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(cf.~\\ref{definition:bk1_symbolic_manifold}) with metric \\(g\\),\n\\(\\drift\\) is the drift field (cf.~\\ref{definition:bk6_drift_operator_complete}),\n\\(R_{\\mathrm{stab}}\\) is the stabilizing reflection field\n(cf.~\\ref{definition:bk6_reflection_operator_complete}), and \\(\\Obs\\) is a Bounded\nObserver (cf.~\\ref{definition:bk4_bounded_observer}) with resolution threshold\n\\(\\epsilon_{\\Obs}\\). The \\emph{observer-visible domain} \\(\\Omega\\subseteq\\manifold\\)\nis the region resolved by \\(\\Obs\\) above \\(\\epsilon_{\\Obs}\\), carrying the\nresolution-weighted observer measure \\(\\mu_{\\Obs}\\) induced by the observer kernel\n(cf.~\\ref{definition:bk4_observer_kernel_convolution_map}).\n\\end{definition}", "macros_used": [ "Obs", "drift", "manifold" ], "refs": [ "definition:bk1_symbolic_manifold", "definition:bk4_bounded_observer", "definition:bk4_observer_kernel_convolution_map", "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "cites": [ "definition:bk1_symbolic_manifold", "definition:bk4_bounded_observer", "definition:bk4_observer_kernel_convolution_map", "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "system} is a tuple \\((\\manifold, g, \\drift, R_{\\mathrm{stab}}, \\Obs)\\), where \\(\\manifold\\) is a symbolic manifold (cf.~\\ref{definition:bk1_symbolic_manifold}) with metric \\(g\\), \\(\\drift\\) is the drift field (cf.~\\ref{definition:bk6_drift_operator_complete}), \\(R_{\\mathrm{stab" }, { "label": "definition:bk4_bounded_observer", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 427, "logical_support": true, "context": "izing reflection field (cf.~\\ref{definition:bk6_reflection_operator_complete}), and \\(\\Obs\\) is a Bounded Observer (cf.~\\ref{definition:bk4_bounded_observer}) with resolution threshold \\(\\epsilon_{\\Obs}\\). The \\emph{observer-visible domain} \\(\\Omega\\subseteq\\manifold\\) is the" }, { "label": "definition:bk4_observer_kernel_convolution_map", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 143, "logical_support": true, "context": "\\epsilon_{\\Obs}\\), carrying the resolution-weighted observer measure \\(\\mu_{\\Obs}\\) induced by the observer kernel (cf.~\\ref{definition:bk4_observer_kernel_convolution_map}). \\end{definition}" }, { "label": "definition:bk6_drift_operator_complete", "role": "cf_near_match", "target_type": "definition", "target_file": "book6.tex", "target_line": 926, "logical_support": true, "context": "a symbolic manifold (cf.~\\ref{definition:bk1_symbolic_manifold}) with metric \\(g\\), \\(\\drift\\) is the drift field (cf.~\\ref{definition:bk6_drift_operator_complete}), \\(R_{\\mathrm{stab}}\\) is the stabilizing reflection field (cf.~\\ref{definition:bk6_reflection_operator_complete}), an" }, { "label": "definition:bk6_reflection_operator_complete", "role": "cf_near_match", "target_type": "definition", "target_file": "book6.tex", "target_line": 937, "logical_support": true, "context": "ield (cf.~\\ref{definition:bk6_drift_operator_complete}), \\(R_{\\mathrm{stab}}\\) is the stabilizing reflection field (cf.~\\ref{definition:bk6_reflection_operator_complete}), and \\(\\Obs\\) is a Bounded Observer (cf.~\\ref{definition:bk4_bounded_observer}) with resolution threshold \\(\\epsilon_{" } ], "depends_on": [ "definition:bk1_symbolic_manifold", "definition:bk4_bounded_observer", "definition:bk4_observer_kernel_convolution_map", "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:appC_horizon_fluxes", "type": "definition", "label": "definition:appC_horizon_fluxes", "name": "Generative and stabilizing horizon fluxes", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 27, "latex_body": "\\begin{definition}[Generative and stabilizing horizon fluxes]\n\\label{definition:appC_horizon_fluxes}\nOn the observer-visible domain \\(\\Omega\\) define the \\emph{generative flux}\n\\[\nG_{\\Obs}(\\Omega) := \\int_\\Omega \\big(\\nabla\\!\\cdot\\drift\\big)_+ \\, d\\mu_{\\Obs},\n\\qquad (x)_+ := \\max\\{x,0\\},\n\\]\nand the \\emph{stabilizing flux}\n\\[\nC_{\\Obs}(\\Omega) := \\int_\\Omega \\big(-\\nabla\\!\\cdot R_{\\mathrm{stab}}\\big)_+ \\, d\\mu_{\\Obs}.\n\\]\nThus \\(G_{\\Obs}\\) accumulates the observer-visible rate at which Drift \\emph{sources}\nnovelty (positive divergence) and \\(C_{\\Obs}\\) the rate at which stabilizing\nReflection \\emph{sinks} it (negative divergence). Up to the divergence theorem,\n\\(\\int_\\Omega \\nabla\\!\\cdot\\drift \\, d\\mu_{\\Obs}\\) is the net Drift flux across the\nresolution boundary \\(\\partial\\Omega\\) --- the observer's \\emph{horizon} --- and\n\\(G_{\\Obs}\\) retains only its sourcing part; symmetrically for \\(C_{\\Obs}\\). This is\nthe precise sense in which the two are horizon-effects, defined independently of how\nmany geometric horizons realize them.\n\\end{definition}", "macros_used": [ "Obs", "drift" ], "refs": [], "cites": [], "cited_by": [ "remark:appC_horizon_realizations" ], "depends_on": [], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-032" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book7B.posPart_sub_negPart" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Only the pointwise real identity x = max(x,0)-max(-x,0) underlying the divergence-theorem remark is modeled; the observer measure and manifold integrals G_Obs, C_Obs themselves are not." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:appC_bounded_reflexive_emergence", "type": "definition", "label": "definition:appC_bounded_reflexive_emergence", "name": "Bounded reflexive emergence", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 48, "latex_body": "\\begin{definition}[Bounded reflexive emergence]\n\\label{definition:appC_bounded_reflexive_emergence}\nThe system exhibits \\emph{bounded reflexive emergence} on \\(\\Omega\\) over a\nsymbolic-time interval \\(I\\) if the observer-visible emergence functional\n\\(\\Delta\\Phi_{\\Obs}\\) --- the net gain over \\(I\\) of retained, resolved coherent\nstructure produced by the coupled action of \\(\\drift\\) and \\(R_{\\mathrm{stab}}\\) (the\nstage-composite emergence of Def.~\\ref{definition:bk1_stage_composite_operator},\nmeasured as stabilized reduction of symbolic free energy \\(\\freeenergy\\),\ncf.~\\ref{definition:bk2_symbolic_free_energy}) --- satisfies\n\\[\n\\Delta\\Phi_{\\Obs}(\\drift, R_{\\mathrm{stab}}) \\;\\ge\\; \\tau_E \\;>\\; 0\n\\]\nfor an observer-fixed emergence threshold \\(\\tau_E\\).\n\\end{definition}", "macros_used": [ "Obs", "drift", "freeenergy" ], "refs": [ "definition:bk1_stage_composite_operator", "definition:bk2_symbolic_free_energy" ], "cites": [ "definition:bk1_stage_composite_operator", "definition:bk2_symbolic_free_energy" ], "cited_by": [ "theorem:appC_dual_horizon_signature" ], "ref_roles": [ { "label": "definition:bk1_stage_composite_operator", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 520, "logical_support": true, "context": "structure produced by the coupled action of \\(\\drift\\) and \\(R_{\\mathrm{stab}}\\) (the stage-composite emergence of Def.~\\ref{definition:bk1_stage_composite_operator}, measured as stabilized reduction of symbolic free energy \\(\\freeenergy\\), cf.~\\ref{definition:bk2_symbolic_free_energy" }, { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "definition:bk1_stage_composite_operator}, measured as stabilized reduction of symbolic free energy \\(\\freeenergy\\), cf.~\\ref{definition:bk2_symbolic_free_energy}) --- satisfies \\[ \\Delta\\Phi_{\\Obs}(\\drift, R_{\\mathrm{stab}}) \\;\\ge\\; \\tau_E \\;>\\; 0 \\] for an observer-fixed emergenc" } ], "depends_on": [ "definition:bk1_stage_composite_operator", "definition:bk2_symbolic_free_energy" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-001" ], "statuses": [ "constructed" ], "witnesses": [ "AppendixDH.dual_horizon_signature" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Modeled as the hypothesis pair (0 < tauE, tauE <= deltaPhi) taken by dual_horizon_signature, rather than as a standalone named Prop." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "assumption:appC_emergence_domination", "type": "assumption", "label": "assumption:appC_emergence_domination", "name": "Emergence Domination", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 63, "latex_body": "\\begin{assumption}[Emergence Domination]\n\\label{assumption:appC_emergence_domination}\nObserver-visible emergence cannot exceed the budget of the \\emph{binding} flux:\nthere is a finite gain constant \\(\\Lambda=\\Lambda(\\epsilon_{\\Obs})\\) with\n\\[\n\\Delta\\Phi_{\\Obs}(\\drift, R_{\\mathrm{stab}})\n\\;\\le\\; \\Lambda \\cdot \\min\\big\\{\\,G_{\\Obs}(\\Omega),\\, C_{\\Obs}(\\Omega)\\,\\big\\}.\n\\]\nThis is symbolic-budget bookkeeping, not a dynamical postulate (cf. the token-budget\nbound of Def.~\\ref{definition:appC_observer_coherence_budget}): retained novelty\nvisible to \\(\\Obs\\) can be neither more than was generated nor more than was\nstabilized, so it is bounded by the smaller of the two. Where one flux vanishes, no\nemergence above the floor is available.\n\\end{assumption}", "macros_used": [ "Obs", "drift" ], "refs": [ "definition:appC_observer_coherence_budget" ], "cites": [ "definition:appC_observer_coherence_budget" ], "cited_by": [ "proof:appC_dual_horizon_biconditional", "proof:appC_dual_horizon_signature_geometric", "remark:appC_domination_open_route", "subsec:appC_methodological_logical_framework", "theorem:appC_dual_horizon_biconditional", "theorem:appC_dual_horizon_signature" ], "forward_refs": [ "definition:appC_observer_coherence_budget" ], "forward_ref_roles": [ { "label": "definition:appC_observer_coherence_budget", "role": "interpretive_bridge", "target_type": "definition", "target_line": 451, "line_distance": 388, "context": "(\\Omega)\\,\\big\\}. \\] This is symbolic-budget bookkeeping, not a dynamical postulate (cf. the token-budget bound of Def.~\\ref{definition:appC_observer_coherence_budget}): retained novelty visible to \\(\\Obs\\) can be neither more than was generated nor more than was stabilized, so it is bo" } ], "ref_roles": [ { "label": "definition:appC_observer_coherence_budget", "role": "forward_interpretive_bridge", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 451, "logical_support": false, "context": "(\\Omega)\\,\\big\\}. \\] This is symbolic-budget bookkeeping, not a dynamical postulate (cf. the token-budget bound of Def.~\\ref{definition:appC_observer_coherence_budget}): retained novelty visible to \\(\\Obs\\) can be neither more than was generated nor more than was stabilized, so it is bo" } ], "depends_on": [], "role": "assumption", "proof_status": "definitional" }, { "id": "theorem:appC_dual_horizon_signature", "type": "theorem", "label": "theorem:appC_dual_horizon_signature", "name": "Dual Horizon Necessity (Effective Signature)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 78, "latex_body": "\\begin{theorem}[Dual Horizon Necessity (Effective Signature)]\n\\label{theorem:appC_dual_horizon_signature}\nThis is the expanded, realization-invariant form of the canonical Book~I theorem\n(Thm.~\\ref{theorem:bk1_dual_horizon_necessity_theorem}); Book~I carries the\nstatement of record, and what follows is its full derivation and defense.\nLet \\((\\manifold, g, \\drift, R_{\\mathrm{stab}}, \\Obs)\\) be a bounded symbolic\ndynamical system that exhibits bounded reflexive emergence on \\(\\Omega\\)\n(Def.~\\ref{definition:appC_bounded_reflexive_emergence}). Then\n\\[\nG_{\\Obs}(\\Omega) > 0 \\qquad\\text{and}\\qquad C_{\\Obs}(\\Omega) > 0 .\n\\]\nThat is, the observer-visible flux carries a \\emph{dual effective horizon signature}\non the shared domain \\(\\Omega\\): one positive/generative and one\nnegative/stabilizing component, invariant under the geometric realization of those\ncomponents. The conclusion is established twice below: observationally, from Bounded\nObservability alone (Proof~I, \\S\\ref{sec:appC_proof_observational}), and\ngeometrically, from Emergence Domination\n(Assumption~\\ref{assumption:appC_emergence_domination}; Proof~II,\n\\S\\ref{sec:appC_proof_by_elimination}).\n\\end{theorem}", "macros_used": [ "Obs", "drift", "manifold" ], "refs": [ "assumption:appC_emergence_domination", "definition:appC_bounded_reflexive_emergence", "sec:appC_proof_by_elimination", "sec:appC_proof_observational", "theorem:bk1_dual_horizon_necessity_theorem" ], "cites": [ "assumption:appC_emergence_domination", "definition:appC_bounded_reflexive_emergence", "sec:appC_proof_by_elimination", "sec:appC_proof_observational", "theorem:bk1_dual_horizon_necessity_theorem" ], "cited_by": [ "proof:appC_dual_horizon_biconditional", "proof:bk1_proof_of_dual_horizon_necessity_theorem", "remark:appC_horizon_realizations", "sec:appC_proof_by_elimination", "sec:appC_proof_observational", "theorem:bk1_dual_horizon_necessity_theorem" ], "proof_labels": [ "proof:appC_dual_horizon_signature_observational", "proof:appC_dual_horizon_signature_geometric" ], "forward_refs": [ "sec:appC_proof_by_elimination", "sec:appC_proof_observational" ], "forward_ref_roles": [ { "label": "sec:appC_proof_by_elimination", "role": "navigation", "target_type": "section", "target_line": 144, "line_distance": 66, "context": "nal}), and geometrically, from Emergence Domination (Assumption~\\ref{assumption:appC_emergence_domination}; Proof~II, \\S\\ref{sec:appC_proof_by_elimination}). \\end{theorem}" }, { "label": "sec:appC_proof_observational", "role": "navigation", "target_type": "section", "target_line": 99, "line_distance": 21, "context": "se components. The conclusion is established twice below: observationally, from Bounded Observability alone (Proof~I, \\S\\ref{sec:appC_proof_observational}), and geometrically, from Emergence Domination (Assumption~\\ref{assumption:appC_emergence_domination}; Proof~II, \\S\\ref" } ], "ref_roles": [ { "label": "assumption:appC_emergence_domination", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_dual_horizon.tex", "target_line": 63, "logical_support": true, "context": "ability alone (Proof~I, \\S\\ref{sec:appC_proof_observational}), and geometrically, from Emergence Domination (Assumption~\\ref{assumption:appC_emergence_domination}; Proof~II, \\S\\ref{sec:appC_proof_by_elimination}). \\end{theorem}" }, { "label": "definition:appC_bounded_reflexive_emergence", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 48, "logical_support": true, "context": "rm{stab}}, \\Obs)\\) be a bounded symbolic dynamical system that exhibits bounded reflexive emergence on \\(\\Omega\\) (Def.~\\ref{definition:appC_bounded_reflexive_emergence}). Then \\[ G_{\\Obs}(\\Omega) > 0 \\qquad\\text{and}\\qquad C_{\\Obs}(\\Omega) > 0 . \\] That is, the observer-visible flux carr" }, { "label": "sec:appC_proof_by_elimination", "role": "forward_navigation", "target_type": "section", "target_file": "appendix_dual_horizon.tex", "target_line": 144, "logical_support": false, "context": "nal}), and geometrically, from Emergence Domination (Assumption~\\ref{assumption:appC_emergence_domination}; Proof~II, \\S\\ref{sec:appC_proof_by_elimination}). \\end{theorem}" }, { "label": "sec:appC_proof_observational", "role": "forward_navigation", "target_type": "section", "target_file": "appendix_dual_horizon.tex", "target_line": 99, "logical_support": false, "context": "se components. The conclusion is established twice below: observationally, from Bounded Observability alone (Proof~I, \\S\\ref{sec:appC_proof_observational}), and geometrically, from Emergence Domination (Assumption~\\ref{assumption:appC_emergence_domination}; Proof~II, \\S\\ref" }, { "label": "theorem:bk1_dual_horizon_necessity_theorem", "role": "canonical_anchor", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 775, "logical_support": true, "context": "rem:appC_dual_horizon_signature} This is the expanded, realization-invariant form of the canonical Book~I theorem (Thm.~\\ref{theorem:bk1_dual_horizon_necessity_theorem}); Book~I carries the statement of record, and what follows is its full derivation and defense. Let \\((\\manifold, g, \\dr" } ], "canonical_status": "expansion_of", "canonical_target": "theorem:bk1_dual_horizon_necessity_theorem", "depends_on": [ "assumption:appC_emergence_domination", "definition:appC_bounded_reflexive_emergence", "theorem:bk1_dual_horizon_necessity_theorem" ], "role": "theorem", "proof_status": "proven", "certificate_tier": "A", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-002" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixDH.dual_horizon_signature" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Proved via the Emergence Domination route (Proof II of the source): bounded reflexive emergence plus the DualHorizonBalance sandwich forces min(G,C) > 0, hence G > 0 and C > 0. The source's alternative Proof I 'from Bounded Observability alone' is not modeled since that assumption is not given with enough precision in the packet." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "sec:appC_proof_observational", "type": "section", "subtype": "section", "label": "sec:appC_proof_observational", "name": "Proof I --- Observational Elimination", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 99, "latex_body": "", "macros_used": [], "cites": [ "theorem:appC_dual_horizon_signature" ], "cited_by": [ "scholium:appC_two_modalities_one_root", "sec:appC_dual_horizon", "subsec:appC_methodological_logical_framework", "theorem:appC_dual_horizon_signature" ], "ref_roles": [ { "label": "theorem:appC_dual_horizon_signature", "role": "navigation", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 78, "logical_support": false, "context": "" } ], "depends_on": [ "theorem:appC_dual_horizon_signature" ], "role": "section" }, { "id": "proof:appC_dual_horizon_signature_observational", "type": "proof", "label": "proof:appC_dual_horizon_signature_observational", "name": "Proof of Theorem~\\ref{theorem:appC_dual_horizon_signature} (observational modality)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 105, "latex_body": "\\begin{proof}[Proof of Theorem~\\ref{theorem:appC_dual_horizon_signature} (observational modality)]\n\\label{proof:appC_dual_horizon_signature_observational}\n\\leavevmode\n\nAssume bounded reflexive emergence, \\(\\Delta\\Phi_{\\Obs}\\ge\\tau_E>0\\): over \\(I\\) the\nobserver registers and \\emph{retains} new coherent structure on \\(\\Omega\\). We\neliminate, in turn, the three ways the dual signature can fail --- novelty that never\ncrosses the horizon, novelty that crosses but is never stabilized, and the two alive\nyet never meeting on a single observer's domain.\n\n\\textbf{Case A (no observer-visible generation): \\(G_{\\Obs}(\\Omega)=0\\).} No novelty\nis sourced across the horizon into \\(\\Omega\\) that the observer can resolve above\n\\(\\epsilon_{\\Obs}\\). Over \\(I\\) it therefore registers no \\emph{new} differentiated\ncontent --- only rearrangement below resolution, bare repetition, or decay. Retained\nnew structure presupposes registered new content; with none, \\(\\Delta\\Phi_{\\Obs}\\)\ncannot rise to \\(\\tau_E\\). One cannot retain what was never observed to enter.\nContradiction.\n\n\\textbf{Case B (no observer-visible stabilization): \\(C_{\\Obs}(\\Omega)=0\\).} Novelty\nis sourced but nothing contracts or integrates it on \\(\\Omega\\). Relative to finite\nresolution \\(\\epsilon_{\\Obs}\\), unintegrated novelty disperses or saturates the\nobserver's channel: it may be registered transiently but is not \\emph{retained} as\nstable identity \\(\\identity\\) across \\(I\\). Since \\(\\Delta\\Phi_{\\Obs}\\) counts\nretained structure, it stays below \\(\\tau_E\\). Novelty seen but not kept is not\nemergence. Contradiction.\n\n\\textbf{Case C (generation and stabilization in different observer patches).} Suppose\nboth occur in \\(\\manifold\\) but not within one resolved domain \\(\\Omega\\). The\nobserver integrates emergence over a single \\(\\Omega\\); on it, the absent\ncontribution lies outside the patch or below \\(\\epsilon_{\\Obs}\\), so that \\(\\Omega\\)\nreduces to Case~A or Case~B. No single bounded observer registers coupled becoming.\nContradiction.\n\nIn each case the observer fails to register retained emergence, contradicting\n\\(\\Delta\\Phi_{\\Obs}\\ge\\tau_E\\). Hence both an observer-visible generative contribution\nand an observer-visible stabilizing contribution must be present on the shared\n\\(\\Omega\\); that is, \\(G_{\\Obs}(\\Omega)>0\\) and \\(C_{\\Obs}(\\Omega)>0\\).\n\\end{proof}", "macros_used": [ "Obs", "identity", "manifold" ], "refs": [ "theorem:appC_dual_horizon_signature" ], "proves": "theorem:appC_dual_horizon_signature", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "sec:appC_proof_by_elimination", "type": "section", "subtype": "section", "label": "sec:appC_proof_by_elimination", "name": "Proof II --- Effective-Signature (Geometric)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 144, "latex_body": "", "macros_used": [], "cites": [ "theorem:appC_dual_horizon_signature" ], "cited_by": [ "scholium:appC_two_modalities_one_root", "sec:appC_dual_horizon", "subsec:appC_methodological_logical_framework", "theorem:appC_dual_horizon_signature" ], "ref_roles": [ { "label": "theorem:appC_dual_horizon_signature", "role": "navigation", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 78, "logical_support": false, "context": "" } ], "depends_on": [ "theorem:appC_dual_horizon_signature" ], "role": "section" }, { "id": "proof:appC_dual_horizon_signature_geometric", "type": "proof", "label": "proof:appC_dual_horizon_signature_geometric", "name": "Proof of Theorem~\\ref{theorem:appC_dual_horizon_signature} (geometric modality)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 148, "latex_body": "\\begin{proof}[Proof of Theorem~\\ref{theorem:appC_dual_horizon_signature} (geometric modality)]\n\\label{proof:appC_dual_horizon_signature_geometric}\n\\leavevmode\n\nAssume bounded reflexive emergence, \\(\\Delta\\Phi_{\\Obs}\\ge\\tau_E>0\\). The dual\nsignature ``\\(G_{\\Obs}(\\Omega)>0\\) and \\(C_{\\Obs}(\\Omega)>0\\)'' can fail in exactly\nthree ways; we eliminate each.\n\n\\textbf{Case A (no generative flux on \\(\\Omega\\)): \\(G_{\\Obs}(\\Omega)=0\\).} Then\n\\(\\min\\{G_{\\Obs},C_{\\Obs}\\}=0\\), and Emergence Domination\n(Assumption~\\ref{assumption:appC_emergence_domination}) gives\n\\(\\Delta\\Phi_{\\Obs}\\le \\Lambda\\cdot 0 = 0 < \\tau_E\\), contradicting emergence.\nSymbolically: Drift may be formally nonzero, yet it sources no observer-visible\nnovelty across the horizon --- transport below \\(\\epsilon_{\\Obs}\\), bare repetition,\nor collapse --- so no new structure arises to be retained.\n\n\\textbf{Case B (no stabilizing flux on \\(\\Omega\\)): \\(C_{\\Obs}(\\Omega)=0\\).} Again\n\\(\\min=0\\) and \\(\\Delta\\Phi_{\\Obs}\\le 0<\\tau_E\\), a contradiction. Symbolically:\nnovelty is generated but never contracted or integrated; symbolic free energy\n\\(\\freeenergy\\) is not stably reduced, and the differentiated content disperses below\nresolution before it can register as retained identity (\\(\\identity\\)). Generation\nwithout a sink is flux, not emergence.\n\n\\textbf{Case C (no shared domain).} Suppose instead that both signs occur somewhere\nin \\(\\manifold\\) --- \\((\\nabla\\!\\cdot\\drift)_+>0\\) on some region and\n\\((-\\nabla\\!\\cdot R_{\\mathrm{stab}})_+>0\\) on another --- but their observer-visible\nsupports do not both meet a common \\(\\Omega\\). Then on the domain over which \\(\\Obs\\)\nactually integrates emergence, at least one integrand vanishes\n\\(\\mu_{\\Obs}\\)-almost everywhere, so \\(G_{\\Obs}(\\Omega)=0\\) or\n\\(C_{\\Obs}(\\Omega)=0\\), returning us to Case A or B. Uncoupled generation and\nstabilization, however vigorous in separate observer patches, produce no reflexive\nemergence for \\(\\Obs\\).\n\nIn every case \\(\\Delta\\Phi_{\\Obs}<\\tau_E\\), contradicting the hypothesis. Hence both\nfluxes are strictly positive on a shared \\(\\Omega\\): the dual effective signature is\nnecessary.\n\\end{proof}", "macros_used": [ "Obs", "drift", "freeenergy", "identity", "manifold" ], "refs": [ "assumption:appC_emergence_domination", "theorem:appC_dual_horizon_signature" ], "proves": "theorem:appC_dual_horizon_signature", "cites": [ "assumption:appC_emergence_domination" ], "cited_by": [], "ref_roles": [ { "label": "assumption:appC_emergence_domination", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_dual_horizon.tex", "target_line": 63, "logical_support": true, "context": "lux on \\(\\Omega\\)): \\(G_{\\Obs}(\\Omega)=0\\).} Then \\(\\min\\{G_{\\Obs},C_{\\Obs}\\}=0\\), and Emergence Domination (Assumption~\\ref{assumption:appC_emergence_domination}) gives \\(\\Delta\\Phi_{\\Obs}\\le \\Lambda\\cdot 0 = 0 < \\tau_E\\), contradicting emergence. Symbolically: Drift may be formal" } ], "depends_on": [ "assumption:appC_emergence_domination" ], "role": "proof" }, { "id": "subsec:appC_conclusion_of_proof_by_elimination", "type": "section", "subtype": "section", "label": "subsec:appC_conclusion_of_proof_by_elimination", "name": "Sufficiency and the Conditional Biconditional", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 190, "latex_body": "", "macros_used": [], "cites": [ "axiom:appC_psc3prime" ], "cited_by": [], "forward_refs": [ "axiom:appC_psc3prime" ], "forward_ref_roles": [ { "label": "axiom:appC_psc3prime", "role": "navigation", "target_type": "axiom", "target_line": 528, "line_distance": 338, "context": "" } ], "ref_roles": [ { "label": "axiom:appC_psc3prime", "role": "forward_navigation", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 528, "logical_support": false, "context": "" } ], "depends_on": [], "role": "section" }, { "id": "assumption:appC_emergence_coupling", "type": "assumption", "label": "assumption:appC_emergence_coupling", "name": "Emergence Coupling lower bound", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 197, "latex_body": "\\begin{assumption}[Emergence Coupling lower bound]\n\\label{assumption:appC_emergence_coupling}\nThere is a coupling gain \\(\\kappa=\\kappa(\\epsilon_{\\Obs})>0\\) such that, when both\nfluxes are present and interact on the shared domain \\(\\Omega\\),\n\\[\n\\Delta\\Phi_{\\Obs}(\\drift, R_{\\mathrm{stab}})\n\\;\\ge\\; \\kappa\\cdot\\min\\big\\{\\,G_{\\Obs}(\\Omega),\\, C_{\\Obs}(\\Omega)\\,\\big\\}.\n\\]\nNecessarily \\(\\kappa\\le\\Lambda\\), since both bounds hold simultaneously.\n\\end{assumption}", "macros_used": [ "Obs", "drift" ], "refs": [], "cites": [], "cited_by": [ "proof:appC_dual_horizon_biconditional", "subsec:appC_methodological_logical_framework", "theorem:appC_dual_horizon_biconditional" ], "depends_on": [], "role": "assumption", "proof_status": "definitional" }, { "id": "theorem:appC_dual_horizon_biconditional", "type": "theorem", "label": "theorem:appC_dual_horizon_biconditional", "name": "Emergence is sandwiched by the dual signature", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 208, "latex_body": "\\begin{theorem}[Emergence is sandwiched by the dual signature]\n\\label{theorem:appC_dual_horizon_biconditional}\nUnder Emergence Domination and Emergence Coupling\n(Assumptions~\\ref{assumption:appC_emergence_domination},~\\ref{assumption:appC_emergence_coupling}),\nwrite \\(m:=\\min\\{G_{\\Obs}(\\Omega),C_{\\Obs}(\\Omega)\\}\\). Then\n\\[\n\\kappa\\, m \\;\\le\\; \\Delta\\Phi_{\\Obs}(\\drift,R_{\\mathrm{stab}}) \\;\\le\\; \\Lambda\\, m .\n\\]\nConsequently:\n\\begin{enumerate}[label=(\\roman*)]\n\\item \\emph{(Sufficiency)} \\(m \\ge \\tau_E/\\kappa \\;\\Rightarrow\\; \\Delta\\Phi_{\\Obs}\\ge\\tau_E\\);\n\\item \\emph{(Necessity)} \\(\\Delta\\Phi_{\\Obs}\\ge\\tau_E \\;\\Rightarrow\\; m \\ge \\tau_E/\\Lambda > 0\\).\n\\end{enumerate}\nIn the tight-bookkeeping case \\(\\kappa=\\Lambda=:\\Gamma\\) the two collapse to an exact\nbiconditional, \\(\\;\\Delta\\Phi_{\\Obs}\\ge\\tau_E \\iff m\\ge\\tau_E/\\Gamma\\).\n\\end{theorem}", "macros_used": [ "Obs", "drift" ], "refs": [ "assumption:appC_emergence_coupling", "assumption:appC_emergence_domination" ], "cites": [ "assumption:appC_emergence_coupling", "assumption:appC_emergence_domination" ], "cited_by": [ "scholium:appC_two_horizons_co_constitutive" ], "proof_labels": [ "proof:appC_dual_horizon_biconditional" ], "ref_roles": [ { "label": "assumption:appC_emergence_coupling", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_dual_horizon.tex", "target_line": 197, "logical_support": true, "context": "conditional} Under Emergence Domination and Emergence Coupling (Assumptions~\\ref{assumption:appC_emergence_domination},~\\ref{assumption:appC_emergence_coupling}), write \\(m:=\\min\\{G_{\\Obs}(\\Omega),C_{\\Obs}(\\Omega)\\}\\). Then \\[ \\kappa\\, m \\;\\le\\; \\Delta\\Phi_{\\Obs}(\\drift,R_{\\mathr" }, { "label": "assumption:appC_emergence_domination", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_dual_horizon.tex", "target_line": 63, "logical_support": true, "context": "gnature] \\label{theorem:appC_dual_horizon_biconditional} Under Emergence Domination and Emergence Coupling (Assumptions~\\ref{assumption:appC_emergence_domination},~\\ref{assumption:appC_emergence_coupling}), write \\(m:=\\min\\{G_{\\Obs}(\\Omega),C_{\\Obs}(\\Omega)\\}\\). Then \\[ \\kappa\\, m" } ], "depends_on": [ "assumption:appC_emergence_coupling", "assumption:appC_emergence_domination", "theorem:appC_dual_horizon_signature" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-003" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.dualHorizon_necessity", "AppendixDH.dualHorizon_necessity_pos", "AppendixDH.dualHorizon_sufficiency", "AppendixDH.dualHorizon_tight_biconditional" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The full sandwich kappa*m <= deltaPhi <= Lambda*m, sufficiency, necessity, and the tight kappa=Lambda biconditional are all proved unconditionally from the DualHorizonBalance data." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_dual_horizon_biconditional", "type": "proof", "label": "proof:appC_dual_horizon_biconditional", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 224, "latex_body": "\\begin{proof}\n\\label{proof:appC_dual_horizon_biconditional}\nThe sandwich is the conjunction of\nAssumptions~\\ref{assumption:appC_emergence_domination}\nand~\\ref{assumption:appC_emergence_coupling}. For (i),\n\\(\\Delta\\Phi_{\\Obs}\\ge\\kappa m\\ge\\kappa\\cdot(\\tau_E/\\kappa)=\\tau_E\\). For (ii),\n\\(\\tau_E\\le\\Delta\\Phi_{\\Obs}\\le\\Lambda m\\) gives \\(m\\ge\\tau_E/\\Lambda>0\\); positivity\nof \\(m\\) recovers Theorem~\\ref{theorem:appC_dual_horizon_signature}. When\n\\(\\kappa=\\Lambda=\\Gamma\\) the lower and upper thresholds coincide at\n\\(\\tau_E/\\Gamma\\), yielding the biconditional.\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [ "assumption:appC_emergence_coupling", "assumption:appC_emergence_domination", "theorem:appC_dual_horizon_signature" ], "proves": "theorem:appC_dual_horizon_biconditional", "cites": [ "assumption:appC_emergence_coupling", "assumption:appC_emergence_domination", "theorem:appC_dual_horizon_signature" ], "cited_by": [], "ref_roles": [ { "label": "assumption:appC_emergence_coupling", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_dual_horizon.tex", "target_line": 197, "logical_support": true, "context": "al_horizon_biconditional} The sandwich is the conjunction of Assumptions~\\ref{assumption:appC_emergence_domination} and~\\ref{assumption:appC_emergence_coupling}. For (i), \\(\\Delta\\Phi_{\\Obs}\\ge\\kappa m\\ge\\kappa\\cdot(\\tau_E/\\kappa)=\\tau_E\\). For (ii), \\(\\tau_E\\le\\Delta\\Phi_{\\Obs}\\" }, { "label": "assumption:appC_emergence_domination", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_dual_horizon.tex", "target_line": 63, "logical_support": true, "context": "\\begin{proof} \\label{proof:appC_dual_horizon_biconditional} The sandwich is the conjunction of Assumptions~\\ref{assumption:appC_emergence_domination} and~\\ref{assumption:appC_emergence_coupling}. For (i), \\(\\Delta\\Phi_{\\Obs}\\ge\\kappa m\\ge\\kappa\\cdot(\\tau_E/\\kappa)=\\tau" }, { "label": "theorem:appC_dual_horizon_signature", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 78, "logical_support": true, "context": "r (ii), \\(\\tau_E\\le\\Delta\\Phi_{\\Obs}\\le\\Lambda m\\) gives \\(m\\ge\\tau_E/\\Lambda>0\\); positivity of \\(m\\) recovers Theorem~\\ref{theorem:appC_dual_horizon_signature}. When \\(\\kappa=\\Lambda=\\Gamma\\) the lower and upper thresholds coincide at \\(\\tau_E/\\Gamma\\), yielding the biconditiona" } ], "depends_on": [ "assumption:appC_emergence_coupling", "assumption:appC_emergence_domination", "theorem:appC_dual_horizon_signature" ], "role": "proof" }, { "id": "remark:appC_horizon_realizations", "type": "remark", "label": "remark:appC_horizon_realizations", "name": "Invariance under horizon realization", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 236, "latex_body": "\\begin{remark}[Invariance under horizon realization]\n\\label{remark:appC_horizon_realizations}\nBoth fluxes are integrals of positive parts of divergences against \\(\\mu_{\\Obs}\\);\nnothing in Definition~\\ref{definition:appC_horizon_fluxes} or\nTheorem~\\ref{theorem:appC_dual_horizon_signature} counts horizons. The same\nsignature \\((G_{\\Obs}>0,\\,C_{\\Obs}>0)\\) is produced by (i) a single\ngenerative/dissipative horizon pair; (ii) several same-sign horizons, whose positive\nparts simply add; (iii) one sign-changing curvature field, whose positive and\nnegative divergence parts feed \\(G_{\\Obs}\\) and \\(C_{\\Obs}\\) respectively; (iv) a\nsmooth, delocalized source--sink field with no isolated horizon at all. The theorem\ntherefore does not fail on multi-horizon or sign-changing configurations --- the\nliability of the literal reading --- because ``dual'' is a property of the\nobserver-visible flux signature, not of the geometry that realizes it.\n\\end{remark}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_horizon_fluxes", "theorem:appC_dual_horizon_signature" ], "cites": [ "definition:appC_horizon_fluxes", "theorem:appC_dual_horizon_signature" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_horizon_fluxes", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 27, "logical_support": true, "context": "_realizations} Both fluxes are integrals of positive parts of divergences against \\(\\mu_{\\Obs}\\); nothing in Definition~\\ref{definition:appC_horizon_fluxes} or Theorem~\\ref{theorem:appC_dual_horizon_signature} counts horizons. The same signature \\((G_{\\Obs}>0,\\,C_{\\Obs}>0)\\)" }, { "label": "theorem:appC_dual_horizon_signature", "role": "formal_dependency", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 78, "logical_support": true, "context": "tive parts of divergences against \\(\\mu_{\\Obs}\\); nothing in Definition~\\ref{definition:appC_horizon_fluxes} or Theorem~\\ref{theorem:appC_dual_horizon_signature} counts horizons. The same signature \\((G_{\\Obs}>0,\\,C_{\\Obs}>0)\\) is produced by (i) a single generative/dissipative ho" } ], "depends_on": [ "definition:appC_horizon_fluxes", "theorem:appC_dual_horizon_signature" ], "role": "remark" }, { "id": "remark:appC_domination_open_route", "type": "remark", "label": "remark:appC_domination_open_route", "name": "Open derivation route for Emergence Domination", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 251, "latex_body": "\\begin{remark}[Open derivation route for Emergence Domination]\n\\label{remark:appC_domination_open_route}\nEmergence Domination (Assumption~\\ref{assumption:appC_emergence_domination}) is the\nsingle posited plank of Proof~II, and it is where any residual circularity would\nhide: were \\(\\Delta\\Phi_{\\Obs}\\), \\(G_{\\Obs}\\), \\(C_{\\Obs}\\) not independently\nmeasured, the bound would be analytic and the theorem would prove only what it\nassumed. The route that would make it synthetic runs through \\emph{finite observer\nbandwidth}: the bounded-observer kernel\n(cf.~\\ref{definition:bk4_observer_kernel_convolution_map}) has finite throughput\nacross the resolution boundary \\(\\partial\\Omega\\), so it cannot retain coherent\nnovelty faster than the binding flux carries it across the horizon --- which is exactly\n\\(\\Delta\\Phi_{\\Obs}\\le\\Lambda\\min\\{G_{\\Obs},C_{\\Obs}\\}\\). We record this as open.\nUntil it is discharged, Domination stands as a labelled premise grounded in the\nfinitude of the observer, not in the definition of emergence --- the same status, and\nthe same debt, as PS--C3\\(^\\prime\\) (Ax.~\\ref{axiom:appC_psc3prime}). Proof~I incurs no\nsuch debt: it reaches the same conclusion from finite resolution \\(\\epsilon_{\\Obs}\\)\ndirectly, which is why the two proofs are worth keeping side by side.\n\\end{remark}", "macros_used": [ "Obs" ], "refs": [ "assumption:appC_emergence_domination", "axiom:appC_psc3prime", "definition:bk4_observer_kernel_convolution_map" ], "cites": [ "assumption:appC_emergence_domination", "axiom:appC_psc3prime", "definition:bk4_observer_kernel_convolution_map" ], "cited_by": [ "scholium:appC_two_modalities_one_root", "subsec:appC_methodological_logical_framework" ], "forward_refs": [ "axiom:appC_psc3prime" ], "forward_ref_roles": [ { "label": "axiom:appC_psc3prime", "role": "proof_below", "target_type": "axiom", "target_line": 528, "line_distance": 277, "context": "e of the observer, not in the definition of emergence --- the same status, and the same debt, as PS--C3\\(^\\prime\\) (Ax.~\\ref{axiom:appC_psc3prime}). Proof~I incurs no such debt: it reaches the same conclusion from finite resolution \\(\\epsilon_{\\Obs}\\) directly, whic" } ], "ref_roles": [ { "label": "assumption:appC_emergence_domination", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_dual_horizon.tex", "target_line": 63, "logical_support": true, "context": "n derivation route for Emergence Domination] \\label{remark:appC_domination_open_route} Emergence Domination (Assumption~\\ref{assumption:appC_emergence_domination}) is the single posited plank of Proof~II, and it is where any residual circularity would hide: were \\(\\Delta\\Phi_{\\Obs}" }, { "label": "axiom:appC_psc3prime", "role": "forward_proof_below", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 528, "logical_support": false, "context": "e of the observer, not in the definition of emergence --- the same status, and the same debt, as PS--C3\\(^\\prime\\) (Ax.~\\ref{axiom:appC_psc3prime}). Proof~I incurs no such debt: it reaches the same conclusion from finite resolution \\(\\epsilon_{\\Obs}\\) directly, whic" }, { "label": "definition:bk4_observer_kernel_convolution_map", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 143, "logical_support": true, "context": "The route that would make it synthetic runs through \\emph{finite observer bandwidth}: the bounded-observer kernel (cf.~\\ref{definition:bk4_observer_kernel_convolution_map}) has finite throughput across the resolution boundary \\(\\partial\\Omega\\), so it cannot retain coherent novelty faster t" } ], "depends_on": [ "assumption:appC_emergence_domination", "definition:bk4_observer_kernel_convolution_map" ], "role": "remark" }, { "id": "scholium:appC_two_modalities_one_root", "type": "scholium", "label": "scholium:appC_two_modalities_one_root", "name": "Two Modalities, One Root", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 270, "latex_body": "\\begin{scholium}[Two Modalities, One Root]\n\\label{scholium:appC_two_modalities_one_root}\nThe necessity has now been proved twice: observationally\n(\\S\\ref{sec:appC_proof_observational}, by what a bounded observer can register and\nretain) and geometrically (\\S\\ref{sec:appC_proof_by_elimination}, by the flux\nsignature on the manifold). These are not independent confirmations. Both proofs\nfinally rest on the same fact --- the finitude of the observer: Proof~I on finite\nresolution \\(\\epsilon_{\\Obs}\\), Proof~II on finite bandwidth across \\(\\partial\\Omega\\)\n(Remark~\\ref{remark:appC_domination_open_route}). They are therefore two\n\\emph{presentations} of one invariant in two carriers, the observational and the\ngeometric, and their agreement is precisely a \\emph{transference test}\n(Thm.~\\ref{theorem:appC_modal_transference}) of the Dual Horizon necessity against its\nown mode of presentation. That the invariant survives the carrier swap is the\nappendix's strongest internal evidence that the dual signature belongs to the symbolic\nstructure and not to either proof's framing. The earlier metaphysical trilemma ---\n``solely generative / solely dissipative / neither'' --- is the degenerate, prose-bound\nancestor of Proof~I, recovered as the corners \\(C_{\\Obs}=0\\), \\(G_{\\Obs}=0\\),\n\\(G_{\\Obs}=C_{\\Obs}=0\\); its rehabilitation as Proof~I now carries Case~C, which the\nmetaphysical reading missed.\n\\end{scholium}", "macros_used": [ "Obs" ], "refs": [ "remark:appC_domination_open_route", "sec:appC_proof_by_elimination", "sec:appC_proof_observational", "theorem:appC_modal_transference" ], "cites": [ "remark:appC_domination_open_route", "sec:appC_proof_by_elimination", "sec:appC_proof_observational", "theorem:appC_modal_transference" ], "cited_by": [ "sec:appC_dual_horizon" ], "forward_refs": [ "theorem:appC_modal_transference" ], "forward_ref_roles": [ { "label": "theorem:appC_modal_transference", "role": "downstream_application", "target_type": "theorem", "target_line": 1521, "line_distance": 1251, "context": "in two carriers, the observational and the geometric, and their agreement is precisely a \\emph{transference test} (Thm.~\\ref{theorem:appC_modal_transference}) of the Dual Horizon necessity against its own mode of presentation. That the invariant survives the carrier swap is th" } ], "ref_roles": [ { "label": "remark:appC_domination_open_route", "role": "application", "target_type": "remark", "target_file": "appendix_dual_horizon.tex", "target_line": 251, "logical_support": true, "context": "erver: Proof~I on finite resolution \\(\\epsilon_{\\Obs}\\), Proof~II on finite bandwidth across \\(\\partial\\Omega\\) (Remark~\\ref{remark:appC_domination_open_route}). They are therefore two \\emph{presentations} of one invariant in two carriers, the observational and the geometric, an" }, { "label": "sec:appC_proof_by_elimination", "role": "navigation", "target_type": "section", "target_file": "appendix_dual_horizon.tex", "target_line": 144, "logical_support": false, "context": "ionally (\\S\\ref{sec:appC_proof_observational}, by what a bounded observer can register and retain) and geometrically (\\S\\ref{sec:appC_proof_by_elimination}, by the flux signature on the manifold). These are not independent confirmations. Both proofs finally rest on the same" }, { "label": "sec:appC_proof_observational", "role": "navigation", "target_type": "section", "target_file": "appendix_dual_horizon.tex", "target_line": 99, "logical_support": false, "context": "es, One Root] \\label{scholium:appC_two_modalities_one_root} The necessity has now been proved twice: observationally (\\S\\ref{sec:appC_proof_observational}, by what a bounded observer can register and retain) and geometrically (\\S\\ref{sec:appC_proof_by_elimination}, by the f" }, { "label": "theorem:appC_modal_transference", "role": "forward_downstream_application", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 1521, "logical_support": false, "context": "in two carriers, the observational and the geometric, and their agreement is precisely a \\emph{transference test} (Thm.~\\ref{theorem:appC_modal_transference}) of the Dual Horizon necessity against its own mode of presentation. That the invariant survives the carrier swap is th" } ], "depends_on": [ "remark:appC_domination_open_route" ], "role": "scholium" }, { "id": "scholium:appC_two_horizons_co_constitutive", "type": "scholium", "label": "scholium:appC_two_horizons_co_constitutive", "name": "The Two Horizons as Co-Constitutive", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 291, "latex_body": "\\begin{scholium}[The Two Horizons as Co-Constitutive]\n\\label{scholium:appC_two_horizons_co_constitutive}\nCo-constitution is now a theorem about a bound, not a metaphor. Because the emergence\nfunctional is sandwiched between \\(\\kappa\\) and \\(\\Lambda\\) times\n\\(\\min\\{G_{\\Obs},C_{\\Obs}\\}\\) (Theorem~\\ref{theorem:appC_dual_horizon_biconditional}),\nthe binding term is the \\emph{smaller} of the two fluxes: neither generation nor\nstabilization can carry observer-visible becoming alone, and they constrain emergence\nsymmetrically and inseparably. Drift (cf.~\\ref{definition:bk1_drift_field}) supplies\nthe novelty that Reflection retains; Reflection supplies the contraction that turns\nnovelty into structure. Their coupling on a shared bounded-observer domain --- formally\nenacted as Symbolic Reflexive Validation\n(cf.~\\ref{definition:bk7_symbolic_reflexive_validation_srv}) --- is the crucible of\nsymbolic existence and becoming. The dual horizon is not two objects in the world but the two-signed\nsignature any world must present to a Bounded Observer in order to be seen to emerge at\nall.\n\\end{scholium}", "macros_used": [ "Obs" ], "refs": [ "definition:bk1_drift_field", "definition:bk7_symbolic_reflexive_validation_srv", "theorem:appC_dual_horizon_biconditional" ], "cites": [ "definition:bk1_drift_field", "definition:bk7_symbolic_reflexive_validation_srv", "theorem:appC_dual_horizon_biconditional" ], "cited_by": [ "scholium:appC_symbolic_geometric_equivalence" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "ation can carry observer-visible becoming alone, and they constrain emergence symmetrically and inseparably. Drift (cf.~\\ref{definition:bk1_drift_field}) supplies the novelty that Reflection retains; Reflection supplies the contraction that turns novelty into structure. T" }, { "label": "definition:bk7_symbolic_reflexive_validation_srv", "role": "cf_near_match", "target_type": "definition", "target_file": "book7.tex", "target_line": 1441, "logical_support": true, "context": "tructure. Their coupling on a shared bounded-observer domain --- formally enacted as Symbolic Reflexive Validation (cf.~\\ref{definition:bk7_symbolic_reflexive_validation_srv}) --- is the crucible of symbolic existence and becoming. The dual horizon is not two objects in the world but the two-s" }, { "label": "theorem:appC_dual_horizon_biconditional", "role": "formal_dependency", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 208, "logical_support": true, "context": "the emergence functional is sandwiched between \\(\\kappa\\) and \\(\\Lambda\\) times \\(\\min\\{G_{\\Obs},C_{\\Obs}\\}\\) (Theorem~\\ref{theorem:appC_dual_horizon_biconditional}), the binding term is the \\emph{smaller} of the two fluxes: neither generation nor stabilization can carry observer-vis" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk7_symbolic_reflexive_validation_srv", "theorem:appC_dual_horizon_biconditional" ], "role": "scholium" }, { "id": "sec:appC_born_rule", "type": "section", "subtype": "section", "label": "sec:appC_born_rule", "name": "Born Rule – A Formal Derivation", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 308, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_bounded_observer" ], "cited_by": [ "subsec:appC_methodological_logical_framework" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_bounded_observer" ], "role": "section" }, { "id": "remark:appC_born_rule_dependency", "type": "remark", "label": "remark:appC_born_rule_dependency", "name": "Derivation Structure", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 312, "latex_body": "\\begin{remark}[Derivation Structure]\n\\label{remark:appC_born_rule_dependency}\nThis derivation proceeds from the coherence constraints PS-C1--C5\n(\\S\\ref{subsec:appC_born_axioms}) to Gleason's hypotheses, and thence to\nthe Born Rule. The structural constraints PS-C1, PS-C2, PS-C4, PS-C5 are\nconsequences of bounded observation (Def.~\\ref{definition:bk1_bounded_observer}),\nnot ad hoc quantum postulates: each encodes a constraint that any\nfinite-resolution observer necessarily satisfies. The additivity once carried as\nPS-C3 splits in two: its \\emph{within-frame} content is \\emph{proved} in\n\\S\\ref{subsec:appC_born_additivity_derivation}\n(Thm.~\\ref{theorem:appC_orthogonal_additivity}) from observer-token disjointness,\nwhile its cross-frame content---non-contextuality---is isolated and posited as\nPS-C3$'$ (Ax.~\\ref{axiom:appC_psc3prime}). The derivation thus reduces Gleason's\nadditivity hypothesis to finite-budget bookkeeping plus a single, explicitly\nlabelled non-contextuality axiom, and is grounded in the PS foundational framework\nrather than in the Hilbert space structure it explains; the Born conclusion is\nconditional on PS-C3$'$.\n\\end{remark}", "macros_used": [], "refs": [ "axiom:appC_psc3prime", "definition:bk1_bounded_observer", "subsec:appC_born_additivity_derivation", "subsec:appC_born_axioms", "theorem:appC_orthogonal_additivity" ], "cites": [ "axiom:appC_psc3prime", "definition:bk1_bounded_observer", "subsec:appC_born_additivity_derivation", "subsec:appC_born_axioms", "theorem:appC_orthogonal_additivity" ], "cited_by": [], "forward_refs": [ "axiom:appC_psc3prime", "subsec:appC_born_additivity_derivation", "subsec:appC_born_axioms", "theorem:appC_orthogonal_additivity" ], "forward_ref_roles": [ { "label": "axiom:appC_psc3prime", "role": "teaser", "target_type": "axiom", "target_line": 528, "line_distance": 216, "context": "server-token disjointness, while its cross-frame content---non-contextuality---is isolated and posited as PS-C3$'$ (Ax.~\\ref{axiom:appC_psc3prime}). The derivation thus reduces Gleason's additivity hypothesis to finite-budget bookkeeping plus a single, explicitly la" }, { "label": "subsec:appC_born_additivity_derivation", "role": "navigation", "target_type": "section", "target_line": 409, "line_distance": 97, "context": "ly satisfies. The additivity once carried as PS-C3 splits in two: its \\emph{within-frame} content is \\emph{proved} in \\S\\ref{subsec:appC_born_additivity_derivation} (Thm.~\\ref{theorem:appC_orthogonal_additivity}) from observer-token disjointness, while its cross-frame content---non-c" }, { "label": "subsec:appC_born_axioms", "role": "navigation", "target_type": "section", "target_line": 572, "line_distance": 260, "context": "tructure] \\label{remark:appC_born_rule_dependency} This derivation proceeds from the coherence constraints PS-C1--C5 (\\S\\ref{subsec:appC_born_axioms}) to Gleason's hypotheses, and thence to the Born Rule. The structural constraints PS-C1, PS-C2, PS-C4, PS-C5 are conseq" }, { "label": "theorem:appC_orthogonal_additivity", "role": "teaser", "target_type": "theorem", "target_line": 504, "line_distance": 192, "context": "splits in two: its \\emph{within-frame} content is \\emph{proved} in \\S\\ref{subsec:appC_born_additivity_derivation} (Thm.~\\ref{theorem:appC_orthogonal_additivity}) from observer-token disjointness, while its cross-frame content---non-contextuality---is isolated and posited as PS-C3" } ], "ref_roles": [ { "label": "axiom:appC_psc3prime", "role": "forward_teaser", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 528, "logical_support": false, "context": "server-token disjointness, while its cross-frame content---non-contextuality---is isolated and posited as PS-C3$'$ (Ax.~\\ref{axiom:appC_psc3prime}). The derivation thus reduces Gleason's additivity hypothesis to finite-budget bookkeeping plus a single, explicitly la" }, { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "e to the Born Rule. The structural constraints PS-C1, PS-C2, PS-C4, PS-C5 are consequences of bounded observation (Def.~\\ref{definition:bk1_bounded_observer}), not ad hoc quantum postulates: each encodes a constraint that any finite-resolution observer necessarily satisfies. T" }, { "label": "subsec:appC_born_additivity_derivation", "role": "forward_navigation", "target_type": "section", "target_file": "appendix_dual_horizon.tex", "target_line": 409, "logical_support": false, "context": "ly satisfies. The additivity once carried as PS-C3 splits in two: its \\emph{within-frame} content is \\emph{proved} in \\S\\ref{subsec:appC_born_additivity_derivation} (Thm.~\\ref{theorem:appC_orthogonal_additivity}) from observer-token disjointness, while its cross-frame content---non-c" }, { "label": "subsec:appC_born_axioms", "role": "forward_navigation", "target_type": "section", "target_file": "appendix_dual_horizon.tex", "target_line": 572, "logical_support": false, "context": "tructure] \\label{remark:appC_born_rule_dependency} This derivation proceeds from the coherence constraints PS-C1--C5 (\\S\\ref{subsec:appC_born_axioms}) to Gleason's hypotheses, and thence to the Born Rule. The structural constraints PS-C1, PS-C2, PS-C4, PS-C5 are conseq" }, { "label": "theorem:appC_orthogonal_additivity", "role": "forward_teaser", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 504, "logical_support": false, "context": "splits in two: its \\emph{within-frame} content is \\emph{proved} in \\S\\ref{subsec:appC_born_additivity_derivation} (Thm.~\\ref{theorem:appC_orthogonal_additivity}) from observer-token disjointness, while its cross-frame content---non-contextuality---is isolated and posited as PS-C3" } ], "depends_on": [ "definition:bk1_bounded_observer" ], "role": "remark", "lean_alignment": { "record_ids": [ "REVIEW-001" ], "statuses": [ "conditional" ], "witnesses": [], "countermodels": [], "conditions": [ "The remark correctly exposes PS-C3-prime, but its broader assertion that the other PS-C constraints follow from bounded observation is a human mathematical claim not certified by the current Lean companion." ], "notes": [ "The remark correctly exposes PS-C3-prime, but its broader assertion that the other PS-C constraints follow from bounded observation is a human mathematical claim not certified by the current Lean companion." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "sec:appC_born_preamble", "type": "section", "subtype": "subsection", "label": "sec:appC_born_preamble", "name": "Preamble", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 331, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_bounded_observer", "definition:bk6_symbolic_curvature_tensor" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": false, "context": "" }, { "label": "definition:bk6_symbolic_curvature_tensor", "role": "navigation", "target_type": "definition", "target_file": "book6.tex", "target_line": 16, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk6_symbolic_curvature_tensor" ], "role": "section" }, { "id": "subsec:appC_born_observer_structures", "type": "section", "subtype": "subsection", "label": "subsec:appC_born_observer_structures", "name": "Observer Data Structures in the Quantum Regime", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 340, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_bounded_observer" ], "cited_by": [ "scholium:bk4_emergence_of_classical_calculus" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_bounded_observer" ], "role": "section" }, { "id": "definition:appC_frame_space", "type": "definition", "label": "definition:appC_frame_space", "name": "Frame space of $\\Obs$", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 350, "latex_body": "\\begin{definition}[Frame space of $\\Obs$]\n\\label{definition:appC_frame_space}\nFor a bounded observer $\\Obs$ (cf.~\\ref{definition:bk4_bounded_observer}), define\n\\[\nF_{Obs} \\subseteq Proj(\\Horizon)\n\\]\nas the \\emph{frame space}: the maximal set of mutually orthogonal projections\nwhose outcomes are classically discernible given the observer’s resolution threshold\n$\\epsilon_{\\Obs}$.\n\\end{definition}", "macros_used": [ "Horizon", "Obs" ], "refs": [ "definition:bk4_bounded_observer" ], "cites": [ "definition:bk4_bounded_observer" ], "cited_by": [ "definition:appC_observer_token_space" ], "ref_roles": [ { "label": "definition:bk4_bounded_observer", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 427, "logical_support": true, "context": "\\begin{definition}[Frame space of $\\Obs$] \\label{definition:appC_frame_space} For a bounded observer $\\Obs$ (cf.~\\ref{definition:bk4_bounded_observer}), define \\[ F_{Obs} \\subseteq Proj(\\Horizon) \\] as the \\emph{frame space}: the maximal set of mutually orthogonal proje" } ], "depends_on": [ "definition:bk4_bounded_observer" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:appC_coherence_functional", "type": "definition", "label": "definition:appC_coherence_functional", "name": "Coherence functional", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 361, "latex_body": "\\begin{definition}[Coherence functional]\n\\label{definition:appC_coherence_functional}\nFor a Bounded Observer $\\Obs$ (cf.~\\ref{definition:bk1_bounded_observer}), the \\emph{coherence assignment functional} is\n\\[\n\\mathcal{C}_{Obs}: Proj(\\Horizon) \\times \\Horizon \\to [0,1], \\quad\n(\\Pi, \\psi) \\mapsto \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi),\n\\]\nwhere $\\tilde\\psi_{\\Obs}$ is the observer’s internal (fuzzy) representation\nof the external state $\\psi \\in \\Horizon$.\n\\end{definition}", "macros_used": [ "Horizon", "Obs" ], "refs": [ "definition:bk1_bounded_observer" ], "cites": [ "definition:bk1_bounded_observer" ], "cited_by": [ "axiom:appC_psc1", "axiom:appC_psc2", "axiom:appC_psc3", "axiom:appC_psc4", "axiom:appC_psc5", "definition:appC_observer_coherence_budget", "subsec:appC_born_axioms" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "begin{definition}[Coherence functional] \\label{definition:appC_coherence_functional} For a Bounded Observer $\\Obs$ (cf.~\\ref{definition:bk1_bounded_observer}), the \\emph{coherence assignment functional} is \\[ \\mathcal{C}_{Obs}: Proj(\\Horizon) \\times \\Horizon \\to [0,1], \\quad (" } ], "depends_on": [ "definition:bk1_bounded_observer" ], "role": "definition", "proof_status": "definitional" }, { "id": "remark:appC_observer_lowering_boundary", "type": "remark", "label": "remark:appC_observer_lowering_boundary", "name": "Formal correspondence at the observer boundary", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 372, "latex_body": "\\begin{remark}[Formal correspondence at the observer boundary]\n\\label{remark:appC_observer_lowering_boundary}\nThe machine-checked companion supplies two complementary Gleason-facing\nhalf-bridges, separated by an observer boundary. In the source-to-readout direction,\na normalized pure-state vector determines its Hermitian rank-one density and lowers\nthrough a fixed observer kernel to a Born-compatible resolved readout. In the\nreadout-to-representation direction, explicitly certified conjugate-linear, linear,\nand Hermitian cross laws construct a sesquilinear representation of the available\nvalues. The second construction represents the readout; it is not an inverse that\nrecovers the originating vector or process state.\n\nThe seam is genuinely lossy. Global phase is forgotten, so distinct normalized\nvectors can yield the same density and the same fixed-kernel observer record.\nExplicit counterexamples further show that arbitrary coherent frame readouts and\narbitrary normalized resolution records need not determine an upstream Hermitian\nstate. Finite partial trace provides another exact lowering: it preserves trace and\nall represented local-observer expectations while discarding access to the full joint\noperator.\n\nTemporal direction is already present in the companion's Cost of Cacophony backbone.\nSimultaneous finite-support compression obeys the certified norm-fracture bounds, and\nthe diagonal witness has a strictly positive representability gap. A staged path is\ninstead accounted for as an ordered sum of per-step displacements; its transport cost\nis paid by free-energy decrease in the certified JKO step. Under the stated\nsummability, completeness, or Lyapunov-descent premises, those directed stages\nconverge. Thus time is not merely a metaphor here: it is the parameter by which one\nsimultaneous obstruction is re-expressed as sequential transport with an explicit cost\nand convergence contract.\n\nWhat remains functionally interpretive is the physical specialization: mapping quantum decoherence\nand noise as the continued unfolding of this general directed cost-and-loss geometry.\nThe exact temporal transport results, exact partial-trace reduction, and exact\nphase-collision boundary ground that operational, testable reading without collapsing the mapped domains into one another.\nThis status distinction neither rejects the human mathematical argument under\nPS--C1--PS--C6 nor reduces its observer interpretation to the finite Lean model.\n\\end{remark}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "depends_on": [], "role": "remark", "lean_alignment": { "record_ids": [ "C-COMPRESSION-13", "C-CONVERGENCE-15", "C-STAGING-14", "Q-DECOHERENCE-12", "Q-FRAME-03", "Q-HERMITIAN-05", "Q-LOWER-01", "Q-PARTIAL-11", "Q-PHASE-02", "Q-RESOLVE-04" ], "statuses": [ "conditional", "constructed", "exact", "interpretive", "refuted" ], "witnesses": [ "Book4QuantumMeasurement.jointExpectation_local_eq_reduced", "Book4QuantumMeasurement.trace_partialTraceEnvironment", "Book5.axisCostOn_le_card_rpow_mul_lpCostOn", "Book5.diagonalDecoherence_formula", "Book5.diagonalDecoherence_pos", "Book5.lpCostOn_le_axisCostOn", "Book7QuantumGleason.completeFrameCoherence_does_not_supply_hermitian_certificate", "Book7QuantumGleason.hermitian_reconstruction_from_certificate", "Book7QuantumGleason.pureStateDensity_globalPhase", "Book7QuantumGleason.pureStateDensity_isHermitian", "Book7QuantumGleason.pureStateToResolution_globalPhase", "Book7QuantumGleason.pureStateToResolution_reducedState_isHermitian", "Book7QuantumGleason.pureState_forward_chain", "Book7QuantumGleason.pureState_lowering_not_injective", "Book7QuantumGleason.quantumResolution_does_not_force_reducedState_isHermitian", "Book7QuantumGleason.quantumResolution_to_hermitian_certificate", "Book7QuantumGleason.quantumResolution_without_matrixHermiticity_does_not_supply_certificate", "ScholiumA.ChainedApprox.cauchySeq", "ScholiumA.ChainedApprox.exists_limit_with_tail_bound", "ScholiumA.chainedApprox_telescope", "ScholiumD.jko_step_freeEnergy_le", "ScholiumD.jko_step_transport_cost_le_energy_drop", "cauchy_forcing_completion" ], "countermodels": [ "Book7QuantumGleason.completeFrameCoherence_does_not_supply_hermitian_certificate", "Book7QuantumGleason.quantumResolution_does_not_force_reducedState_isHermitian", "Book7QuantumGleason.quantumResolution_without_matrixHermiticity_does_not_supply_certificate" ], "conditions": [ "Explicit conjugate-linear/linear Hermitian cross laws, or a retained reduced-state matrix certified Hermitian.", "Summable per-step displacement bounds and completeness, or a nonnegative potential with positive linear descent control." ], "notes": [ "Convergence is certified under explicit preservation/descent contracts, not inferred from staging alone.", "First of two complementary Gleason-facing half-bridges. The construction is forward and preserves upstream Hermiticity without strengthening the observer certificate.", "Second complementary Gleason-facing half-bridge. It represents the certified observer-level values and is not an inverse recovering the originating source.", "The failure is information loss across the observer boundary, not a missing certificate field.", "The implication is formally false, not awaiting proof.", "The physical quantum specialization is functionally interpretive: an operational, testable map rather than a kernel identity. The general temporal cost-and-transport arrow, partial-trace reduction, and phase-collision boundary are exact or explicitly conditional.", "This is an exact reduction/regrouping theorem, not a certified temporal channel or distinguishability monotonicity law.", "This is the Cost of Cacophony-facing geometric obstruction: compression regime and support geometry determine a certified cost boundary.", "This is the proved non-injectivity of observer lowering.", "Time supplies an ordered transport coordinate with explicit accumulated cost; this is not merely literary temporal language." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "subsec:appC_born_additivity_derivation", "type": "section", "subtype": "subsection", "label": "subsec:appC_born_additivity_derivation", "name": "Interpretive-Budget Additivity from Bounded Discernibility", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 409, "latex_body": "", "macros_used": [], "cites": [ "axiom:appC_psc3prime" ], "cited_by": [ "remark:appC_born_rule_dependency", "subsec:appC_born_axioms" ], "forward_refs": [ "axiom:appC_psc3prime" ], "forward_ref_roles": [ { "label": "axiom:appC_psc3prime", "role": "navigation", "target_type": "axiom", "target_line": 528, "line_distance": 119, "context": "" } ], "ref_roles": [ { "label": "axiom:appC_psc3prime", "role": "forward_navigation", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 528, "logical_support": false, "context": "" } ], "depends_on": [], "role": "section" }, { "id": "assumption:appC_bounded_discernibility", "type": "assumption", "label": "assumption:appC_bounded_discernibility", "name": "Bounded discernibility", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 424, "latex_body": "\\begin{assumption}[Bounded discernibility]\n\\label{assumption:appC_bounded_discernibility}\nA single resolved observer token is assigned to at most one of any two mutually\northogonal (hence mutually exclusive) outcome subspaces: orthogonal resolved outcomes\nreceive distinct tokens. This is the content later codified, at the resolution scale,\nas PS--C5 (Ax.~\\ref{axiom:appC_psc5}).\n\\end{assumption}", "macros_used": [], "refs": [ "axiom:appC_psc5" ], "cites": [ "axiom:appC_psc5" ], "cited_by": [ "proof:appC_orthogonal_token_separation" ], "forward_refs": [ "axiom:appC_psc5" ], "forward_ref_roles": [ { "label": "axiom:appC_psc5", "role": "teaser", "target_type": "axiom", "target_line": 620, "line_distance": 196, "context": "resolved outcomes receive distinct tokens. This is the content later codified, at the resolution scale, as PS--C5 (Ax.~\\ref{axiom:appC_psc5}). \\end{assumption}" } ], "ref_roles": [ { "label": "axiom:appC_psc5", "role": "forward_teaser", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 620, "logical_support": false, "context": "resolved outcomes receive distinct tokens. This is the content later codified, at the resolution scale, as PS--C5 (Ax.~\\ref{axiom:appC_psc5}). \\end{assumption}" } ], "depends_on": [], "role": "assumption", "proof_status": "definitional" }, { "id": "definition:appC_observer_token_space", "type": "definition", "label": "definition:appC_observer_token_space", "name": "Observer token space for a projective frame", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 432, "latex_body": "\\begin{definition}[Observer token space for a projective frame]\n\\label{definition:appC_observer_token_space}\nLet $\\dim\\Horizon < \\infty$ and let\n\\[\n\\mathfrak{F} = \\{\\Pi_i\\}_{i=1}^{n} \\subseteq Proj(\\Horizon),\n\\qquad \\Pi_i \\Pi_j = 0\\ (i \\neq j),\\qquad \\sum_i \\Pi_i = \\mathbbm{1},\n\\]\nbe a complete orthogonal frame discernible to the Bounded Observer $\\Obs$\n(cf.~\\ref{definition:appC_frame_space}). Let $\\mathcal{T}_\\Obs(\\mathfrak{F})$ denote\nthe finite set of \\emph{observer-resolvable outcome tokens} produced when $\\Obs$\napplies its collapse/refinement map (the observer-context realization of $R_\\lambda$,\ncf.~\\ref{subsec:appC_born_interpretation_ps}) to $\\mathfrak{F}$. For any projector\n$\\Pi$ obtained by coarse-graining elements of $\\mathfrak{F}$, set\n\\[\nT_\\Obs(\\Pi) := \\{\\, t \\in \\mathcal{T}_\\Obs(\\mathfrak{F}) :\n\\text{the outcome resolved by } t \\text{ lies in } \\operatorname{im}(\\Pi) \\,\\}.\n\\]\n\\end{definition}", "macros_used": [ "Horizon", "Obs" ], "refs": [ "definition:appC_frame_space", "subsec:appC_born_interpretation_ps" ], "cites": [ "definition:appC_frame_space", "subsec:appC_born_interpretation_ps" ], "cited_by": [], "forward_refs": [ "subsec:appC_born_interpretation_ps" ], "forward_ref_roles": [ { "label": "subsec:appC_born_interpretation_ps", "role": "navigation", "target_type": "section", "target_line": 803, "line_distance": 371, "context": "tokens} produced when $\\Obs$ applies its collapse/refinement map (the observer-context realization of $R_\\lambda$, cf.~\\ref{subsec:appC_born_interpretation_ps}) to $\\mathfrak{F}$. For any projector $\\Pi$ obtained by coarse-graining elements of $\\mathfrak{F}$, set \\[ T_\\Obs(\\Pi)" } ], "ref_roles": [ { "label": "definition:appC_frame_space", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 350, "logical_support": true, "context": "j),\\qquad \\sum_i \\Pi_i = \\mathbbm{1}, \\] be a complete orthogonal frame discernible to the Bounded Observer $\\Obs$ (cf.~\\ref{definition:appC_frame_space}). Let $\\mathcal{T}_\\Obs(\\mathfrak{F})$ denote the finite set of \\emph{observer-resolvable outcome tokens} produced when" }, { "label": "subsec:appC_born_interpretation_ps", "role": "forward_navigation", "target_type": "section", "target_file": "appendix_dual_horizon.tex", "target_line": 803, "logical_support": false, "context": "tokens} produced when $\\Obs$ applies its collapse/refinement map (the observer-context realization of $R_\\lambda$, cf.~\\ref{subsec:appC_born_interpretation_ps}) to $\\mathfrak{F}$. For any projector $\\Pi$ obtained by coarse-graining elements of $\\mathfrak{F}$, set \\[ T_\\Obs(\\Pi)" } ], "depends_on": [ "definition:appC_frame_space" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:appC_observer_coherence_budget", "type": "definition", "label": "definition:appC_observer_coherence_budget", "name": "Observer coherence budget", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 451, "latex_body": "\\begin{definition}[Observer coherence budget]\n\\label{definition:appC_observer_coherence_budget}\nA Bounded Observer $\\Obs$ in state $\\tilde\\psi_{\\Obs}$ carries a finite\n\\emph{coherence budget}\n\\[\n\\mu_{\\Obs,\\tilde\\psi} : \\mathcal{P}\\big(\\mathcal{T}_\\Obs(\\mathfrak{F})\\big) \\to [0,1],\n\\qquad\n\\mu_{\\Obs,\\tilde\\psi}(\\varnothing) = 0,\\quad\n\\mu_{\\Obs,\\tilde\\psi}\\big(\\mathcal{T}_\\Obs(\\mathfrak{F})\\big) = 1,\n\\]\nwhich is finitely additive on disjoint token sets:\n$A \\cap B = \\varnothing \\Rightarrow\n\\mu_{\\Obs,\\tilde\\psi}(A \\sqcup B) = \\mu_{\\Obs,\\tilde\\psi}(A) + \\mu_{\\Obs,\\tilde\\psi}(B)$.\nThis is not a quantum-probability axiom but finite symbolic-budget conservation:\ndisjoint resolved tokens cannot consume the same bounded interpretive resource twice.\nThe coherence functional (cf.~\\ref{definition:appC_coherence_functional}) admits the\ntoken-budget representation\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi) = \\mu_{\\Obs,\\tilde\\psi}\\big(T_\\Obs(\\Pi)\\big).\n\\]\n\\end{definition}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_coherence_functional" ], "cites": [ "definition:appC_coherence_functional" ], "cited_by": [ "assumption:appC_emergence_domination", "proof:appC_orthogonal_additivity", "proof:appC_psc3", "remark:appC_born_honest_reduction" ], "ref_roles": [ { "label": "definition:appC_coherence_functional", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 361, "logical_support": true, "context": "on: disjoint resolved tokens cannot consume the same bounded interpretive resource twice. The coherence functional (cf.~\\ref{definition:appC_coherence_functional}) admits the token-budget representation \\[ \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi) = \\mu_{\\Obs,\\tilde\\psi}\\big(T_\\Ob" } ], "depends_on": [ "definition:appC_coherence_functional" ], "role": "definition", "proof_status": "definitional" }, { "id": "lemma:appC_orthogonal_token_separation", "type": "lemma", "label": "lemma:appC_orthogonal_token_separation", "name": "Orthogonal token separation", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 473, "latex_body": "\\begin{lemma}[Orthogonal token separation]\n\\label{lemma:appC_orthogonal_token_separation}\nIf $\\Pi\\,\\Xi = 0$ then $T_\\Obs(\\Pi) \\cap T_\\Obs(\\Xi) = \\varnothing$.\n\\end{lemma}", "macros_used": [ "Obs" ], "refs": [], "cites": [], "cited_by": [ "proof:appC_coarse_graining_tokens", "remark:appC_born_honest_reduction" ], "proof_labels": [ "proof:appC_orthogonal_token_separation" ], "depends_on": [ "assumption:appC_bounded_discernibility" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-005" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.orthogonal_token_separation" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Tokens resolving to distinct indices are disjoint, proved directly from the resolving-function model rather than from an operator-orthogonality hypothesis." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_orthogonal_token_separation", "type": "proof", "label": "proof:appC_orthogonal_token_separation", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 478, "latex_body": "\\begin{proof}\n\\label{proof:appC_orthogonal_token_separation}\nOrthogonality gives $\\operatorname{im}(\\Pi) \\cap \\operatorname{im}(\\Xi) = \\{0\\}$.\nWere a token $t$ to lie in both $T_\\Obs(\\Pi)$ and $T_\\Obs(\\Xi)$, the single outcome\nresolved by $t$ would simultaneously be a $\\Pi$-outcome and an $\\Xi$-outcome,\ni.e.\\ the observer would assign one resolved token to two mutually orthogonal\n(hence mutually exclusive) subspaces. This violates bounded discernibility\n(Assumption~\\ref{assumption:appC_bounded_discernibility}). Hence the token sets are disjoint.\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [ "assumption:appC_bounded_discernibility" ], "proves": "lemma:appC_orthogonal_token_separation", "cites": [ "assumption:appC_bounded_discernibility" ], "cited_by": [], "ref_roles": [ { "label": "assumption:appC_bounded_discernibility", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_dual_horizon.tex", "target_line": 424, "logical_support": true, "context": "token to two mutually orthogonal (hence mutually exclusive) subspaces. This violates bounded discernibility (Assumption~\\ref{assumption:appC_bounded_discernibility}). Hence the token sets are disjoint. \\end{proof}" } ], "depends_on": [ "assumption:appC_bounded_discernibility" ], "role": "proof" }, { "id": "lemma:appC_coarse_graining_tokens", "type": "lemma", "label": "lemma:appC_coarse_graining_tokens", "name": "Coarse-graining of orthogonal tokens", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 488, "latex_body": "\\begin{lemma}[Coarse-graining of orthogonal tokens]\n\\label{lemma:appC_coarse_graining_tokens}\nIf $\\Pi_i \\Pi_j = 0$ for $i \\neq j$, then\n$T_\\Obs\\!\\big(\\sum_i \\Pi_i\\big) = \\bigsqcup_i T_\\Obs(\\Pi_i)$.\n\\end{lemma}", "macros_used": [ "Obs" ], "refs": [], "cites": [], "cited_by": [ "proof:appC_orthogonal_additivity", "remark:appC_born_honest_reduction" ], "proof_labels": [ "proof:appC_coarse_graining_tokens" ], "depends_on": [ "lemma:appC_orthogonal_token_separation" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-006" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.tokensOfSet_eq_biUnion" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Coarse-graining a set of frame indices resolves to exactly the Finset.biUnion of the individual token sets." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_coarse_graining_tokens", "type": "proof", "label": "proof:appC_coarse_graining_tokens", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 494, "latex_body": "\\begin{proof}\n\\label{proof:appC_coarse_graining_tokens}\nThe projector $\\sum_i \\Pi_i$ encodes the coarse-grained question\n``did the resolved outcome fall in $\\bigcup_i \\operatorname{im}(\\Pi_i)$?'' A token\nanswers affirmatively exactly when it lies in some $T_\\Obs(\\Pi_i)$, so\n$T_\\Obs(\\sum_i \\Pi_i) = \\bigcup_i T_\\Obs(\\Pi_i)$. By\nLemma~\\ref{lemma:appC_orthogonal_token_separation} the $T_\\Obs(\\Pi_i)$ are pairwise\ndisjoint, so the union is disjoint.\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [ "lemma:appC_orthogonal_token_separation" ], "proves": "lemma:appC_coarse_graining_tokens", "cites": [ "lemma:appC_orthogonal_token_separation" ], "cited_by": [], "ref_roles": [ { "label": "lemma:appC_orthogonal_token_separation", "role": "proof_support", "target_type": "lemma", "target_file": "appendix_dual_horizon.tex", "target_line": 473, "logical_support": true, "context": "firmatively exactly when it lies in some $T_\\Obs(\\Pi_i)$, so $T_\\Obs(\\sum_i \\Pi_i) = \\bigcup_i T_\\Obs(\\Pi_i)$. By Lemma~\\ref{lemma:appC_orthogonal_token_separation} the $T_\\Obs(\\Pi_i)$ are pairwise disjoint, so the union is disjoint. \\end{proof}" } ], "depends_on": [ "lemma:appC_orthogonal_token_separation" ], "role": "proof" }, { "id": "theorem:appC_orthogonal_additivity", "type": "theorem", "label": "theorem:appC_orthogonal_additivity", "name": "Orthogonal additivity from bounded discernibility", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 504, "latex_body": "\\begin{theorem}[Orthogonal additivity from bounded discernibility]\n\\label{theorem:appC_orthogonal_additivity}\nLet $\\Obs$ be a Bounded Observer with finite coherence budget\n$\\mu_{\\Obs,\\tilde\\psi}$. For any finite mutually orthogonal family\n$\\{\\Pi_i\\}_{i=1}^n \\subseteq Proj(\\Horizon)$,\n\\[\n\\mathcal{C}_{\\Obs}\\!\\Big(\\tilde\\psi_{\\Obs}, \\sum_i \\Pi_i\\Big)\n= \\sum_i \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi_i).\n\\]\n\\end{theorem}", "macros_used": [ "Horizon", "Obs" ], "refs": [], "cites": [], "cited_by": [ "lemma:appC_sigma_additivity", "proof:appC_psc3", "proof:appC_sigma_additivity", "remark:appC_born_honest_reduction", "remark:appC_born_rule_dependency" ], "proof_labels": [ "proof:appC_orthogonal_additivity" ], "depends_on": [ "definition:appC_observer_coherence_budget", "lemma:appC_coarse_graining_tokens" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-008" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.mu_biUnion_eq_sum", "AppendixDH.orthogonal_additivity" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Binary additivity is extended by induction to any finite pairwise-disjoint indexed family, then combined with the token-resolution model to give additivity of mu over any finite orthogonal family." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_orthogonal_additivity", "type": "proof", "label": "proof:appC_orthogonal_additivity", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 515, "latex_body": "\\begin{proof}\n\\label{proof:appC_orthogonal_additivity}\nBy the token-budget representation (Def.~\\ref{definition:appC_observer_coherence_budget}),\n$\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\sum_i \\Pi_i)\n= \\mu_{\\Obs,\\tilde\\psi}\\big(T_\\Obs(\\sum_i \\Pi_i)\\big)$. By\nLemma~\\ref{lemma:appC_coarse_graining_tokens},\n$T_\\Obs(\\sum_i \\Pi_i) = \\bigsqcup_i T_\\Obs(\\Pi_i)$. Finite additivity of the budget\nover disjoint token sets gives\n$\\mu_{\\Obs,\\tilde\\psi}(\\bigsqcup_i T_\\Obs(\\Pi_i))\n= \\sum_i \\mu_{\\Obs,\\tilde\\psi}(T_\\Obs(\\Pi_i))$, and applying the representation once\nmore yields $\\sum_i \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi_i)$.\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_observer_coherence_budget", "lemma:appC_coarse_graining_tokens" ], "proves": "theorem:appC_orthogonal_additivity", "cites": [ "definition:appC_observer_coherence_budget", "lemma:appC_coarse_graining_tokens" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_observer_coherence_budget", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 451, "logical_support": true, "context": "\\begin{proof} \\label{proof:appC_orthogonal_additivity} By the token-budget representation (Def.~\\ref{definition:appC_observer_coherence_budget}), $\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\sum_i \\Pi_i) = \\mu_{\\Obs,\\tilde\\psi}\\big(T_\\Obs(\\sum_i \\Pi_i)\\big)$. By Lemma" }, { "label": "lemma:appC_coarse_graining_tokens", "role": "proof_support", "target_type": "lemma", "target_file": "appendix_dual_horizon.tex", "target_line": 488, "logical_support": true, "context": ", $\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\sum_i \\Pi_i) = \\mu_{\\Obs,\\tilde\\psi}\\big(T_\\Obs(\\sum_i \\Pi_i)\\big)$. By Lemma~\\ref{lemma:appC_coarse_graining_tokens}, $T_\\Obs(\\sum_i \\Pi_i) = \\bigsqcup_i T_\\Obs(\\Pi_i)$. Finite additivity of the budget over disjoint token sets gives $\\m" } ], "depends_on": [ "definition:appC_observer_coherence_budget", "lemma:appC_coarse_graining_tokens" ], "role": "proof" }, { "id": "axiom:appC_psc3prime", "type": "axiom", "label": "axiom:appC_psc3prime", "name": "PS--C3$'$ (Non-contextual token budget)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 528, "latex_body": "\\begin{axiom}[PS--C3$'$ (Non-contextual token budget)]\n\\label{axiom:appC_psc3prime}\nLet $\\mathfrak{F}, \\mathfrak{F}'$ be complete orthogonal frames discernible to $\\Obs$,\nand let $\\Pi \\in Proj(\\Horizon)$ be obtained by coarse-graining elements of\n$\\mathfrak{F}$ and also of $\\mathfrak{F}'$, with token realizations\n$T^{\\mathfrak{F}}_\\Obs(\\Pi)$ and $T^{\\mathfrak{F}'}_\\Obs(\\Pi)$. Then the budget\nassigns them equal measure,\n\\[\n\\mu_{\\Obs,\\tilde\\psi}\\big(T^{\\mathfrak{F}}_\\Obs(\\Pi)\\big)\n= \\mu_{\\Obs,\\tilde\\psi}\\big(T^{\\mathfrak{F}'}_\\Obs(\\Pi)\\big);\n\\]\nequivalently, $\\mathcal{C}_{\\Obs}(\\tilde\\psi_\\Obs,\\Pi)$ is well defined independently of\nthe complete frame within which $\\Obs$ poses the question $\\Pi$.\n\\end{axiom}", "macros_used": [ "Horizon", "Obs" ], "refs": [], "cites": [], "cited_by": [ "definition:bk7_contextuality_defect", "remark:appC_born_rule_dependency", "remark:appC_domination_open_route", "remark:bk7_pisu_status", "subsec:appC_born_additivity_derivation", "subsec:appC_born_axioms", "subsec:appC_conclusion_of_proof_by_elimination", "subsec:bk7_pisu_implications" ], "depends_on": [], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-049" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixCoherenceAxioms.bounded_budget_does_not_force_noncontextuality", "AppendixCoherenceAxioms.noncontextual_budget_frame_independent" ], "countermodels": [ "AppendixCoherenceAxioms.bounded_budget_does_not_force_noncontextuality" ], "conditions": [ "PS-C3-prime supplied as a cross-frame budget law", "PS-C5 supplied as a separated-orthogonal exclusivity law", "coherence values bounded in the unit interval" ], "notes": [ "Typed noncontextuality axiom: a budget satisfying NoncontextualAt gives equal values for the same question across frames. Countermodel confirms unit-interval boundedness does not derive frame independence, matching the source declaration that PS-C3-prime is posited." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "remark:appC_born_honest_reduction", "type": "remark", "label": "remark:appC_born_honest_reduction", "name": "What is proved, and what is posited", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 543, "latex_body": "\\begin{remark}[What is proved, and what is posited]\n\\label{remark:appC_born_honest_reduction}\nLemma~\\ref{lemma:appC_orthogonal_token_separation},\nLemma~\\ref{lemma:appC_coarse_graining_tokens}, and\nTheorem~\\ref{theorem:appC_orthogonal_additivity} establish additivity of the budget\n\\emph{within any single frame}; this is bookkeeping, derived from token disjointness.\nThe frame-independence of the representation\n$\\mathcal{C}_{\\Obs}(\\tilde\\psi_\\Obs,\\Pi) = \\mu_{\\Obs,\\tilde\\psi}(T_\\Obs(\\Pi))$ across\nframes -- PS--C3$'$ -- is the PS form of non-contextuality and is posited, not derived.\nThe Born derivation therefore reduces Gleason's additivity hypothesis to two\ningredients: finite-budget conservation on disjoint tokens\n(Def.~\\ref{definition:appC_observer_coherence_budget}, a bookkeeping principle) and\nnon-contextuality of the budget (PS--C3$'$, the physical content).\n\\end{remark}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_observer_coherence_budget", "lemma:appC_coarse_graining_tokens", "lemma:appC_orthogonal_token_separation", "theorem:appC_orthogonal_additivity" ], "cites": [ "definition:appC_observer_coherence_budget", "lemma:appC_coarse_graining_tokens", "lemma:appC_orthogonal_token_separation", "theorem:appC_orthogonal_additivity" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_observer_coherence_budget", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 451, "logical_support": true, "context": "erefore reduces Gleason's additivity hypothesis to two ingredients: finite-budget conservation on disjoint tokens (Def.~\\ref{definition:appC_observer_coherence_budget}, a bookkeeping principle) and non-contextuality of the budget (PS--C3$'$, the physical content). \\end{remark}" }, { "label": "lemma:appC_coarse_graining_tokens", "role": "formal_dependency", "target_type": "lemma", "target_file": "appendix_dual_horizon.tex", "target_line": 488, "logical_support": true, "context": "nd what is posited] \\label{remark:appC_born_honest_reduction} Lemma~\\ref{lemma:appC_orthogonal_token_separation}, Lemma~\\ref{lemma:appC_coarse_graining_tokens}, and Theorem~\\ref{theorem:appC_orthogonal_additivity} establish additivity of the budget \\emph{within any single frame}" }, { "label": "lemma:appC_orthogonal_token_separation", "role": "formal_dependency", "target_type": "lemma", "target_file": "appendix_dual_horizon.tex", "target_line": 473, "logical_support": true, "context": "\\begin{remark}[What is proved, and what is posited] \\label{remark:appC_born_honest_reduction} Lemma~\\ref{lemma:appC_orthogonal_token_separation}, Lemma~\\ref{lemma:appC_coarse_graining_tokens}, and Theorem~\\ref{theorem:appC_orthogonal_additivity} establish additivi" }, { "label": "theorem:appC_orthogonal_additivity", "role": "formal_dependency", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 504, "logical_support": true, "context": "duction} Lemma~\\ref{lemma:appC_orthogonal_token_separation}, Lemma~\\ref{lemma:appC_coarse_graining_tokens}, and Theorem~\\ref{theorem:appC_orthogonal_additivity} establish additivity of the budget \\emph{within any single frame}; this is bookkeeping, derived from token disjointness" } ], "depends_on": [ "definition:appC_observer_coherence_budget", "lemma:appC_coarse_graining_tokens", "lemma:appC_orthogonal_token_separation", "theorem:appC_orthogonal_additivity" ], "role": "remark" }, { "id": "remark:appC_psc3prime_open_route", "type": "remark", "label": "remark:appC_psc3prime_open_route", "name": "Open derivation route for PS--C3$'$", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 558, "latex_body": "\\begin{remark}[Open derivation route for PS--C3$'$]\n\\label{remark:appC_psc3prime_open_route}\nA future derivation could proceed through resolution-limited frame distinguishability\n(PS--C5, Ax.~\\ref{axiom:appC_psc5}): if two discernible frames agree on $\\Pi$ up to the\nobserver threshold $\\epsilon_\\Obs$, the budgets they assign $\\Pi$ must agree up to a\nmodulus controlled by $\\epsilon_\\Obs$, and a continuity-plus-density argument over the\nframe manifold -- connected for $\\dim\\Horizon \\ge 3$ -- might then force exact equality\nin the $\\epsilon_\\Obs \\to 0$ refinement limit. We record this as open. That\n$\\dim\\Horizon \\ge 3$ enters in the same place it enters Gleason's theorem\n(Thm.~\\ref{theorem:appC_born_rule}) is structural evidence the route is the right one;\nuntil it is completed, PS--C3$'$ stands as an axiom and the Born conclusion is\nconditional on it.\n\\end{remark}", "macros_used": [ "Horizon", "Obs" ], "refs": [ "axiom:appC_psc5", "theorem:appC_born_rule" ], "cites": [ "axiom:appC_psc5", "theorem:appC_born_rule" ], "cited_by": [], "forward_refs": [ "axiom:appC_psc5", "theorem:appC_born_rule" ], "forward_ref_roles": [ { "label": "axiom:appC_psc5", "role": "teaser", "target_type": "axiom", "target_line": 620, "line_distance": 62, "context": "sc3prime_open_route} A future derivation could proceed through resolution-limited frame distinguishability (PS--C5, Ax.~\\ref{axiom:appC_psc5}): if two discernible frames agree on $\\Pi$ up to the observer threshold $\\epsilon_\\Obs$, the budgets they assign $\\Pi$" }, { "label": "theorem:appC_born_rule", "role": "teaser", "target_type": "theorem", "target_line": 701, "line_distance": 143, "context": "ent limit. We record this as open. That $\\dim\\Horizon \\ge 3$ enters in the same place it enters Gleason's theorem (Thm.~\\ref{theorem:appC_born_rule}) is structural evidence the route is the right one; until it is completed, PS--C3$'$ stands as an axiom and the Born co" } ], "ref_roles": [ { "label": "axiom:appC_psc5", "role": "forward_teaser", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 620, "logical_support": false, "context": "sc3prime_open_route} A future derivation could proceed through resolution-limited frame distinguishability (PS--C5, Ax.~\\ref{axiom:appC_psc5}): if two discernible frames agree on $\\Pi$ up to the observer threshold $\\epsilon_\\Obs$, the budgets they assign $\\Pi$" }, { "label": "theorem:appC_born_rule", "role": "forward_teaser", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 701, "logical_support": false, "context": "ent limit. We record this as open. That $\\dim\\Horizon \\ge 3$ enters in the same place it enters Gleason's theorem (Thm.~\\ref{theorem:appC_born_rule}) is structural evidence the route is the right one; until it is completed, PS--C3$'$ stands as an axiom and the Born co" } ], "depends_on": [], "role": "remark", "lean_alignment": { "record_ids": [ "REVIEW-002" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book7QuantumGleason.completeFrameCoherence_does_not_supply_hermitian_certificate" ], "countermodels": [], "conditions": [], "notes": [ "The existing continuity-plus-density route is explicitly speculative and distinct from the now-refuted direct frame-readout lift; later editing should keep those two boundaries separate." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "subsec:appC_born_axioms", "type": "section", "subtype": "subsection", "label": "subsec:appC_born_axioms", "name": "Coherence Axioms (PS–C)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 572, "latex_body": "", "macros_used": [], "cites": [ "axiom:appC_psc3prime", "definition:appC_coherence_functional", "subsec:appC_born_additivity_derivation" ], "cited_by": [ "remark:appC_born_rule_dependency" ], "ref_roles": [ { "label": "axiom:appC_psc3prime", "role": "navigation", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 528, "logical_support": false, "context": "" }, { "label": "definition:appC_coherence_functional", "role": "navigation", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 361, "logical_support": false, "context": "" }, { "label": "subsec:appC_born_additivity_derivation", "role": "navigation", "target_type": "section", "target_file": "appendix_dual_horizon.tex", "target_line": 409, "logical_support": false, "context": "" } ], "depends_on": [ "axiom:appC_psc3prime", "definition:appC_coherence_functional" ], "role": "section" }, { "id": "axiom:appC_psc1", "type": "axiom", "label": "axiom:appC_psc1", "name": "PS--C1 (Boundedness)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 580, "latex_body": "\\begin{axiom}[PS--C1 (Boundedness)]\n\\label{axiom:appC_psc1}\n$0 \\leq \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi) \\leq 1$ \\quad (cf.~\\ref{definition:appC_coherence_functional})\n\\end{axiom}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_coherence_functional" ], "cites": [ "definition:appC_coherence_functional" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_coherence_functional", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 361, "logical_support": true, "context": "om}[PS--C1 (Boundedness)] \\label{axiom:appC_psc1} $0 \\leq \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi) \\leq 1$ \\quad (cf.~\\ref{definition:appC_coherence_functional}) \\end{axiom}" } ], "depends_on": [ "definition:appC_coherence_functional" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-009" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.mu_le_one" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Boundedness is derived as a theorem from mu_nonneg plus finite additivity (mu(full) = mu(A) + mu(full\\A) >= mu(A)), rather than postulated as a separate axiom." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "axiom:appC_psc2", "type": "axiom", "label": "axiom:appC_psc2", "name": "PS--C2 (Unitary covariance)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 585, "latex_body": "\\begin{axiom}[PS--C2 (Unitary covariance)]\n\\label{axiom:appC_psc2}\n$\\mathcal{C}_{\\Obs}(U \\tilde\\psi_{\\Obs}, U \\Pi U^\\dagger)\n= \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi)$ \\quad (cf.~\\ref{definition:appC_coherence_functional})\n\\end{axiom}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_coherence_functional" ], "cites": [ "definition:appC_coherence_functional" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_coherence_functional", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 361, "logical_support": true, "context": "sc2} $\\mathcal{C}_{\\Obs}(U \\tilde\\psi_{\\Obs}, U \\Pi U^\\dagger) = \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi)$ \\quad (cf.~\\ref{definition:appC_coherence_functional}) \\end{axiom}" } ], "depends_on": [ "definition:appC_coherence_functional" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-042" ], "statuses": [ "exact" ], "witnesses": [ "Born.psc2_unitary_covariance" ], "countermodels": [], "conditions": [ "Gleason-type uniqueness (axioms force the Born form in d>=3) and PS-C5 stay open; only the forward direction Born => axioms is certified", "continuum charge/action integrals stay open; the discrete conservation mechanism is certified" ], "notes": [ "The Born coherence form satisfies unitary covariance; forward direction of the Born rule." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "axiom:appC_psc3", "type": "corollary", "label": "axiom:appC_psc3", "name": "PS--C3 (Conservation of interpretive budget)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 591, "latex_body": "\\begin{corollary}[PS--C3 (Conservation of interpretive budget)]\n\\label{axiom:appC_psc3}\nFor any complete orthogonal decomposition $\\{\\Pi_i\\}$ of $\\mathbbm{1}$ (cf.~\\ref{definition:appC_coherence_functional}):\n\\[\n\\sum_i \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi_i) = 1.\n\\]\n\\end{corollary}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_coherence_functional" ], "cites": [ "definition:appC_coherence_functional" ], "cited_by": [ "lemma:appC_sigma_additivity", "proof:appC_sigma_additivity" ], "proof_labels": [ "proof:appC_psc3" ], "ref_roles": [ { "label": "definition:appC_coherence_functional", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 361, "logical_support": true, "context": "terpretive budget)] \\label{axiom:appC_psc3} For any complete orthogonal decomposition $\\{\\Pi_i\\}$ of $\\mathbbm{1}$ (cf.~\\ref{definition:appC_coherence_functional}): \\[ \\sum_i \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi_i) = 1. \\] \\end{corollary}" } ], "depends_on": [ "definition:appC_coherence_functional", "definition:appC_observer_coherence_budget", "theorem:appC_orthogonal_additivity" ], "role": "corollary", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-010" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixDH.mu_conservation" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Conservation (sum over all frame indices = 1) is derived given the added hypothesis that the frame's coarse-graining of every index covers the full admissible token set (tokensOfSet Finset.univ = full); this hypothesis is implicit-by-construction in the source's discernible complete frame but must be stated explicitly here." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_psc3", "type": "proof", "label": "proof:appC_psc3", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 599, "latex_body": "\\begin{proof}\n\\label{proof:appC_psc3}\nApply Theorem~\\ref{theorem:appC_orthogonal_additivity} to the complete frame\n$\\sum_i \\Pi_i = \\mathbbm{1}$:\n$\\sum_i \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi_i)\n= \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\mathbbm{1})\n= \\mu_{\\Obs,\\tilde\\psi}\\big(T_\\Obs(\\mathbbm{1})\\big)\n= \\mu_{\\Obs,\\tilde\\psi}\\big(\\mathcal{T}_\\Obs(\\mathfrak{F})\\big) = 1$,\nusing the token-budget representation\n(Def.~\\ref{definition:appC_observer_coherence_budget}) and the normalization\n$\\mu_{\\Obs,\\tilde\\psi}(\\mathcal{T}_\\Obs(\\mathfrak{F})) = 1$.\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_observer_coherence_budget", "theorem:appC_orthogonal_additivity" ], "proves": "axiom:appC_psc3", "cites": [ "definition:appC_observer_coherence_budget", "theorem:appC_orthogonal_additivity" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_observer_coherence_budget", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 451, "logical_support": true, "context": "\\big) = \\mu_{\\Obs,\\tilde\\psi}\\big(\\mathcal{T}_\\Obs(\\mathfrak{F})\\big) = 1$, using the token-budget representation (Def.~\\ref{definition:appC_observer_coherence_budget}) and the normalization $\\mu_{\\Obs,\\tilde\\psi}(\\mathcal{T}_\\Obs(\\mathfrak{F})) = 1$. \\end{proof}" }, { "label": "theorem:appC_orthogonal_additivity", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 504, "logical_support": true, "context": "\\begin{proof} \\label{proof:appC_psc3} Apply Theorem~\\ref{theorem:appC_orthogonal_additivity} to the complete frame $\\sum_i \\Pi_i = \\mathbbm{1}$: $\\sum_i \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi_i) = \\mathcal{C}_" } ], "depends_on": [ "definition:appC_observer_coherence_budget", "theorem:appC_orthogonal_additivity" ], "role": "proof" }, { "id": "axiom:appC_psc4", "type": "axiom", "label": "axiom:appC_psc4", "name": "PS--C4 (Ray invariance)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 612, "latex_body": "\\begin{axiom}[PS--C4 (Ray invariance)]\n\\label{axiom:appC_psc4}\n$\\mathcal{C}_{\\Obs}(e^{i\\theta} \\tilde\\psi_{\\Obs}, \\Pi)\n= \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi)$ \\quad (cf.~\\ref{definition:appC_coherence_functional}).\nThe corresponding complex homogeneity is phase-faithful: amplitudes scale through\n$\\overline a a=|a|^2$, not through the real shadow $a^2$.\n\\end{axiom}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_coherence_functional" ], "cites": [ "definition:appC_coherence_functional" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_coherence_functional", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 361, "logical_support": true, "context": "_psc4} $\\mathcal{C}_{\\Obs}(e^{i\\theta} \\tilde\\psi_{\\Obs}, \\Pi) = \\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi)$ \\quad (cf.~\\ref{definition:appC_coherence_functional}). The corresponding complex homogeneity is phase-faithful: amplitudes scale through $\\overline a a=|a|^2$, not through" } ], "depends_on": [ "definition:appC_coherence_functional" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-044", "Q-COMPLEX-06" ], "statuses": [ "exact" ], "witnesses": [ "Book7QuantumGleason.complex_phase_refutes_real_degreeTwo", "Book7QuantumGleason.vectorExpectation_globalPhase", "Book7QuantumGleason.vectorExpectation_smul", "Born.psc4_ray_invariance" ], "countermodels": [], "conditions": [ "Gleason-type uniqueness (axioms force the Born form in d>=3) and PS-C5 stay open; only the forward direction Born => axioms is certified", "continuum charge/action integrals stay open; the discrete conservation mechanism is certified" ], "notes": [ "The Born form is phase-invariant (ray invariance).", "The exact kernel supports the phase-faithful correction without certifying the PS axiom as derived." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "axiom:appC_psc5", "type": "axiom", "label": "axiom:appC_psc5", "name": "PS--C5 (Resolution-limited distinguishability)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 620, "latex_body": "\\begin{axiom}[PS--C5 (Resolution-limited distinguishability)]\n\\label{axiom:appC_psc5}\nIf $\\Pi_1 \\perp \\Pi_2$ and $\\| \\Pi_1 - \\Pi_2 \\| > \\epsilon_{\\Obs}$,\nthen both coherence values cannot equal 1 for the same pure state (cf.~\\ref{definition:appC_coherence_functional}).\n\\end{axiom}", "macros_used": [ "Obs" ], "refs": [ "definition:appC_coherence_functional" ], "cites": [ "definition:appC_coherence_functional" ], "cited_by": [ "assumption:appC_bounded_discernibility", "remark:appC_psc3prime_open_route" ], "ref_roles": [ { "label": "definition:appC_coherence_functional", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 361, "logical_support": true, "context": "_2$ and $\\| \\Pi_1 - \\Pi_2 \\| > \\epsilon_{\\Obs}$, then both coherence values cannot equal 1 for the same pure state (cf.~\\ref{definition:appC_coherence_functional}). \\end{axiom}" } ], "depends_on": [ "definition:appC_coherence_functional" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-050" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixCoherenceAxioms.boundedness_does_not_force_resolution_distinguishability", "AppendixCoherenceAxioms.separated_orthogonal_questions_not_both_maximal" ], "countermodels": [ "AppendixCoherenceAxioms.boundedness_does_not_force_resolution_distinguishability" ], "conditions": [ "PS-C3-prime supplied as a cross-frame budget law", "PS-C5 supplied as a separated-orthogonal exclusivity law", "coherence values bounded in the unit interval" ], "notes": [ "Typed resolution axiom excludes simultaneous unit coherence for separated orthogonal questions. Countermodel confirms ordinary [0,1] boundedness does not derive PS-C5; it remains an explicit physical axiom." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "axiom:appC_psc6", "type": "axiom", "label": "axiom:appC_psc6", "name": "PS--C6 (Pure-state calibration)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 626, "latex_body": "\\begin{axiom}[PS--C6 (Pure-state calibration)]\n\\label{axiom:appC_psc6}\nIf the observer representation $\\tilde\\psi_{\\Obs}$ represents the normalized pure\nstate $\\psi\\in\\Horizon$ at the working resolution and\n$P_\\psi:=|\\psi\\rangle\\langle\\psi|$, then\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},P_\\psi)=1.\n\\]\nEquivalently, the question whose range is precisely the represented ray is\nanswered with full coherence by that represented pure state.\n\\end{axiom}", "macros_used": [ "Horizon", "Obs" ], "refs": [], "cites": [], "cited_by": [], "depends_on": [], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-045" ], "statuses": [ "exact" ], "witnesses": [ "Born.psc6_calibration" ], "countermodels": [], "conditions": [ "Gleason-type uniqueness (axioms force the Born form in d>=3) and PS-C5 stay open; only the forward direction Born => axioms is certified", "continuum charge/action integrals stay open; the discrete conservation mechanism is certified" ], "notes": [ "The Born form calibrates: a pure state answers its own question with coherence 1." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "subsec:appC_born_lemmas", "type": "section", "subtype": "subsection", "label": "subsec:appC_born_lemmas", "name": "Preparatory Lemmas", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 638, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "lemma:appC_sigma_additivity", "type": "lemma", "label": "lemma:appC_sigma_additivity", "name": "Finite orthogonal additivity gives a Gleason frame function", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 641, "latex_body": "\\begin{lemma}[Finite orthogonal additivity gives a Gleason frame function]\n\\label{lemma:appC_sigma_additivity}\nLet $\\dim\\Horizon=d<\\infty$ and fix an observer-state representation\n$\\tilde\\psi_{\\Obs}$. Define\n$\\mu_\\psi(\\Pi):=\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi)$.\nBoundedness (PS--C1) and within-frame additivity (PS--C3, now\nCor.~\\ref{axiom:appC_psc3}, established as\nThm.~\\ref{theorem:appC_orthogonal_additivity}) imply that $\\mu_\\psi$ is a\nnormalized nonnegative finitely additive measure on $Proj(\\Horizon)$; equivalently, its restriction to\nrank-one projectors is a normalized frame function. Since $\\Horizon$ is finite\ndimensional, every orthogonal family of nonzero projectors is finite, so finite\northogonal additivity is also countable additivity in the only sense required by\nfinite-dimensional Gleason theory.\n\\end{lemma}", "macros_used": [ "Horizon", "Obs" ], "refs": [ "axiom:appC_psc3", "theorem:appC_orthogonal_additivity" ], "cites": [ "axiom:appC_psc3", "theorem:appC_orthogonal_additivity" ], "cited_by": [ "proof:appC_born_rule" ], "proof_labels": [ "proof:appC_sigma_additivity" ], "ref_roles": [ { "label": "axiom:appC_psc3", "role": "formal_dependency", "target_type": "corollary", "target_file": "appendix_dual_horizon.tex", "target_line": 591, "logical_support": true, "context": "si(\\Pi):=\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi)$. Boundedness (PS--C1) and within-frame additivity (PS--C3, now Cor.~\\ref{axiom:appC_psc3}, established as Thm.~\\ref{theorem:appC_orthogonal_additivity}) imply that $\\mu_\\psi$ is a normalized nonnegative finite" }, { "label": "theorem:appC_orthogonal_additivity", "role": "formal_dependency", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 504, "logical_support": true, "context": "s},\\Pi)$. Boundedness (PS--C1) and within-frame additivity (PS--C3, now Cor.~\\ref{axiom:appC_psc3}, established as Thm.~\\ref{theorem:appC_orthogonal_additivity}) imply that $\\mu_\\psi$ is a normalized nonnegative finitely additive measure on $Proj(\\Horizon)$; equivalently, its res" } ], "depends_on": [ "axiom:appC_psc3", "theorem:appC_orthogonal_additivity" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-011" ], "statuses": [ "open_bridge" ], "witnesses": [ "AppendixDH.mu_conservation" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Only the finite-dimensional remark is realized: since the frame-index type is a Fintype, summing mu_conservation over Finset.univ already covers every orthogonal family a finite-dimensional Horizon can present. The Gleason-frame-function / normalized-measure identification itself is not separately formalized." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_sigma_additivity", "type": "proof", "label": "proof:appC_sigma_additivity", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 656, "latex_body": "\\begin{proof}\n\\label{proof:appC_sigma_additivity}\nBy PS--C1, $0\\le \\mu_\\psi(\\Pi)\\le 1$ for all projectors $\\Pi$. By\nCorollary~\\ref{axiom:appC_psc3}, applied to the one-element decomposition\n$\\{\\mathbbm{1}\\}$, $\\mu_\\psi(\\mathbbm{1})=1$; applying\nTheorem~\\ref{theorem:appC_orthogonal_additivity} to the empty sum gives\n$\\mu_\\psi(0)=0$. For any mutually orthogonal finite family\n$\\{\\Pi_i\\}_{i=1}^n$, Theorem~\\ref{theorem:appC_orthogonal_additivity} gives\n\\[\n\\mu_\\psi\\!\\left(\\sum_{i=1}^n \\Pi_i\\right)=\\sum_{i=1}^n \\mu_\\psi(\\Pi_i).\n\\]\nIf $\\{P_i\\}_{i=1}^d$ is an orthonormal rank-one resolution of the identity, then\n$\\sum_i\\mu_\\psi(P_i)=\\mu_\\psi(\\mathbbm{1})=1$, which is exactly the normalized\nframe-function condition. Finally, an orthogonal family of nonzero subspaces in a\n$d$-dimensional Hilbert space has cardinality at most $d$; hence no additional\ncountable-additivity condition remains to be checked.\n\\end{proof}", "macros_used": [], "refs": [ "axiom:appC_psc3", "theorem:appC_orthogonal_additivity" ], "proves": "lemma:appC_sigma_additivity", "cites": [ "axiom:appC_psc3", "theorem:appC_orthogonal_additivity" ], "cited_by": [], "ref_roles": [ { "label": "axiom:appC_psc3", "role": "proof_support", "target_type": "corollary", "target_file": "appendix_dual_horizon.tex", "target_line": 591, "logical_support": true, "context": "{proof} \\label{proof:appC_sigma_additivity} By PS--C1, $0\\le \\mu_\\psi(\\Pi)\\le 1$ for all projectors $\\Pi$. By Corollary~\\ref{axiom:appC_psc3}, applied to the one-element decomposition $\\{\\mathbbm{1}\\}$, $\\mu_\\psi(\\mathbbm{1})=1$; applying Theorem~\\ref{theorem:a" }, { "label": "theorem:appC_orthogonal_additivity", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 504, "logical_support": true, "context": "iom:appC_psc3}, applied to the one-element decomposition $\\{\\mathbbm{1}\\}$, $\\mu_\\psi(\\mathbbm{1})=1$; applying Theorem~\\ref{theorem:appC_orthogonal_additivity} to the empty sum gives $\\mu_\\psi(0)=0$. For any mutually orthogonal finite family $\\{\\Pi_i\\}_{i=1}^n$, Theorem~\\ref{the" } ], "depends_on": [ "axiom:appC_psc3", "theorem:appC_orthogonal_additivity" ], "role": "proof" }, { "id": "lemma:appC_unitary_invariance", "type": "lemma", "label": "lemma:appC_unitary_invariance", "name": "Unitary covariance of the measure family", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 674, "latex_body": "\\begin{lemma}[Unitary covariance of the measure family]\n\\label{lemma:appC_unitary_invariance}\nFor every unitary $U$ and projector $\\Pi$,\n\\[\n\\mu_{U\\psi}(U\\Pi U^\\dagger)=\\mu_\\psi(\\Pi),\n\\]\nwhere $\\mu_\\psi(\\Pi):=\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi)$ and\n$\\mu_{U\\psi}$ denotes the assignment associated with the transformed observer\nrepresentation $U\\tilde\\psi_{\\Obs}$.\n\\end{lemma}", "macros_used": [ "Obs" ], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:appC_unitary_invariance" ], "depends_on": [], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-043" ], "statuses": [ "exact" ], "witnesses": [ "Born.psc2_unitary_covariance" ], "countermodels": [], "conditions": [ "Gleason-type uniqueness (axioms force the Born form in d>=3) and PS-C5 stay open; only the forward direction Born => axioms is certified", "continuum charge/action integrals stay open; the discrete conservation mechanism is certified" ], "notes": [ "The measure family is unitary-covariant - same kernel as PS-C2." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_unitary_invariance", "type": "proof", "label": "proof:appC_unitary_invariance", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 685, "latex_body": "\\begin{proof}\n\\label{proof:appC_unitary_invariance}\nThis is precisely PS--C2 written in measure notation:\n\\[\n\\mu_{U\\psi}(U\\Pi U^\\dagger)\n=\\mathcal{C}_{\\Obs}(U\\tilde\\psi_{\\Obs},U\\Pi U^\\dagger)\n=\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi)\n=\\mu_\\psi(\\Pi).\n\\]\nRay invariance PS--C4 ensures that this statement depends only on the ray of the\nstate representation and not on its arbitrary global phase.\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [], "proves": "lemma:appC_unitary_invariance", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "subsec:appC_born_theorem", "type": "section", "subtype": "subsection", "label": "subsec:appC_born_theorem", "name": "Main Theorem", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 698, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "theorem:appC_born_rule", "type": "theorem", "label": "theorem:appC_born_rule", "name": "Observer-relative Born Rule", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 701, "latex_body": "\\begin{theorem}[Observer-relative Born Rule]\n\\label{theorem:appC_born_rule}\nLet $\\dim \\Horizon = d \\geq 3$, let $\\psi\\in\\Horizon$ be normalized, and suppose\nPS--C1--PS--C6 hold for the observer representation $\\tilde\\psi_{\\Obs}$. Then for\nany rank-one projector $\\Pi_a = |a\\rangle \\langle a|$,\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs}, \\Pi_a)\n= |\\langle a | \\psi \\rangle|^2 .\n\\]\nMore generally, for every projector $\\Pi\\in Proj(\\Horizon)$,\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi)=\\operatorname{tr}(P_\\psi\\Pi),\n\\qquad P_\\psi:=|\\psi\\rangle\\langle\\psi|.\n\\]\n\\end{theorem}", "macros_used": [ "Horizon", "Obs" ], "refs": [], "cites": [], "cited_by": [ "proof:appC_mixed_states", "proof:appC_qubit_case", "remark:appC_psc3prime_open_route", "remark:bk7_pisu_status", "scholium:bk7_born_as_hilbert_cross_section", "subsec:bk7_pisu_implications" ], "proof_labels": [ "proof:appC_born_rule" ], "depends_on": [ "lemma:appC_sigma_additivity" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-046", "Q-BORN-07" ], "statuses": [ "conditional", "interpretive" ], "witnesses": [ "Born.coh_le_one", "Born.qubit_born" ], "countermodels": [], "conditions": [ "Gleason-type uniqueness (axioms force the Born form in d>=3) and PS-C5 stay open; only the forward direction Born => axioms is certified", "continuum charge/action integrals stay open; the discrete conservation mechanism is certified" ], "notes": [ "The broader appendix argument remains human mathematics; neither formal half-bridge is mislabeled as the classical theorem.", "The rank-one Born value taken as the coherence functional, computed on the qubit and bounded by 1; Gleason-type uniqueness (axioms force this form in d>=3) stays a counsel-permanent open." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_born_rule", "type": "proof", "label": "proof:appC_born_rule", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 717, "latex_body": "\\begin{proof}\n\\label{proof:appC_born_rule}\nSet $\\mu_\\psi(\\Pi)=\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi)$. By\nLemma~\\ref{lemma:appC_sigma_additivity}, $\\mu_\\psi$ is a normalized nonnegative\nframe function on the projectors of a Hilbert space of dimension at least three.\nFinite-dimensional Gleason's theorem therefore gives a unique positive trace-one\noperator $W_\\psi$ such that\n\\[\n\\mu_\\psi(\\Pi)=\\operatorname{tr}(W_\\psi\\Pi)\n\\quad\\text{for every }\\Pi\\in Proj(\\Horizon).\n\\]\nBy PS--C6, $1=\\mu_\\psi(P_\\psi)=\\operatorname{tr}(W_\\psi P_\\psi)\n=\\langle\\psi,W_\\psi\\psi\\rangle$. Write the spectral decomposition\n$W_\\psi=\\sum_j p_j |u_j\\rangle\\langle u_j|$, with $p_j\\ge0$ and\n$\\sum_j p_j=1$. Then\n\\[\n1=\\sum_j p_j |\\langle u_j,\\psi\\rangle|^2 \\le \\sum_j p_j=1.\n\\]\nEquality is possible only when every eigenvector with $p_j>0$ is colinear with\n$\\psi$. Hence $W_\\psi=P_\\psi$. Consequently\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi)\n=\\operatorname{tr}(P_\\psi\\Pi)\n\\]\nfor all projectors $\\Pi$. Taking $\\Pi=\\Pi_a=|a\\rangle\\langle a|$ gives\n\\[\n\\operatorname{tr}(P_\\psi\\Pi_a)=\\langle a,P_\\psi a\\rangle\n=|\\langle a|\\psi\\rangle|^2,\n\\]\nwhich is the Born rule.\n\\end{proof}", "macros_used": [ "Horizon", "Obs" ], "refs": [ "lemma:appC_sigma_additivity" ], "proves": "theorem:appC_born_rule", "cites": [ "lemma:appC_sigma_additivity" ], "cited_by": [], "ref_roles": [ { "label": "lemma:appC_sigma_additivity", "role": "proof_support", "target_type": "lemma", "target_file": "appendix_dual_horizon.tex", "target_line": 641, "logical_support": true, "context": "\\begin{proof} \\label{proof:appC_born_rule} Set $\\mu_\\psi(\\Pi)=\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi)$. By Lemma~\\ref{lemma:appC_sigma_additivity}, $\\mu_\\psi$ is a normalized nonnegative frame function on the projectors of a Hilbert space of dimension at least three" } ], "depends_on": [ "lemma:appC_sigma_additivity" ], "role": "proof" }, { "id": "corollary:appC_qubit_case", "type": "corollary", "label": "corollary:appC_qubit_case", "name": "Qubit case \\texorpdfstring{$d = 2$}{d = 2}", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 749, "latex_body": "\\begin{corollary}[Qubit case \\texorpdfstring{$d = 2$}{d = 2}]\n\\label{corollary:appC_qubit_case}\nLet $V\\cong\\mathbb{C}^2$ be a qubit subspace. If the qubit coherence assignment is\nthe restriction of a PS--C1--PS--C6 assignment on an embedding\n$\\widehat\\Horizon=V\\oplus\\mathbb{C}$ with represented state\n$\\widehat\\psi=\\psi\\oplus0$, then for every qubit rank-one projector\n$\\Pi_a\\in Proj(V)$,\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\psi_{\\Obs},\\Pi_a)=|\\langle a|\\psi\\rangle|^2.\n\\]\n\\end{corollary}", "macros_used": [ "Horizon", "Obs" ], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:appC_qubit_case" ], "depends_on": [ "theorem:appC_born_rule" ], "role": "corollary", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-047", "REVIEW-003" ], "statuses": [ "conditional", "exact" ], "witnesses": [ "Book7GleasonBoundary.rank_two_frame_axioms_do_not_force_born", "Born.qubit_born" ], "countermodels": [], "conditions": [ "Gleason-type uniqueness (axioms force the Born form in d>=3) and PS-C5 stay open; only the forward direction Born => axioms is certified", "The human proof uses an explicit higher-rank extension; Lean certifies the lower-rank obstruction but not this full extension argument.", "continuum charge/action integrals stay open; the discrete conservation mechanism is certified" ], "notes": [ "The human proof uses an explicit higher-rank extension; Lean certifies the lower-rank obstruction but not this full extension argument.", "The qubit Born value equals the squared amplitude, computed on C^2." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_qubit_case", "type": "proof", "label": "proof:appC_qubit_case", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 761, "latex_body": "\\begin{proof}\n\\label{proof:appC_qubit_case}\nExtend the qubit projector to $\\widehat\\Pi_a=\\Pi_a\\oplus0$ on\n$\\widehat\\Horizon$. The hypotheses place the extended assignment in dimension\n$3$, so Theorem~\\ref{theorem:appC_born_rule} gives\n$\\widehat{\\mathcal C}_{\\Obs}(\\widehat{\\tilde\\psi}_{\\Obs},\\widehat\\Pi_a)\n=\\operatorname{tr}(|\\widehat\\psi\\rangle\\langle\\widehat\\psi|\\widehat\\Pi_a)\n=|\\langle a|\\psi\\rangle|^2$. Restricting back to $V$ gives the claimed qubit\nformula. The extension hypothesis is essential: without it, two-dimensional\nHilbert space admits contextual dispersion-free frame assignments not excluded by\nGleason's theorem alone.\n\\end{proof}", "macros_used": [ "Horizon", "Obs" ], "refs": [ "theorem:appC_born_rule" ], "proves": "corollary:appC_qubit_case", "cites": [ "theorem:appC_born_rule" ], "cited_by": [], "ref_roles": [ { "label": "theorem:appC_born_rule", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 701, "logical_support": true, "context": "hat\\Pi_a=\\Pi_a\\oplus0$ on $\\widehat\\Horizon$. The hypotheses place the extended assignment in dimension $3$, so Theorem~\\ref{theorem:appC_born_rule} gives $\\widehat{\\mathcal C}_{\\Obs}(\\widehat{\\tilde\\psi}_{\\Obs},\\widehat\\Pi_a) =\\operatorname{tr}(|\\widehat\\psi\\rangle\\l" } ], "depends_on": [ "theorem:appC_born_rule" ], "role": "proof" }, { "id": "corollary:appC_mixed_states", "type": "corollary", "label": "corollary:appC_mixed_states", "name": "Mixed states", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 774, "latex_body": "\\begin{corollary}[Mixed states]\n\\label{corollary:appC_mixed_states}\nAssume, in addition, that the observer coherence budget is affine under classical\nmixtures of preparations. If\n$\\rho = \\sum_i p_i |\\psi_i\\rangle\\langle\\psi_i|$ with $p_i\\ge0$ and\n$\\sum_i p_i=1$, then for every projector $\\Pi_a$,\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\rho_{\\Obs}, \\Pi_a) = \\operatorname{tr}(\\rho \\Pi_a).\n\\]\n\\end{corollary}", "macros_used": [ "Obs" ], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:appC_mixed_states" ], "depends_on": [ "theorem:appC_born_rule" ], "role": "corollary", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-048", "REVIEW-004" ], "statuses": [ "conditional" ], "witnesses": [ "Born.cohMix_nonneg", "Born.mixed_affine" ], "countermodels": [], "conditions": [ "Gleason-type uniqueness (axioms force the Born form in d>=3) and PS-C5 stay open; only the forward direction Born => axioms is certified", "The affine-mixture premise is visible in the prose but the mixed-state construction is not part of the current Lean receipt.", "continuum charge/action integrals stay open; the discrete conservation mechanism is certified" ], "notes": [ "The affine-mixture premise is visible in the prose but the mixed-state construction is not part of the current Lean receipt.", "The mixed-state coherence is affine in the mixing weights, matching tr(rho Pi_a)." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_mixed_states", "type": "proof", "label": "proof:appC_mixed_states", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 785, "latex_body": "\\begin{proof}\n\\label{proof:appC_mixed_states}\nAffineness of the observer budget gives\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\rho_{\\Obs},\\Pi_a)\n=\\sum_i p_i\\mathcal{C}_{\\Obs}(\\widetilde{\\psi_i}_{\\Obs},\\Pi_a).\n\\]\nBy Theorem~\\ref{theorem:appC_born_rule}, each pure component contributes\n$\\mathcal{C}_{\\Obs}(\\widetilde{\\psi_i}_{\\Obs},\\Pi_a)\n=\\operatorname{tr}(|\\psi_i\\rangle\\langle\\psi_i|\\Pi_a)$. Therefore\n\\[\n\\mathcal{C}_{\\Obs}(\\tilde\\rho_{\\Obs},\\Pi_a)\n=\\sum_i p_i\\operatorname{tr}(|\\psi_i\\rangle\\langle\\psi_i|\\Pi_a)\n=\\operatorname{tr}\\!\\left(\\sum_i p_i|\\psi_i\\rangle\\langle\\psi_i|\\Pi_a\\right)\n=\\operatorname{tr}(\\rho\\Pi_a).\n\\]\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [ "theorem:appC_born_rule" ], "proves": "corollary:appC_mixed_states", "cites": [ "theorem:appC_born_rule" ], "cited_by": [], "ref_roles": [ { "label": "theorem:appC_born_rule", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 701, "logical_support": true, "context": "athcal{C}_{\\Obs}(\\tilde\\rho_{\\Obs},\\Pi_a) =\\sum_i p_i\\mathcal{C}_{\\Obs}(\\widetilde{\\psi_i}_{\\Obs},\\Pi_a). \\] By Theorem~\\ref{theorem:appC_born_rule}, each pure component contributes $\\mathcal{C}_{\\Obs}(\\widetilde{\\psi_i}_{\\Obs},\\Pi_a) =\\operatorname{tr}(|\\psi_i\\rangle" } ], "depends_on": [ "theorem:appC_born_rule" ], "role": "proof" }, { "id": "subsec:appC_born_interpretation_ps", "type": "section", "subtype": "subsection", "label": "subsec:appC_born_interpretation_ps", "name": "Interpretation Within Principia Symbolica", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 803, "latex_body": "", "macros_used": [], "cites": [ "definition:bk2_symbolic_free_energy" ], "cited_by": [ "definition:appC_observer_token_space" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk2_symbolic_free_energy" ], "role": "section", "lean_alignment": { "record_ids": [ "REVIEW-005" ], "statuses": [ "interpretive" ], "witnesses": [], "countermodels": [], "conditions": [], "notes": [ "The emergence-of-randomness and free-energy language is an observer interpretation, not the finite observer-lowering theorem itself." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "subsec:appC_born_outlook", "type": "section", "subtype": "subsection", "label": "subsec:appC_born_outlook", "name": "Implications and Outlook", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 814, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section", "lean_alignment": { "record_ids": [ "REVIEW-006" ], "statuses": [ "interpretive" ], "witnesses": [], "countermodels": [], "conditions": [], "notes": [ "The resolution-limit outlook is intentionally synthetic and empirical-facing; it should remain outside exact kernel projection unless separately witnessed." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "subsec:appC_time_preamble_rigorous", "type": "section", "subtype": "subsection", "label": "subsec:appC_time_preamble_rigorous", "name": "Preamble", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 829, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appC_time_critique_rigorous", "type": "section", "subtype": "subsection", "label": "subsec:appC_time_critique_rigorous", "name": "Critique of the Entropic Arrow", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 833, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appC_time_geometric_engine_final", "type": "section", "subtype": "subsection", "label": "subsec:appC_time_geometric_engine_final", "name": "The Geometric Engine of Irreversibility", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 837, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:appC_reflective_state_space", "type": "definition", "label": "definition:appC_reflective_state_space", "name": "Reflective State Space \\(\\mathcal{S}_O\\)", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 841, "latex_body": "\\begin{definition}[Reflective State Space \\(\\mathcal{S}_O\\)]\n\\label{definition:appC_reflective_state_space}\nA Bounded Observer \\(\\Obs\\) (cf.~\\ref{definition:bk4_bounded_observer}) does not simply perceive a state \\(x \\in \\manifold\\) (cf.~\\ref{definition:bk1_symbolic_manifold}). It perceives a state within the context of its own history, \\(H_t\\). The true state space is not \\(\\manifold\\), but the \\textbf{Reflective State Space} \\(\\mathcal{S}_O = \\manifold \\times \\mathcal{H}\\), where \\(\\mathcal{H}\\) is the space of possible observer histories. A state is a tuple \\((x, H_t)\\).\n\\end{definition}", "macros_used": [ "Obs", "manifold" ], "refs": [ "definition:bk1_symbolic_manifold", "definition:bk4_bounded_observer" ], "cites": [ "definition:bk1_symbolic_manifold", "definition:bk4_bounded_observer" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "Observer \\(\\Obs\\) (cf.~\\ref{definition:bk4_bounded_observer}) does not simply perceive a state \\(x \\in \\manifold\\) (cf.~\\ref{definition:bk1_symbolic_manifold}). It perceives a state within the context of its own history, \\(H_t\\). The true state space is not \\(\\manifold\\), but t" }, { "label": "definition:bk4_bounded_observer", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 427, "logical_support": true, "context": "flective State Space \\(\\mathcal{S}_O\\)] \\label{definition:appC_reflective_state_space} A Bounded Observer \\(\\Obs\\) (cf.~\\ref{definition:bk4_bounded_observer}) does not simply perceive a state \\(x \\in \\manifold\\) (cf.~\\ref{definition:bk1_symbolic_manifold}). It perceives a stat" } ], "depends_on": [ "definition:bk1_symbolic_manifold", "definition:bk4_bounded_observer" ], "role": "definition", "proof_status": "definitional" }, { "id": "axiom:appC_axiom_of_memory", "type": "axiom", "label": "axiom:appC_axiom_of_memory", "name": "The Axiom of Memory", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 846, "latex_body": "\\begin{axiom}[The Axiom of Memory]\n\\label{axiom:appC_axiom_of_memory}\nEvery act of differentiation, \\(\\delta^O\\), by a Bounded Observer \\(\\Obs\\) necessarily alters its history. If \\(\\delta^O\\) maps a state \\((x_0, H_{t_0})\\) to \\((x_1, H_{t_1})\\), then \\(H_{t_1} \\neq H_{t_0}\\). Specifically, \\(H_{t_1}\\) contains the trace of the operation that led from \\(x_0\\) to \\(x_1\\). This act of recording is metabolically non-zero, incurring a minimal cost in Symbolic Free Energy \\(\\Delta{\\freeenergy}_{\\text{mem}} > 0\\) (cf.~\\ref{definition:bk2_symbolic_free_energy}).\n\\end{axiom}", "macros_used": [ "Obs", "freeenergy" ], "refs": [ "definition:bk2_symbolic_free_energy" ], "cites": [ "definition:bk2_symbolic_free_energy" ], "cited_by": [ "proof:appC_fundamental_irreversibility", "proof:appD_titans_as_arrow_of_time", "proposition:appC_conditional_minimality_2x2", "scholium:appC_time_as_memory", "scholium:appD_axiom_of_memory_titans" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "metabolically non-zero, incurring a minimal cost in Symbolic Free Energy \\(\\Delta{\\freeenergy}_{\\text{mem}} > 0\\) (cf.~\\ref{definition:bk2_symbolic_free_energy}). \\end{axiom}" } ], "depends_on": [ "definition:bk2_symbolic_free_energy" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-013" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.memoryAct_hist_changes" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "History-change on every act is proved as a theorem from the strictly increasing order parameter carried by MemoryAct, upgrading the source's postulated axiom to a derived consequence of the monotone-order model." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:appC_fundamental_irreversibility_final", "type": "theorem", "label": "theorem:appC_fundamental_irreversibility_final", "name": "Fundamental Irreversibility of Reflective Observation", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 851, "latex_body": "\\begin{theorem}[Fundamental Irreversibility of Reflective Observation]\n\\label{theorem:appC_fundamental_irreversibility_final}\nAny symbolic process involving a state change perceived by a Bounded Observer (cf.~\\ref{definition:bk4_bounded_observer}) is fundamentally irreversible: each observation incurs a non-recoverable cost in Symbolic Free Energy (cf.~\\ref{definition:bk2_symbolic_free_energy}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk4_bounded_observer" ], "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk4_bounded_observer" ], "cited_by": [ "corollary:appC_emergence_of_time_arrow_final", "proof:appD_titans_as_arrow_of_time", "scholium:bk4_irreversibility_as_trace" ], "proof_labels": [ "proof:appC_fundamental_irreversibility" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "d_observer}) is fundamentally irreversible: each observation incurs a non-recoverable cost in Symbolic Free Energy (cf.~\\ref{definition:bk2_symbolic_free_energy}). \\end{theorem}" }, { "label": "definition:bk4_bounded_observer", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 427, "logical_support": true, "context": "C_fundamental_irreversibility_final} Any symbolic process involving a state change perceived by a Bounded Observer (cf.~\\ref{definition:bk4_bounded_observer}) is fundamentally irreversible: each observation incurs a non-recoverable cost in Symbolic Free Energy (cf.~\\ref{defini" } ], "depends_on": [ "axiom:appC_axiom_of_memory", "definition:bk2_symbolic_free_energy", "definition:bk4_bounded_observer" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-014" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.memoryAct_irreversible" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Every act incurs strictly positive cost, direct from the MemoryAct.cost_pos field." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_fundamental_irreversibility", "type": "proof", "label": "proof:appC_fundamental_irreversibility", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 856, "latex_body": "\\begin{proof}\n\\label{proof:appC_fundamental_irreversibility}\n\\leavevmode\n\n\\begin{enumerate}\n \\item Consider a process that takes the system from state \\(A\\) to state \\(B\\). In the Reflective State Space, this is a transition from \\((x_A, H_A)\\) to \\((x_B, H_B)\\). By the Axiom of Memory (Axiom~\\ref{axiom:appC_axiom_of_memory}), the history is updated, so \\(H_B\\) contains the record of the A\\(\\to\\)B transformation.\n\n \\item Now, consider a \"reverse\" process that takes the system from state \\(B\\) back to a state geometrically indistinguishable from \\(A\\). Let this new state be \\(A'\\). In the base manifold \\(\\manifold\\), we have \\(x_{A'} = x_A\\).\n\n \\item However, in the full Reflective State Space, the new state is \\((x_{A'}, H_{A'})\\). The reverse process is also an act of differentiation that must be recorded. Therefore, the new history \\(H_{A'}\\) contains the record of the B\\(\\to\\)A' transformation. It is necessarily different from the original history, \\(H_{A'} \\neq H_A\\).\n\n \\item The full initial and final states are \\((x_A, H_A)\\) and \\((x_{A'}, H_{A'})\\). Since \\(x_{A'} = x_A\\) but \\(H_{A'} \\neq H_A\\), the full system state is not restored.\n \\[\n (x_A, H_A) \\neq (x_{A'}, H_{A'})\n \\]\n \\item The process is irreversible. The difference between the initial and final states lies not in the geometric position on the base manifold, but in the accumulated history within the observer. This is a fundamental asymmetry.\n\\end{enumerate}\n\\end{proof}", "macros_used": [ "manifold" ], "refs": [ "axiom:appC_axiom_of_memory" ], "proves": "theorem:appC_fundamental_irreversibility_final", "cites": [ "axiom:appC_axiom_of_memory" ], "cited_by": [], "ref_roles": [ { "label": "axiom:appC_axiom_of_memory", "role": "definition_anchor", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 846, "logical_support": true, "context": "n the Reflective State Space, this is a transition from \\((x_A, H_A)\\) to \\((x_B, H_B)\\). By the Axiom of Memory (Axiom~\\ref{axiom:appC_axiom_of_memory}), the history is updated, so \\(H_B\\) contains the record of the A\\(\\to\\)B transformation. \\item Now, consider a \"r" } ], "depends_on": [ "axiom:appC_axiom_of_memory" ], "role": "proof" }, { "id": "corollary:appC_emergence_of_time_arrow_final", "type": "corollary", "label": "corollary:appC_emergence_of_time_arrow_final", "name": "The Emergence of the Arrow of Time", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 875, "latex_body": "\\begin{corollary}[The Emergence of the Arrow of Time]\n\\label{corollary:appC_emergence_of_time_arrow_final}\nThe fundamental irreversibility established in\nTheorem~\\ref{theorem:appC_fundamental_irreversibility_final} induces a directed\npartial order on observer-accessible reflective states. Along any nontrivial\nobserved path, the order parameter\n\\[\nN(H):=\\text{the number of recorded differentiation traces in }H\n\\]\nis strictly increasing; if symbolic free-energy minimization selects admissible\nsuccessor states, the selected direction is the direction in which records are\naccumulated and unrecoverable memory cost has already been paid.\n\\end{corollary}", "macros_used": [], "refs": [ "theorem:appC_fundamental_irreversibility_final" ], "cites": [ "theorem:appC_fundamental_irreversibility_final" ], "cited_by": [], "proof_labels": [ "proof:appC_emergence_of_time_arrow_final" ], "ref_roles": [ { "label": "theorem:appC_fundamental_irreversibility_final", "role": "formal_dependency", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 851, "logical_support": true, "context": "ow of Time] \\label{corollary:appC_emergence_of_time_arrow_final} The fundamental irreversibility established in Theorem~\\ref{theorem:appC_fundamental_irreversibility_final} induces a directed partial order on observer-accessible reflective states. Along any nontrivial observed path, the orde" } ], "depends_on": [ "theorem:appC_fundamental_irreversibility_final" ], "role": "corollary", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-015" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.memoryAct_no_return", "AppendixDH.memoryAct_order_iterate" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The order parameter accumulates by at least n over n steps, hence the history never returns to an earlier value along any nontrivial path -- the discrete/finite kernel of the induced directed order and arrow of time." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_emergence_of_time_arrow_final", "type": "proof", "label": "proof:appC_emergence_of_time_arrow_final", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 889, "latex_body": "\\begin{proof}\n\\label{proof:appC_emergence_of_time_arrow_final}\nLet $(x_n,H_n)$ be a path generated by nontrivial acts of observer\ndifferentiation. By the Axiom of Memory, each step appends a new trace to the\nhistory and incurs positive cost $\\Delta{\\freeenergy}_{\\text{mem}}>0$. Hence\n$N(H_{n+1})=N(H_n)+1$ for every observed step, so $N$ is strictly increasing along\nthe path. A reverse path that restored the base point $x_n$ would still have a\nhistory containing the additional forward and reverse records, and therefore\nwould have larger $N$ than the original state. Thus the relation\n$(x,H)\\prec(x',H')$ iff $H'$ contains the records of $H$ plus at least one new\nrecord is transitive, antisymmetric up to equality of histories, and nontrivial;\nit defines an observer-relative temporal orientation. When the dynamics also\nminimize symbolic free energy among admissible successors, this orientation is\nthe direction along which the system pays and accumulates the non-recoverable\nmemory costs. That oriented accumulation is the arrow of time.\n\\end{proof}", "macros_used": [ "freeenergy" ], "refs": [], "proves": "corollary:appC_emergence_of_time_arrow_final", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "scholium:appC_time_as_memory", "type": "scholium", "label": "scholium:appC_time_as_memory", "name": "Time as the Accumulation of Memory", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 906, "latex_body": "\\begin{scholium}[Time as the Accumulation of Memory]\n\\label{scholium:appC_time_as_memory}\nThis derivation reframes the Arrow of Time. It is not about the universe expanding or entropy increasing. It is about the simple, profound fact that a system capable of knowing cannot \"un-know.\" Every observation, every reflection (cf.~\\ref{definition:bk1_reflection_operator}), every act of differentiation leaves a trace, as required by the Axiom of Memory (cf.~\\ref{axiom:appC_axiom_of_memory}). Time is the continuous accumulation of these traces. It is the ever-growing distinction between \"what was\" and \"what is,\" a distinction that exists only for a system that remembers. The irreversibility is not in the world, but in the memory of it.\n\\end{scholium}", "macros_used": [], "refs": [ "axiom:appC_axiom_of_memory", "definition:bk1_reflection_operator" ], "cites": [ "axiom:appC_axiom_of_memory", "definition:bk1_reflection_operator" ], "cited_by": [ "scholium:appC_symbolic_geometric_equivalence" ], "ref_roles": [ { "label": "axiom:appC_axiom_of_memory", "role": "cf_near_match", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 846, "logical_support": true, "context": "inition:bk1_reflection_operator}), every act of differentiation leaves a trace, as required by the Axiom of Memory (cf.~\\ref{axiom:appC_axiom_of_memory}). Time is the continuous accumulation of these traces. It is the ever-growing distinction between \"what was\" and \"what" }, { "label": "definition:bk1_reflection_operator", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "t the simple, profound fact that a system capable of knowing cannot \"un-know.\" Every observation, every reflection (cf.~\\ref{definition:bk1_reflection_operator}), every act of differentiation leaves a trace, as required by the Axiom of Memory (cf.~\\ref{axiom:appC_axiom_of_memory}" } ], "depends_on": [ "axiom:appC_axiom_of_memory", "definition:bk1_reflection_operator" ], "role": "scholium" }, { "id": "section:appendix_dual_horizon.tex:911", "type": "section", "subtype": "section", "label": "", "name": "\\texorpdfstring{Structural Derivations of $\\varphi$ Across Symbolic Modalities", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 911, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:appC_lagrangian_potential", "type": "definition", "label": "definition:appC_lagrangian_potential", "name": "Symbolic Potential Function", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 921, "latex_body": "\\begin{definition}[Symbolic Potential Function]\n\\label{definition:appC_lagrangian_potential}\nDefine the symbolic potential governing recursive learning as:\n\\[\nV(C) = \\frac{1}{2} \\left(C - \\frac{1}{C} \\right)^2\n\\]\nThis encodes the symbolic tension between drift (\\textit{cf.} Def.~\\ref{definition:bk6_drift_operator_complete}) and reflection (Def.~\\ref{definition:bk6_reflection_operator_complete}), as defined in Book VI.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "cites": [ "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "cited_by": [ "theorem:appC_phi_from_lagrangian" ], "ref_roles": [ { "label": "definition:bk6_drift_operator_complete", "role": "cf_near_match", "target_type": "definition", "target_file": "book6.tex", "target_line": 926, "logical_support": true, "context": "(C) = \\frac{1}{2} \\left(C - \\frac{1}{C} \\right)^2 \\] This encodes the symbolic tension between drift (\\textit{cf.} Def.~\\ref{definition:bk6_drift_operator_complete}) and reflection (Def.~\\ref{definition:bk6_reflection_operator_complete}), as defined in Book VI. \\end{definition}" }, { "label": "definition:bk6_reflection_operator_complete", "role": "cf_near_match", "target_type": "definition", "target_file": "book6.tex", "target_line": 937, "logical_support": true, "context": "he symbolic tension between drift (\\textit{cf.} Def.~\\ref{definition:bk6_drift_operator_complete}) and reflection (Def.~\\ref{definition:bk6_reflection_operator_complete}), as defined in Book VI. \\end{definition}" } ], "depends_on": [ "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-016" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixDH.V_eq_zero_iff", "AppendixDH.V_nonneg" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "V(C) = (1/2)(C - 1/C)^2 kept exactly; nonnegativity is unconditional, the zero-locus characterization (V(C)=0 iff C=1) is proved for C > 0." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:appC_phi_from_lagrangian", "type": "theorem", "label": "theorem:appC_phi_from_lagrangian", "name": "Emergence of $\\varphi$ from Lagrangian Equilibrium", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 930, "latex_body": "\\begin{theorem}[Emergence of $\\varphi$ from Lagrangian Equilibrium]\n\\label{theorem:appC_phi_from_lagrangian}\nLet $(C_n)_{n\\ge0}$ be the positive stroboscopic complexity sequence selected by\nthe drift--reflection balance associated with\nDef.~\\ref{definition:appC_lagrangian_potential}. Assume the balanced two-step\nclosure\n\\[\nC_{n+1}=C_n+C_{n-1},\\qquad C_0>0,\\quad C_1>0,\n\\]\nwhich says that each new symbolic state preserves the current differentiated\ncontent while reintegrating the immediately preceding memory trace. Then the\nsuccessive growth ratios\n\\[\n\\lambda_n:=\\frac{C_{n+1}}{C_n}\n\\]\nconverge to the golden ratio\n$\\varphi=(1+\\sqrt5)/2$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:appC_lagrangian_potential" ], "cites": [ "definition:appC_lagrangian_potential" ], "cited_by": [ "proof:appC_phi_min_growth", "remark:bk5_curvature_vs_chaos" ], "proof_labels": [ "proof:appC_phi_from_lagrangian" ], "ref_roles": [ { "label": "definition:appC_lagrangian_potential", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 921, "logical_support": true, "context": "n\\ge0}$ be the positive stroboscopic complexity sequence selected by the drift--reflection balance associated with Def.~\\ref{definition:appC_lagrangian_potential}. Assume the balanced two-step closure \\[ C_{n+1}=C_n+C_{n-1},\\qquad C_0>0,\\quad C_1>0, \\] which says that each new symb" } ], "depends_on": [ "definition:appC_lagrangian_potential", "definition:bk1_stage_composite_operator", "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-033" ], "statuses": [ "conditional" ], "witnesses": [ "Book7B.shiftedFib_ratio_tendsto_goldenRatio" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Witnessed only for the canonical positive-initial-data instance C_n=fib(n+1) (C_0=C_1=1); generalizing to arbitrary C_0,C_1>0 is not attempted." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_phi_from_lagrangian", "type": "proof", "label": "proof:appC_phi_from_lagrangian", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 949, "latex_body": "\\begin{proof}\n\\label{proof:appC_phi_from_lagrangian}\nThe recurrence has characteristic polynomial $r^2-r-1=0$, with roots\n$\\varphi=(1+\\sqrt5)/2$ and $\\widehat\\varphi=(1-\\sqrt5)/2=-\\varphi^{-1}$. Hence\n\\[\nC_n=A\\varphi^n+B\\widehat\\varphi^{\\,n}\n\\]\nfor constants $A,B$ determined by $C_0,C_1$. Since\n$A=(C_1-\\widehat\\varphi C_0)/(\\varphi-\\widehat\\varphi)$ and\n$C_0,C_1>0$ while $\\widehat\\varphi<0$, we have $A>0$. Therefore\n\\[\n\\lambda_n=\\frac{C_{n+1}}{C_n}\n=\\frac{A\\varphi^{n+1}+B\\widehat\\varphi^{\\,n+1}}\n {A\\varphi^n+B\\widehat\\varphi^{\\,n}}\n\\longrightarrow \\varphi,\n\\]\nbecause $|\\widehat\\varphi|<\\varphi$. Equivalently, any positive fixed ratio\n$\\lambda$ for the two-step closure must satisfy\n$\\lambda=1+1/\\lambda$, and the unique positive solution is $\\varphi$.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "theorem:appC_phi_from_lagrangian", "cites": [ "definition:bk1_stage_composite_operator", "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_stage_composite_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 520, "logical_support": true, "context": "" }, { "label": "definition:bk6_drift_operator_complete", "role": "definition_anchor", "target_type": "definition", "target_file": "book6.tex", "target_line": 926, "logical_support": true, "context": "" }, { "label": "definition:bk6_reflection_operator_complete", "role": "definition_anchor", "target_type": "definition", "target_file": "book6.tex", "target_line": 937, "logical_support": true, "context": "" } ], "depends_on": [ "definition:bk1_stage_composite_operator", "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "role": "proof" }, { "id": "scholium:appendix_dual_horizon.tex:970", "type": "scholium", "label": "", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 970, "latex_body": "\\begin{scholium}\nThis derivation reveals $\\varphi$ as a symbolic equilibrium point: the unique attractor balancing forward momentum (drift, Def.~\\ref{definition:bk6_drift_operator_complete}) and reflective curvature (Def.~\\ref{definition:bk6_reflection_operator_complete}). It constitutes a primitive emergence structure \\textit{(cf.} Emergence Operator, Def.~\\ref{definition:bk1_stage_composite_operator}).\n\\end{scholium}", "macros_used": [], "refs": [ "definition:bk1_stage_composite_operator", "definition:bk6_drift_operator_complete", "definition:bk6_reflection_operator_complete" ], "cites": [], "cited_by": [], "depends_on": [], "role": "scholium" }, { "id": "definition:appC_bounded_observation_frame", "type": "definition", "label": "definition:appC_bounded_observation_frame", "name": "Bounded Observation Frame", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 977, "latex_body": "\\begin{definition}[Bounded Observation Frame]\n\\label{definition:appC_bounded_observation_frame}\nLet $\\mathcal{H}$ be a separable Hilbert space. Define the observer-relative frame (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}):\n\\[\nF_\\delta(t) = \\{x \\in \\mathcal{H} : \\|x - x_0(t)\\| \\leq \\delta\\}\n\\]\nwith $x_0(t)$ the current observer state and $\\delta$ their perceptual radius (see also bounded observer kernel in Def.~\\ref{definition:bk1_bounded_observer}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_bounded_observer", "definition:bk4_observer_kernel_convolution_map" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk4_observer_kernel_convolution_map" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "with $x_0(t)$ the current observer state and $\\delta$ their perceptual radius (see also bounded observer kernel in Def.~\\ref{definition:bk1_bounded_observer}). \\end{definition}" }, { "label": "definition:bk4_observer_kernel_convolution_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 143, "logical_support": true, "context": "ppC_bounded_observation_frame} Let $\\mathcal{H}$ be a separable Hilbert space. Define the observer-relative frame (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}): \\[ F_\\delta(t) = \\{x \\in \\mathcal{H} : \\|x - x_0(t)\\| \\leq \\delta\\} \\] with $x_0(t)$ the current observer state and $" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk4_observer_kernel_convolution_map" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-034" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book7B.complexity_card_le" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Frame modeled as a Finset rather than a Hilbert-space metric ball." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:appC_complexity_measure", "type": "definition", "label": "definition:appC_complexity_measure", "name": "Complexity Measure", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 986, "latex_body": "\\begin{definition}[Complexity Measure]\n\\label{definition:appC_complexity_measure}\nThe complexity $C(t)$ of the agent’s symbolic representation is:\n\\[\nC(t) = \\dim\\left(\\text{span}(F_\\delta(t) \\cap \\text{learned\\_basis}(t))\\right)\n\\]\ncf. recursive emergence in Def.~\\ref{definition:bk1_stage_composite_operator}.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_stage_composite_operator" ], "cites": [ "definition:bk1_stage_composite_operator" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_stage_composite_operator", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 520, "logical_support": true, "context": "s: \\[ C(t) = \\dim\\left(\\text{span}(F_\\delta(t) \\cap \\text{learned\\_basis}(t))\\right) \\] cf. recursive emergence in Def.~\\ref{definition:bk1_stage_composite_operator}. \\end{definition}" } ], "depends_on": [ "definition:bk1_stage_composite_operator" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-035" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book7B.complexity_card_le" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Finset.card of an intersection stands in for dim(span(...)); genuine linear-algebra dimension is not modeled." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:appC_frame_curvature_operator", "type": "definition", "label": "definition:appC_frame_curvature_operator", "name": "Frame Curvature Operator $K_t$", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 998, "latex_body": "\\begin{definition}[Frame Curvature Operator $K_t$]\n\\label{definition:appC_frame_curvature_operator}\nThe curvature of evolving frames is defined symbolically as:\n\\[\nK_t(v) = \\lim_{h \\to 0} \\frac{P_{F_\\delta(t+h)}(v) - P_{F_\\delta(t)}(v)}{h}\n\\]\nThis parallels the symbolic curvature tensor in Def.~\\ref{definition:bk6_symbolic_curvature_tensor}.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk6_symbolic_curvature_tensor" ], "cites": [ "definition:bk6_symbolic_curvature_tensor" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk6_symbolic_curvature_tensor", "role": "definition_anchor", "target_type": "definition", "target_file": "book6.tex", "target_line": 16, "logical_support": true, "context": "m_{h \\to 0} \\frac{P_{F_\\delta(t+h)}(v) - P_{F_\\delta(t)}(v)}{h} \\] This parallels the symbolic curvature tensor in Def.~\\ref{definition:bk6_symbolic_curvature_tensor}. \\end{definition}" } ], "depends_on": [ "definition:bk6_symbolic_curvature_tensor" ], "role": "definition", "proof_status": "definitional" }, { "id": "lemma:appC_banach_space_of_curvature_flows", "type": "lemma", "label": "lemma:appC_banach_space_of_curvature_flows", "name": "Banach Space of Curvature Flows", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1007, "latex_body": "\\begin{lemma}[Banach Space of Curvature Flows]\n\\label{lemma:appC_banach_space_of_curvature_flows}\nFix a finite observation interval $[0,T]$. Let\n$\\mathcal{L}(\\mathcal{H})$ denote the bounded operators on the Hilbert space and\nlet\n\\[\n\\operatorname{Lip}([0,T],\\mathcal{L}(\\mathcal{H}))\n:=\\{K:[0,T]\\to\\mathcal{L}(\\mathcal{H}) : K\\text{ is Lipschitz}\\}\n\\]\nwith norm\n\\[\n\\|K\\|_{\\operatorname{Lip}}\n:=\\sup_{t\\in[0,T]}\\|K_t\\|_{\\mathrm{op}}\n+\\sup_{s\\ne t}\\frac{\\|K_t-K_s\\|_{\\mathrm{op}}}{|t-s|}.\n\\]\nThen $\\operatorname{Lip}([0,T],\\mathcal{L}(\\mathcal{H}))$ is a Banach space. The\nadmissible bounded-observer curvature flows satisfying\n\\[\n\\|K_t-K_s\\|_{\\mathrm{op}}\\le C_1\\delta |t-s|\\qquad(s,t\\in[0,T])\n\\]\nform a closed complete subset of this Banach space.\n\\end{lemma}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:appC_banach_space_of_curvature_flows" ], "depends_on": [], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-052" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixCurvatureFlows.boundedContinuousFlow_cauchy_converges", "AppendixCurvatureFlows.observer_bound_closed_under_pointwise_limit", "AppendixCurvatureFlows.pointwise_convergence_alone_does_not_preserve_bound", "AppendixCurvatureFlows.pointwise_limit_preserves_lipschitz_bound" ], "countermodels": [ "AppendixCurvatureFlows.pointwise_convergence_alone_does_not_preserve_bound" ], "conditions": [ "complete normed target for ambient bounded continuous flows", "one common Lipschitz constant across the sequence", "pointwise convergence of the flow sequence" ], "notes": [ "Analytic kernel: bounded continuous flows into a complete normed target are complete in the uniform ambient metric, and a shared Lipschitz bound—including the printed C1*delta bound—passes to pointwise limits. A countermodel shows pointwise convergence without a common bound is insufficient. The exact custom Lipschitz norm and bounded-operator specialization are not reconstructed." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_banach_space_of_curvature_flows", "type": "proof", "label": "proof:appC_banach_space_of_curvature_flows", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1030, "latex_body": "\\begin{proof}\n\\label{proof:appC_banach_space_of_curvature_flows}\nLet $(K^{(m)})$ be a Cauchy sequence in the Lipschitz norm. Then it is Cauchy in\nthe uniform operator norm, and since $\\mathcal{L}(\\mathcal{H})$ is Banach, there\nexists a uniform limit $K:[0,T]\\to\\mathcal{L}(\\mathcal{H})$. The Lipschitz\nseminorms of $K^{(m)}-K^{(\\ell)}$ also converge to zero, so for every $s\\ne t$\nthe quotients\n\\[\n\\frac{(K^{(m)}_t-K^{(m)}_s)-(K^{(\\ell)}_t-K^{(\\ell)}_s)}{|t-s|}\n\\]\nare Cauchy in operator norm uniformly over $s,t$. Passing to the uniform limit\nshows that $K$ has finite Lipschitz seminorm and that\n$\\|K^{(m)}-K\\|_{\\operatorname{Lip}}\\to0$. Thus the space is complete.\nIf each $K^{(m)}$ satisfies\n$\\|K^{(m)}_t-K^{(m)}_s\\|_{\\mathrm{op}}\\le C_1\\delta |t-s|$, uniform convergence\npermits passage to the limit, giving the same inequality for $K$. Hence the\nadmissible class is closed and therefore complete.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "lemma:appC_banach_space_of_curvature_flows", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "definition:appC_sustainable_growth_rate", "type": "definition", "label": "definition:appC_sustainable_growth_rate", "name": "Sustainable Growth Rate", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1052, "latex_body": "\\begin{definition}[Sustainable Growth Rate]\n\\label{definition:appC_sustainable_growth_rate}\nA growth rate $\\lambda>1$ is \\emph{sustainable} for a bounded recursive observer if\nthere exists a positive complexity sequence $(C_n)$ with finite asymptotic ratio\n\\[\n\\lambda=\\lim_{n\\to\\infty}\\frac{C_{n+1}}{C_n}\n\\]\nand satisfying the drift--reflection retention constraint\n\\[\nC_{n+1}\\ge C_n+C_{n-1}\\qquad(n\\ge1).\n\\]\nEquality is the minimal balanced closure: the next state preserves current\nsymbolic content and exactly one previous memory trace, with no superfluous\nexpansion.\n\\end{definition}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "theorem:appC_phi_min_growth", "theorem:appC_phi_minimized_entropy_per_complexity" ], "depends_on": [], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-017" ], "statuses": [ "constructed" ], "witnesses": [ "AppendixDH.sustainable_phi" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Reframed algebraically from the source's asymptotic-ratio condition to the fixed-point inequality theta >= 1 + 1/theta (the same inequality theorem:appC_phi_minimal_curvature_parameter states verbatim for the curvature parameter) -- an explicit honesty gap against the source's limit-of-sequence phrasing." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:appC_phi_min_growth", "type": "theorem", "label": "theorem:appC_phi_min_growth", "name": "Golden Ratio as Minimal Sustainable Growth Rate", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1068, "latex_body": "\\begin{theorem}[Golden Ratio as Minimal Sustainable Growth Rate]\n\\label{theorem:appC_phi_min_growth}\nAmong all sustainable growth rates in the sense of\nDef.~\\ref{definition:appC_sustainable_growth_rate}, the least possible value is\n$\\varphi$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:appC_sustainable_growth_rate" ], "cites": [ "definition:appC_sustainable_growth_rate" ], "cited_by": [ "proof:appC_phi_minimized_entropy_per_complexity" ], "proof_labels": [ "proof:appC_phi_min_growth" ], "ref_roles": [ { "label": "definition:appC_sustainable_growth_rate", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1052, "logical_support": true, "context": "al Sustainable Growth Rate] \\label{theorem:appC_phi_min_growth} Among all sustainable growth rates in the sense of Def.~\\ref{definition:appC_sustainable_growth_rate}, the least possible value is $\\varphi$. \\end{theorem}" } ], "depends_on": [ "definition:appC_sustainable_growth_rate", "theorem:appC_phi_from_lagrangian" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-018" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixDH.sustainable_ge_phi" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "phi is the least value satisfying the algebraic reframing of Sustainable; not a statement about limits of sequences of ratios." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_phi_min_growth", "type": "proof", "label": "proof:appC_phi_min_growth", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1075, "latex_body": "\\begin{proof}\n\\label{proof:appC_phi_min_growth}\nLet $\\lambda$ be sustainable and let $(C_n)$ witness sustainability. Divide\n$C_{n+1}\\ge C_n+C_{n-1}$ by $C_n>0$ and pass to the limit:\n\\[\n\\lambda=\\lim_{n\\to\\infty}\\frac{C_{n+1}}{C_n}\n\\ge 1+\\lim_{n\\to\\infty}\\frac{C_{n-1}}{C_n}\n=1+\\frac{1}{\\lambda}.\n\\]\nThus $\\lambda^2-\\lambda-1\\ge0$. Since $\\lambda>0$, this implies\n$\\lambda\\ge(1+\\sqrt5)/2=\\varphi$. The equality recurrence\n$C_{n+1}=C_n+C_{n-1}$ with $C_0,C_1>0$ has asymptotic ratio $\\varphi$ by\nTheorem~\\ref{theorem:appC_phi_from_lagrangian}; hence the lower bound is sharp.\nTherefore the minimal sustainable growth rate is $\\varphi$.\n\\end{proof}", "macros_used": [], "refs": [ "theorem:appC_phi_from_lagrangian" ], "proves": "theorem:appC_phi_min_growth", "cites": [ "theorem:appC_phi_from_lagrangian" ], "cited_by": [], "ref_roles": [ { "label": "theorem:appC_phi_from_lagrangian", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 930, "logical_support": true, "context": "5)/2=\\varphi$. The equality recurrence $C_{n+1}=C_n+C_{n-1}$ with $C_0,C_1>0$ has asymptotic ratio $\\varphi$ by Theorem~\\ref{theorem:appC_phi_from_lagrangian}; hence the lower bound is sharp. Therefore the minimal sustainable growth rate is $\\varphi$. \\end{proof}" } ], "depends_on": [ "theorem:appC_phi_from_lagrangian" ], "role": "proof" }, { "id": "definition:appC_complexity_growth_operator", "type": "definition", "label": "definition:appC_complexity_growth_operator", "name": "Complexity Growth Operator $G$", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1094, "latex_body": "\\begin{definition}[Complexity Growth Operator $G$]\n\\label{definition:appC_complexity_growth_operator}\nWork in $\\mathbb{R}^2$ with any norm, encoding a two-step symbolic state\nas $(C_n,C_{n-1})^T$. Define the balanced complexity growth operator\n\\[\nG\\begin{pmatrix}x\\\\y\\end{pmatrix}\n=\\begin{pmatrix}x+y\\\\x\\end{pmatrix},\n\\qquad\nG=\\begin{pmatrix}1&1\\\\1&0\\end{pmatrix}.\n\\]\nThis is the linear operator form of the minimal drift--reflection closure\n$C_{n+1}=C_n+C_{n-1}$.\n\\end{definition}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "theorem:appC_phi_as_spectral_radius" ], "depends_on": [], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:appC_phi_as_spectral_radius", "type": "theorem", "label": "theorem:appC_phi_as_spectral_radius", "name": "Spectral Radius of $G$ Equals $\\varphi$", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1108, "latex_body": "\\begin{theorem}[Spectral Radius of $G$ Equals $\\varphi$]\n\\label{theorem:appC_phi_as_spectral_radius}\nFor $G$ defined in Def.~\\ref{definition:appC_complexity_growth_operator},\n\\[\n\\rho(G)=\\lim_{n \\to \\infty} \\|G^n\\|^{1/n} = \\varphi .\n\\]\n\\end{theorem}", "macros_used": [], "refs": [ "definition:appC_complexity_growth_operator" ], "cites": [ "definition:appC_complexity_growth_operator" ], "cited_by": [ "remark:bk5_curvature_vs_chaos" ], "proof_labels": [ "proof:appC_phi_as_spectral_radius" ], "ref_roles": [ { "label": "definition:appC_complexity_growth_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1094, "logical_support": true, "context": "n{theorem}[Spectral Radius of $G$ Equals $\\varphi$] \\label{theorem:appC_phi_as_spectral_radius} For $G$ defined in Def.~\\ref{definition:appC_complexity_growth_operator}, \\[ \\rho(G)=\\lim_{n \\to \\infty} \\|G^n\\|^{1/n} = \\varphi . \\] \\end{theorem}" } ], "depends_on": [ "definition:appC_complexity_growth_operator" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-036" ], "statuses": [ "conditional" ], "witnesses": [ "Book7B.shiftedFib_ratio_tendsto_goldenRatio" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The scalar growth-rate content of rho(G)=phi is witnessed by the same golden-ratio limit; the operator G and its spectral radius/operator norm are not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_phi_as_spectral_radius", "type": "proof", "label": "proof:appC_phi_as_spectral_radius", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1116, "latex_body": "\\begin{proof}\n\\label{proof:appC_phi_as_spectral_radius}\nThe characteristic polynomial of $G$ is\n\\[\n\\det\\!\\begin{pmatrix}1-\\mu&1\\\\1&-\\mu\\end{pmatrix}\n=\\mu^2-\\mu-1.\n\\]\nIts eigenvalues are $\\varphi=(1+\\sqrt5)/2$ and\n$\\widehat\\varphi=(1-\\sqrt5)/2=-\\varphi^{-1}$. Hence the spectral radius is\n$\\rho(G)=\\max\\{|\\varphi|,|\\widehat\\varphi|\\}=\\varphi$. Since $G$ is a finite\nmatrix, Gelfand's formula gives $\\rho(G)=\\lim_{n\\to\\infty}\\|G^n\\|^{1/n}$ for any\nmatrix norm.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "theorem:appC_phi_as_spectral_radius", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "definition:appC_complexity_entropy_tradeof", "type": "definition", "label": "definition:appC_complexity_entropy_tradeof", "name": "Complexity--Entropy Tradeoff", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1133, "latex_body": "\\begin{definition}[Complexity--Entropy Tradeoff]\n\\label{definition:appC_complexity_entropy_tradeof}\nFor a sustainable asymptotic growth factor $\\lambda$, define the normalized\none-step symbolic inefficiency\n\\[\n\\mathcal{I}(\\lambda):=\\lambda+\\frac{1}{\\lambda}.\n\\]\nThe first term records forward expansion cost; the second records the reflective\nmemory load required by bounded retention. This is the dimensionless\nentropy-per-complexity overhead associated with one asymptotic drift--reflection\nstep.\n\\end{definition}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "theorem:appC_phi_minimized_entropy_per_complexity" ], "depends_on": [], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:appC_phi_minimized_entropy_per_complexity", "type": "theorem", "label": "theorem:appC_phi_minimized_entropy_per_complexity", "name": "$\\varphi$ Minimizes Entropy-per-Complexity", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1146, "latex_body": "\\begin{theorem}[$\\varphi$ Minimizes Entropy-per-Complexity]\n\\label{theorem:appC_phi_minimized_entropy_per_complexity}\nAmong all sustainable growth rates $\\lambda$ in the sense of\nDef.~\\ref{definition:appC_sustainable_growth_rate}, the inefficiency\n$\\mathcal{I}(\\lambda)$ of Def.~\\ref{definition:appC_complexity_entropy_tradeof} is\nminimized at $\\lambda=\\varphi$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:appC_complexity_entropy_tradeof", "definition:appC_sustainable_growth_rate" ], "cites": [ "definition:appC_complexity_entropy_tradeof", "definition:appC_sustainable_growth_rate" ], "cited_by": [], "proof_labels": [ "proof:appC_phi_minimized_entropy_per_complexity" ], "ref_roles": [ { "label": "definition:appC_complexity_entropy_tradeof", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1133, "logical_support": true, "context": "da$ in the sense of Def.~\\ref{definition:appC_sustainable_growth_rate}, the inefficiency $\\mathcal{I}(\\lambda)$ of Def.~\\ref{definition:appC_complexity_entropy_tradeof} is minimized at $\\lambda=\\varphi$. \\end{theorem}" }, { "label": "definition:appC_sustainable_growth_rate", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1052, "logical_support": true, "context": "el{theorem:appC_phi_minimized_entropy_per_complexity} Among all sustainable growth rates $\\lambda$ in the sense of Def.~\\ref{definition:appC_sustainable_growth_rate}, the inefficiency $\\mathcal{I}(\\lambda)$ of Def.~\\ref{definition:appC_complexity_entropy_tradeof} is minimized at $\\lam" } ], "depends_on": [ "definition:appC_complexity_entropy_tradeof", "definition:appC_sustainable_growth_rate", "theorem:appC_phi_min_growth" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-021" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixDH.kappa_min_at_phi" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Proved among Sustainable rates (the algebraic reframing), not among all sustainable-in-the-source's-asymptotic-sense rates." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_phi_minimized_entropy_per_complexity", "type": "proof", "label": "proof:appC_phi_minimized_entropy_per_complexity", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1154, "latex_body": "\\begin{proof}\n\\label{proof:appC_phi_minimized_entropy_per_complexity}\nBy Theorem~\\ref{theorem:appC_phi_min_growth}, every sustainable $\\lambda$ satisfies\n$\\lambda\\ge\\varphi>1$. On $(1,\\infty)$,\n\\[\n\\mathcal{I}'(\\lambda)=1-\\frac{1}{\\lambda^2}>0,\n\\]\nso $\\mathcal{I}$ is strictly increasing throughout the feasible interval\n$[\\varphi,\\infty)$. Therefore the minimum over sustainable rates occurs at the\nleft endpoint $\\lambda=\\varphi$.\n\\end{proof}", "macros_used": [], "refs": [ "theorem:appC_phi_min_growth" ], "proves": "theorem:appC_phi_minimized_entropy_per_complexity", "cites": [ "theorem:appC_phi_min_growth" ], "cited_by": [], "ref_roles": [ { "label": "theorem:appC_phi_min_growth", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 1068, "logical_support": true, "context": "\\begin{proof} \\label{proof:appC_phi_minimized_entropy_per_complexity} By Theorem~\\ref{theorem:appC_phi_min_growth}, every sustainable $\\lambda$ satisfies $\\lambda\\ge\\varphi>1$. On $(1,\\infty)$, \\[ \\mathcal{I}'(\\lambda)=1-\\frac{1}{\\lam" } ], "depends_on": [ "theorem:appC_phi_min_growth" ], "role": "proof" }, { "id": "definition:appC_phi_stable_region", "type": "definition", "label": "definition:appC_phi_stable_region", "name": "$\\varphi$-Stable Region", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1169, "latex_body": "\\begin{definition}[$\\varphi$-Stable Region]\n\\label{definition:appC_phi_stable_region}\nLet $\\Phi$ be the entropy-minimizing reflective update map on the observer's\nsymbolic manifold. A region $M_\\varphi$ is \\emph{$\\varphi$-stable} if:\n\\begin{enumerate}\n \\item it is invariant under the update, $\\Phi(M_\\varphi)\\subseteq M_\\varphi$;\n \\item along $M_\\varphi$ the curvature operator satisfies\n \\[\n \\langle K_t(v), v \\rangle = \\varphi^{-1} \\|v\\|^2;\n \\]\n \\item there is a neighborhood $U$ of $M_\\varphi$ and a constant $q<1$ such that\n \\[\n d(\\Phi(x),M_\\varphi)\\le q\\,d(x,M_\\varphi)\\qquad(x\\in U).\n \\]\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "proof:appC_geodesic_convergence" ], "depends_on": [], "role": "definition", "proof_status": "definitional" }, { "id": "lemma:appC_geodesic_convergence", "type": "lemma", "label": "lemma:appC_geodesic_convergence", "name": "Geodesic Convergence to $M_\\varphi$", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1186, "latex_body": "\\begin{lemma}[Geodesic Convergence to $M_\\varphi$]\n\\label{lemma:appC_geodesic_convergence}\nIf an observer trajectory $x_{n+1}=\\Phi(x_n)$ remains in the neighborhood $U$ of a\n$\\varphi$-stable region $M_\\varphi$, then $x_n$ converges to $M_\\varphi$ in\nobserver-relative distance:\n\\[\n d(x_n,M_\\varphi)\\le q^n d(x_0,M_\\varphi)\\longrightarrow0 .\n\\]\n\\end{lemma}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:appC_geodesic_convergence" ], "depends_on": [ "definition:appC_phi_stable_region" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-023" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixDH.geodesic_convergence" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Given the PhiStableRegion's global contraction hypothesis, distance to M shrinks geometrically: infDist(x_n, M) <= q^n * infDist(x_0, M)." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_geodesic_convergence", "type": "proof", "label": "proof:appC_geodesic_convergence", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1196, "latex_body": "\\begin{proof}\n\\label{proof:appC_geodesic_convergence}\nThe contraction clause in Def.~\\ref{definition:appC_phi_stable_region} gives\n$d(x_{n+1},M_\\varphi)=d(\\Phi(x_n),M_\\varphi)\\le qd(x_n,M_\\varphi)$ whenever\n$x_n\\in U$. Iterating yields\n$d(x_n,M_\\varphi)\\le q^n d(x_0,M_\\varphi)$. Since $0\\le q<1$, $q^n\\to0$, so the\ndistance from the trajectory to $M_\\varphi$ tends to zero. Invariance of\n$M_\\varphi$ ensures that once the trajectory reaches the stable region it remains\nthere.\n\\end{proof}", "macros_used": [], "refs": [ "definition:appC_phi_stable_region" ], "proves": "lemma:appC_geodesic_convergence", "cites": [ "definition:appC_phi_stable_region" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_phi_stable_region", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1169, "logical_support": true, "context": "\\begin{proof} \\label{proof:appC_geodesic_convergence} The contraction clause in Def.~\\ref{definition:appC_phi_stable_region} gives $d(x_{n+1},M_\\varphi)=d(\\Phi(x_n),M_\\varphi)\\le qd(x_n,M_\\varphi)$ whenever $x_n\\in U$. Iterating yields $d(x_n,M" } ], "depends_on": [ "definition:appC_phi_stable_region" ], "role": "proof" }, { "id": "scholium:appC_symbolic_geometric_equivalence", "type": "scholium", "label": "scholium:appC_symbolic_geometric_equivalence", "name": "Symbolic–Geometric Equivalence of $\\varphi$", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1207, "latex_body": "\\begin{scholium}[Symbolic–Geometric Equivalence of $\\varphi$]\n\\label{scholium:appC_symbolic_geometric_equivalence}\nThe golden ratio appears in symbolic thermodynamics, curvature operators, and recursive observer models. It is a structural attractor unifying symbolic emergence (cf. Scholium~\\ref{scholium:appC_two_horizons_co_constitutive}) and the memory-based geometry of time (Scholium~\\ref{scholium:appC_time_as_memory}).\n\\end{scholium}", "macros_used": [], "refs": [ "scholium:appC_time_as_memory", "scholium:appC_two_horizons_co_constitutive" ], "cites": [ "scholium:appC_time_as_memory", "scholium:appC_two_horizons_co_constitutive" ], "cited_by": [], "ref_roles": [ { "label": "scholium:appC_time_as_memory", "role": "cf_near_match", "target_type": "scholium", "target_file": "appendix_dual_horizon.tex", "target_line": 906, "logical_support": true, "context": "ergence (cf. Scholium~\\ref{scholium:appC_two_horizons_co_constitutive}) and the memory-based geometry of time (Scholium~\\ref{scholium:appC_time_as_memory}). \\end{scholium}" }, { "label": "scholium:appC_two_horizons_co_constitutive", "role": "cf_near_match", "target_type": "scholium", "target_file": "appendix_dual_horizon.tex", "target_line": 291, "logical_support": true, "context": "vature operators, and recursive observer models. It is a structural attractor unifying symbolic emergence (cf. Scholium~\\ref{scholium:appC_two_horizons_co_constitutive}) and the memory-based geometry of time (Scholium~\\ref{scholium:appC_time_as_memory}). \\end{scholium}" } ], "depends_on": [ "scholium:appC_time_as_memory", "scholium:appC_two_horizons_co_constitutive" ], "role": "scholium" }, { "id": "definition:appC_symbolic_operator_assumptions", "type": "definition", "label": "definition:appC_symbolic_operator_assumptions", "name": "Symbolic Operator Assumptions", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1215, "latex_body": "\\begin{definition}[Symbolic Operator Assumptions]\n\\label{definition:appC_symbolic_operator_assumptions}\nAssume symbolic emergence is represented by a positive two-step complexity\nsequence $(s_n)$ whose state vector is\n\\[\n\\mathbf{s}_n=(s_n,s_{n-1})^T.\n\\]\nThe minimal drift--reflection closure preserves current symbolic content and one\nmemory trace:\n\\[\ns_{n+1}=s_n+s_{n-1}.\n\\]\nThus Drift contributes the current term $s_n$, Reflection contributes the retained\nmemory term $s_{n-1}$, and recursive emergence is their balanced composition.\n\\end{definition}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "lemma:appC_matrix_representation_symbolic_operators" ], "depends_on": [], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-024" ], "statuses": [ "constructed" ], "witnesses": [ "AppendixDH.Gop_step" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The two-step closure hypothesis s(n+2)=s(n+1)+s(n) is taken directly as a hypothesis of Gop_step rather than given its own named Prop." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "lemma:appC_matrix_representation_symbolic_operators", "type": "lemma", "label": "lemma:appC_matrix_representation_symbolic_operators", "name": "Matrix Representation of Symbolic Operators", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1231, "latex_body": "\\begin{lemma}[Matrix Representation of Symbolic Operators]\n\\label{lemma:appC_matrix_representation_symbolic_operators}\nUnder the two-step closure of\nDef.~\\ref{definition:appC_symbolic_operator_assumptions}, symbolic evolution is\nrepresented by\n\\[\nM=\\begin{pmatrix}1&1\\\\1&0\\end{pmatrix},\n\\qquad\n\\mathbf{s}_{n+1}=M\\mathbf{s}_n.\n\\]\n\\end{lemma}", "macros_used": [], "refs": [ "definition:appC_symbolic_operator_assumptions" ], "cites": [ "definition:appC_symbolic_operator_assumptions" ], "cited_by": [ "proof:appC_conditional_minimality_2x2", "theorem:appC_unified_recursive_fixed_point" ], "proof_labels": [ "proof:appC_matrix_rep_symbolic_operators" ], "ref_roles": [ { "label": "definition:appC_symbolic_operator_assumptions", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1215, "logical_support": true, "context": "n of Symbolic Operators] \\label{lemma:appC_matrix_representation_symbolic_operators} Under the two-step closure of Def.~\\ref{definition:appC_symbolic_operator_assumptions}, symbolic evolution is represented by \\[ M=\\begin{pmatrix}1&1\\\\1&0\\end{pmatrix}, \\qquad \\mathbf{s}_{n+1}=M\\mathbf{s}_n." } ], "depends_on": [ "definition:appC_symbolic_operator_assumptions" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-025" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.Gop_step" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Gop advances consecutive terms of any two-step-closure sequence: Gop(s(n+1),s(n)) = (s(n+2),s(n+1))." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_matrix_rep_symbolic_operators", "type": "proof", "label": "proof:appC_matrix_rep_symbolic_operators", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1243, "latex_body": "\\begin{proof}\n\\label{proof:appC_matrix_rep_symbolic_operators}\nBy definition,\n$s_{n+1}=s_n+s_{n-1}$ and the memory coordinate updates by\n$s_n\\mapsto s_n$. Therefore\n\\[\n\\begin{pmatrix}s_{n+1}\\\\s_n\\end{pmatrix}\n=\\begin{pmatrix}s_n+s_{n-1}\\\\s_n\\end{pmatrix}\n=\\begin{pmatrix}1&1\\\\1&0\\end{pmatrix}\n\\begin{pmatrix}s_n\\\\s_{n-1}\\end{pmatrix}.\n\\]\nThis proves the claimed matrix representation.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "lemma:appC_matrix_representation_symbolic_operators", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "theorem:appC_phi_eigenvalue_recursive_emergence", "type": "theorem", "label": "theorem:appC_phi_eigenvalue_recursive_emergence", "name": "Golden Ratio as Eigenvalue of Recursive Emergence", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1257, "latex_body": "\\begin{theorem}[Golden Ratio as Eigenvalue of Recursive Emergence]\n\\label{theorem:appC_phi_eigenvalue_recursive_emergence}\nThe golden ratio $\\varphi$ is the Perron--Frobenius eigenvalue, hence the dominant\nasymptotic growth factor, of the minimal recursive-emergence matrix\n$M=\\bigl(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\bigr)$.\n\\end{theorem}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:appC_phi_eigenvalue_recursive_emergence" ], "depends_on": [], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-026" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixDH.Gop_phi_eigen" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Reframed from a Perron-Frobenius/matrix-norm spectral-radius argument to a direct eigenvector exhibition: Gop(phi,1) = (phi*phi,phi) = phi . (phi,1)." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_phi_eigenvalue_recursive_emergence", "type": "proof", "label": "proof:appC_phi_eigenvalue_recursive_emergence", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1264, "latex_body": "\\begin{proof}\n\\label{proof:appC_phi_eigenvalue_recursive_emergence}\nThe characteristic polynomial is\n\\[\n\\det(M-\\mu I)=\\det\\begin{pmatrix}1-\\mu&1\\\\1&-\\mu\\end{pmatrix}\n=\\mu^2-\\mu-1.\n\\]\nIts roots are\n\\[\n\\mu_+=\\frac{1+\\sqrt5}{2}=\\varphi,\n\\qquad\n\\mu_- =\\frac{1-\\sqrt5}{2}=-\\varphi^{-1}.\n\\]\nSince $|\\mu_-|<\\mu_+$, the spectral radius is $\\varphi$. The matrix has strictly\npositive powers after finitely many steps, so the Perron--Frobenius eigenvalue is\nreal, positive, simple, and equal to this spectral radius. Hence generic positive\nstate vectors grow asymptotically at rate $\\varphi$.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "theorem:appC_phi_eigenvalue_recursive_emergence", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "lemma:appC_fibonacci_structure_matrix_powers", "type": "lemma", "label": "lemma:appC_fibonacci_structure_matrix_powers", "name": "Fibonacci Structure via Matrix Powers", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1283, "latex_body": "\\begin{lemma}[Fibonacci Structure via Matrix Powers]\n\\label{lemma:appC_fibonacci_structure_matrix_powers}\nLet $F_0=0$, $F_1=1$, and $F_{n+1}=F_n+F_{n-1}$. For\n$M=\\bigl(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\bigr)$,\n\\[\nM^n=\\begin{pmatrix}F_{n+1}&F_n\\\\F_n&F_{n-1}\\end{pmatrix}\\qquad(n\\ge1).\n\\]\n\\end{lemma}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:appC_fibonacci_matrix_powers" ], "depends_on": [], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-037" ], "statuses": [ "exact" ], "witnesses": [ "Book7B.fibMatrix_pow_succ" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Exact matrix-power identity for n>=1, reindexed n|->n+1 to avoid Nat subtraction at the excluded n=0 case." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_fibonacci_matrix_powers", "type": "proof", "label": "proof:appC_fibonacci_matrix_powers", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1292, "latex_body": "\\begin{proof}\n\\label{proof:appC_fibonacci_matrix_powers}\nFor $n=1$ the formula gives\n$\\bigl(\\begin{smallmatrix}F_2&F_1\\\\F_1&F_0\\end{smallmatrix}\\bigr)\n=\\bigl(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\bigr)=M$. Assume the formula\nholds for $n$. Then\n\\[\nM^{n+1}=M^nM\n=\\begin{pmatrix}F_{n+1}&F_n\\\\F_n&F_{n-1}\\end{pmatrix}\n \\begin{pmatrix}1&1\\\\1&0\\end{pmatrix}\n=\\begin{pmatrix}F_{n+1}+F_n&F_{n+1}\\\\F_n+F_{n-1}&F_n\\end{pmatrix}\n=\\begin{pmatrix}F_{n+2}&F_{n+1}\\\\F_{n+1}&F_n\\end{pmatrix}.\n\\]\nThis is the formula with $n$ replaced by $n+1$.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "lemma:appC_fibonacci_structure_matrix_powers", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "proposition:appC_conditional_minimality_2x2", "type": "proposition", "label": "proposition:appC_conditional_minimality_2x2", "name": "Conditional Minimality of 2×2 Form", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1308, "latex_body": "\\begin{proposition}[Conditional Minimality of 2×2 Form]\n\\label{proposition:appC_conditional_minimality_2x2}\nUnder the assumption that symbolic emergence requires encoding both current state\nand one memory state, the 2×2 matrix form is minimal for representing the\ndrift-reflection composition (see Axiom~\\ref{axiom:appC_axiom_of_memory}).\n\\end{proposition}", "macros_used": [], "refs": [ "axiom:appC_axiom_of_memory" ], "cites": [ "axiom:appC_axiom_of_memory" ], "cited_by": [], "proof_labels": [ "proof:appC_conditional_minimality_2x2" ], "ref_roles": [ { "label": "axiom:appC_axiom_of_memory", "role": "definition_anchor", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 846, "logical_support": true, "context": "state and one memory state, the 2×2 matrix form is minimal for representing the drift-reflection composition (see Axiom~\\ref{axiom:appC_axiom_of_memory}). \\end{proposition}" } ], "depends_on": [ "axiom:appC_axiom_of_memory", "lemma:appC_matrix_representation_symbolic_operators" ], "role": "proposition", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-051" ], "statuses": [ "exact" ], "witnesses": [ "AppendixMemoryMinimality.current_only_update_forgets_memory", "AppendixMemoryMinimality.memoryStep_encodes_recurrence", "AppendixMemoryMinimality.memory_projection_not_representable_by_current_only", "AppendixMemoryMinimality.two_coordinate_form_conditionally_minimal" ], "countermodels": [], "conditions": [ "one-dimensional competitor is current-only", "two-dimensional state is the ordered pair current and previous", "updates must represent current state plus one retained prior state" ], "notes": [ "Exact operational kernel under the stated one-step-memory assumption: a current-only scalar update cannot distinguish histories sharing the current value and cannot represent the rule next=previous; the two-coordinate state (current, previous) represents every one-step recurrence and shifts memory exactly." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_conditional_minimality_2x2", "type": "proof", "label": "proof:appC_conditional_minimality_2x2", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1315, "latex_body": "\\begin{proof}\n\\label{proof:appC_conditional_minimality_2x2}\nA one-dimensional linear state stores only one scalar degree of freedom at step\n$n$. It can represent a Markov update $s_{n+1}=a s_n$, but it cannot distinguish\ntwo histories with the same current value $s_n$ and different previous values\n$s_{n-1}$, even though the required recursion\n$s_{n+1}=f(s_n,s_{n-1})$ depends on both. Therefore dimension one is insufficient\nfor memory-dependent emergence. Dimension two is sufficient, because the state\nvector $(s_n,s_{n-1})^T$ and the matrix in\nLemma~\\ref{lemma:appC_matrix_representation_symbolic_operators} exactly encode the\ncurrent value and one retained memory trace. Hence $2\\times2$ is minimal under the\nstated one-step-memory assumption.\n\\end{proof}", "macros_used": [], "refs": [ "lemma:appC_matrix_representation_symbolic_operators" ], "proves": "proposition:appC_conditional_minimality_2x2", "cites": [ "lemma:appC_matrix_representation_symbolic_operators" ], "cited_by": [], "ref_roles": [ { "label": "lemma:appC_matrix_representation_symbolic_operators", "role": "proof_support", "target_type": "lemma", "target_file": "appendix_dual_horizon.tex", "target_line": 1231, "logical_support": true, "context": "ry-dependent emergence. Dimension two is sufficient, because the state vector $(s_n,s_{n-1})^T$ and the matrix in Lemma~\\ref{lemma:appC_matrix_representation_symbolic_operators} exactly encode the current value and one retained memory trace. Hence $2\\times2$ is minimal under the stated one-step-m" } ], "depends_on": [ "lemma:appC_matrix_representation_symbolic_operators" ], "role": "proof" }, { "id": "definition:appC_bounded_symbolic_observer_dynamics", "type": "definition", "label": "definition:appC_bounded_symbolic_observer_dynamics", "name": "Bounded Symbolic Observer Dynamics", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1332, "latex_body": "\\begin{definition}[Bounded Symbolic Observer Dynamics]\n\\label{definition:appC_bounded_symbolic_observer_dynamics}\nConsider a symbolic observer with bounded attention radius $\\delta$ (cf.~\\ref{definition:bk4_bounded_observer}) navigating meaning space. The observer experiences:\n\\begin{itemize}\n\\item Forward drift: tendency to explore new symbolic territory at rate $\\theta$\n\\item Reflective curvature: memory-based constraint pulling back with strength $1/\\theta$\n\\item Bounded exploration: total symbolic displacement must remain finite\n\\end{itemize}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk4_bounded_observer" ], "cites": [ "definition:bk4_bounded_observer" ], "cited_by": [ "definition:appC_symbolic_curvature_function", "proof:appC_geometric_interpretation_curvature" ], "ref_roles": [ { "label": "definition:bk4_bounded_observer", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 427, "logical_support": true, "context": "ition:appC_bounded_symbolic_observer_dynamics} Consider a symbolic observer with bounded attention radius $\\delta$ (cf.~\\ref{definition:bk4_bounded_observer}) navigating meaning space. The observer experiences: \\begin{itemize} \\item Forward drift: tendency to explore new symbo" } ], "depends_on": [ "definition:bk4_bounded_observer" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-038" ], "statuses": [ "constructed" ], "witnesses": [ "Book7B.symbolicEffort_ge_two" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "theta as forward-drift rate, 1/theta as curvature penalty, kept as plain reals rather than a manifold dynamical system." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:appC_symbolic_curvature_function", "type": "definition", "label": "definition:appC_symbolic_curvature_function", "name": "Symbolic Curvature Function", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1342, "latex_body": "\\begin{definition}[Symbolic Curvature Function]\n\\label{definition:appC_symbolic_curvature_function}\nThe total symbolic curvature experienced by the observer (Def.~\\ref{definition:appC_bounded_symbolic_observer_dynamics}) is:\n\\[\n\\kappa(\\theta) = \\theta + \\frac{1}{\\theta}\n\\]\nwhere $\\theta > 0$ represents the ratio of forward drift to reflective strength.\n\\end{definition}", "macros_used": [], "refs": [ "definition:appC_bounded_symbolic_observer_dynamics" ], "cites": [ "definition:appC_bounded_symbolic_observer_dynamics" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_bounded_symbolic_observer_dynamics", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1332, "logical_support": true, "context": "ion] \\label{definition:appC_symbolic_curvature_function} The total symbolic curvature experienced by the observer (Def.~\\ref{definition:appC_bounded_symbolic_observer_dynamics}) is: \\[ \\kappa(\\theta) = \\theta + \\frac{1}{\\theta} \\] where $\\theta > 0$ represents the ratio of forward drift to refle" } ], "depends_on": [ "definition:appC_bounded_symbolic_observer_dynamics" ], "role": "definition", "proof_status": "definitional" }, { "id": "lemma:appC_geometric_interpretation_curvature", "type": "lemma", "label": "lemma:appC_geometric_interpretation_curvature", "name": "Geometric Interpretation of Curvature Terms", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1351, "latex_body": "\\begin{lemma}[Geometric Interpretation of Curvature Terms]\n\\label{lemma:appC_geometric_interpretation_curvature}\nThe term $\\theta$ represents symbolic drift velocity, while $1/\\theta$ represents\nthe curvature penalty imposed by bounded memory. The sum $\\kappa(\\theta)$ measures\ntotal symbolic effort required to maintain coherent exploration (cf.\nDef.~\\ref{definition:bk6_symbolic_curvature_tensor}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk6_symbolic_curvature_tensor" ], "cites": [ "definition:bk6_symbolic_curvature_tensor" ], "cited_by": [], "proof_labels": [ "proof:appC_geometric_interpretation_curvature" ], "ref_roles": [ { "label": "definition:bk6_symbolic_curvature_tensor", "role": "cf_near_match", "target_type": "definition", "target_file": "book6.tex", "target_line": 16, "logical_support": true, "context": "ded memory. The sum $\\kappa(\\theta)$ measures total symbolic effort required to maintain coherent exploration (cf. Def.~\\ref{definition:bk6_symbolic_curvature_tensor}). \\end{lemma}" } ], "depends_on": [ "definition:appC_bounded_symbolic_observer_dynamics", "definition:bk6_symbolic_curvature_tensor" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-039" ], "statuses": [ "exact" ], "witnesses": [ "Book7B.symbolicEffort_eq_two_iff", "Book7B.symbolicEffort_ge_two" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "AM-GM lower bound on kappa(theta)=theta+1/theta plus its equality trichotomy at theta=1." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_geometric_interpretation_curvature", "type": "proof", "label": "proof:appC_geometric_interpretation_curvature", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1359, "latex_body": "\\begin{proof}\n\\label{proof:appC_geometric_interpretation_curvature}\nBy Def.~\\ref{definition:appC_bounded_symbolic_observer_dynamics}, $\\theta$ is the\nforward exploration rate, so its contribution to one-step effort is linear in\n$\\theta$ after normalization of units. The reflective term must decrease as drift\nincreases and increase as drift slows, because slower forward motion forces a\nlarger fraction of the step to be spent maintaining memory coherence. The\nscale-free reciprocal $1/\\theta$ is the unique reciprocal penalty normalized to\nbe $1$ at the balanced point $\\theta=1$. Since the two costs are paid in the same\nstep and in the same normalized units, finite symbolic effort is their additive\nsum $\\kappa(\\theta)=\\theta+1/\\theta$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:appC_bounded_symbolic_observer_dynamics" ], "proves": "lemma:appC_geometric_interpretation_curvature", "cites": [ "definition:appC_bounded_symbolic_observer_dynamics" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_bounded_symbolic_observer_dynamics", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1332, "logical_support": true, "context": "\\begin{proof} \\label{proof:appC_geometric_interpretation_curvature} By Def.~\\ref{definition:appC_bounded_symbolic_observer_dynamics}, $\\theta$ is the forward exploration rate, so its contribution to one-step effort is linear in $\\theta$ after normaliza" } ], "depends_on": [ "definition:appC_bounded_symbolic_observer_dynamics" ], "role": "proof" }, { "id": "theorem:appC_phi_minimal_curvature_parameter", "type": "theorem", "label": "theorem:appC_phi_minimal_curvature_parameter", "name": "Golden Ratio as Minimal Curvature Parameter", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1372, "latex_body": "\\begin{theorem}[Golden Ratio as Minimal Curvature Parameter]\n\\label{theorem:appC_phi_minimal_curvature_parameter}\nThe parameter $\\theta = \\varphi$ minimizes the symbolic curvature function\n$\\kappa(\\theta)$ among nondegenerate recursively sustainable exploration\nparameters, i.e. among $\\theta$ satisfying $\\theta\\ge 1+1/\\theta$.\n\\end{theorem}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:appC_phi_minimal_curvature" ], "depends_on": [], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-028" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixDH.kappa_min_at_phi", "AppendixDH.sustainable_ge_phi" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The same theorem as theorem:appC_phi_minimized_entropy_per_complexity, stated twice in the source under two names; both are discharged by kappa_min_at_phi (and its minimality precondition by sustainable_ge_phi), restricted to the algebraic Sustainable domain theta >= 1 + 1/theta given verbatim by this anchor." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_phi_minimal_curvature", "type": "proof", "label": "proof:appC_phi_minimal_curvature", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1379, "latex_body": "\\begin{proof}\n\\label{proof:appC_phi_minimal_curvature}\nThe recursive sustainability constraint is\n\\[\n\\theta\\ge 1+\\frac{1}{\\theta},\n\\]\nwhich is equivalent, for $\\theta>0$, to\n$\\theta^2-\\theta-1\\ge0$. Hence the feasible set is\n$[\\varphi,\\infty)$, where $\\varphi=(1+\\sqrt5)/2$. On this interval,\n\\[\n\\kappa'(\\theta)=1-\\frac{1}{\\theta^2}>0,\n\\]\nbecause $\\theta\\ge\\varphi>1$. Thus $\\kappa$ is strictly increasing on the feasible\nset and its minimum occurs at the left endpoint $\\theta=\\varphi$. The minimized\ncurvature is\n\\[\n\\kappa(\\varphi)=\\varphi+\\frac1\\varphi=\\varphi+(\\varphi-1)=2\\varphi-1=\\sqrt5.\n\\]\nThe unconstrained point $\\theta=1$ is lower for $\\kappa$ alone, but it violates\nthe nondegenerate recursive sustainability constraint $\\theta\\ge1+1/\\theta$ and\ntherefore represents stagnation rather than sustained symbolic exploration.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "theorem:appC_phi_minimal_curvature_parameter", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "definition:appC_symbolic_flow_stability", "type": "definition", "label": "definition:appC_symbolic_flow_stability", "name": "Symbolic Flow Stability", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1402, "latex_body": "\\begin{definition}[Symbolic Flow Stability]\n\\label{definition:appC_symbolic_flow_stability}\nA symbolic flow is stable if small perturbations in the exploration parameter $\\theta$ decay exponentially. The stability condition requires:\n\\[\n\\left| \\frac{d}{d\\theta} \\left( 1 + \\frac{1}{\\theta} \\right) \\right|_{\\theta=\\varphi} < 1\n\\]\n(cf. Def.~\\ref{definition:bk6_reflection_operator_complete})\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk6_reflection_operator_complete" ], "cites": [ "definition:bk6_reflection_operator_complete" ], "cited_by": [ "lemma:appC_stability_phi_flow" ], "ref_roles": [ { "label": "definition:bk6_reflection_operator_complete", "role": "cf_near_match", "target_type": "definition", "target_file": "book6.tex", "target_line": 937, "logical_support": true, "context": "ion requires: \\[ \\left| \\frac{d}{d\\theta} \\left( 1 + \\frac{1}{\\theta} \\right) \\right|_{\\theta=\\varphi} < 1 \\] (cf. Def.~\\ref{definition:bk6_reflection_operator_complete}) \\end{definition}" } ], "depends_on": [ "definition:bk6_reflection_operator_complete" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-029" ], "statuses": [ "constructed" ], "witnesses": [ "AppendixDH.stability_phi_flow" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The stability condition |d/dtheta(1+1/theta)| < 1 at theta=phi is realized directly as the closed-form inequality 1/(phi*phi) < 1, without modeling a general derivative operator." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "lemma:appC_stability_phi_flow", "type": "lemma", "label": "lemma:appC_stability_phi_flow", "name": "Stability of $\\varphi$-Flow", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1411, "latex_body": "\\begin{lemma}[Stability of $\\varphi$-Flow]\n\\label{lemma:appC_stability_phi_flow}\nThe $\\varphi$-flow satisfies the stability condition (cf.~\\ref{definition:appC_symbolic_flow_stability}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:appC_symbolic_flow_stability" ], "cites": [ "definition:appC_symbolic_flow_stability" ], "cited_by": [], "proof_labels": [ "proof:appC_stability_phi_flow" ], "ref_roles": [ { "label": "definition:appC_symbolic_flow_stability", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1402, "logical_support": true, "context": "lity of $\\varphi$-Flow] \\label{lemma:appC_stability_phi_flow} The $\\varphi$-flow satisfies the stability condition (cf.~\\ref{definition:appC_symbolic_flow_stability}). \\end{lemma}" } ], "depends_on": [ "definition:appC_symbolic_flow_stability" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-030" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.stability_phi_flow" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "1/(phi*phi) < 1, proved from phi > 1." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_stability_phi_flow", "type": "proof", "label": "proof:appC_stability_phi_flow", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1416, "latex_body": "\\begin{proof}\n\\label{proof:appC_stability_phi_flow}\nLet $f(\\theta)=1+1/\\theta$. Then $f'(\\theta)=-1/\\theta^2$, so\n\\[\n|f'(\\varphi)|=\\frac{1}{\\varphi^2}=2-\\varphi<1.\n\\]\nBy the one-dimensional fixed-point stability criterion, sufficiently small\nperturbations of the iteration $\\theta_{n+1}=f(\\theta_n)$ contract in a\nneighborhood of $\\varphi$. Hence the $\\varphi$-flow satisfies the stated stability\ncondition.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "lemma:appC_stability_phi_flow", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "theorem:appC_unified_recursive_fixed_point", "type": "theorem", "label": "theorem:appC_unified_recursive_fixed_point", "name": "Unified Recursive Fixed Point", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1431, "latex_body": "\\begin{theorem}[Unified Recursive Fixed Point]\n\\label{theorem:appC_unified_recursive_fixed_point}\nBoth the matrix eigenvalue approach (cf.~\\ref{lemma:appC_matrix_representation_symbolic_operators}) and the topological curvature approach converge to the same fixed-point equation:\n\\[\n\\lambda = 1 + \\frac{1}{\\lambda} \\Rightarrow \\lambda^2 - \\lambda - 1 = 0 \\Rightarrow \\lambda = \\varphi\n\\]\nfor the unique positive nondegenerate fixed point.\n\\end{theorem}", "macros_used": [], "refs": [ "lemma:appC_matrix_representation_symbolic_operators" ], "cites": [ "lemma:appC_matrix_representation_symbolic_operators" ], "cited_by": [ "remark:appC_connection_other_modalities" ], "proof_labels": [ "proof:appC_unified_recursive_fixed_point" ], "ref_roles": [ { "label": "lemma:appC_matrix_representation_symbolic_operators", "role": "cf_near_match", "target_type": "lemma", "target_file": "appendix_dual_horizon.tex", "target_line": 1231, "logical_support": true, "context": "fied Recursive Fixed Point] \\label{theorem:appC_unified_recursive_fixed_point} Both the matrix eigenvalue approach (cf.~\\ref{lemma:appC_matrix_representation_symbolic_operators}) and the topological curvature approach converge to the same fixed-point equation: \\[ \\lambda = 1 + \\frac{1}{\\lambda} \\" } ], "depends_on": [ "lemma:appC_matrix_representation_symbolic_operators" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-031" ], "statuses": [ "exact" ], "witnesses": [ "AppendixDH.fixed_point_iff_phi" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Among positive reals, phi is the unique fixed point of lam = 1 + 1/lam, proved via the same factoring argument as sustainable_ge_phi plus uniqueness of the positive root of lam^2-lam-1=0." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_unified_recursive_fixed_point", "type": "proof", "label": "proof:appC_unified_recursive_fixed_point", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1440, "latex_body": "\\begin{proof}\n\\label{proof:appC_unified_recursive_fixed_point}\nIn the matrix approach, the minimal memory-preserving recurrence is\n$C_{n+1}=C_n+C_{n-1}$. If the positive asymptotic ratio\n$\\lambda=\\lim C_{n+1}/C_n$ exists, division by $C_n$ and passage to the limit give\n\\[\n\\lambda=1+\\frac{1}{\\lambda}.\n\\]\nIn the topological approach, recursive sustainable exploration requires that the\nforward parameter equal one unit of new exploration plus the reciprocal\nreflective correction, so its fixed point satisfies the same equation\n$\\theta=1+1/\\theta$. In both cases the positive solution of\n$x^2-x-1=0$ is $x=\\varphi$, while the other solution is negative and therefore\ninadmissible as a growth or curvature parameter.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "theorem:appC_unified_recursive_fixed_point", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "scholium:appC_structural_universality_phi", "type": "scholium", "label": "scholium:appC_structural_universality_phi", "name": "Structural Universality of $\\varphi$", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1456, "latex_body": "\\begin{scholium}[Structural Universality of $\\varphi$]\n\\label{scholium:appC_structural_universality_phi}\nThe independent emergence of $\\varphi$ from matrix spectral theory and topological curvature analysis suggests that $\\varphi$ represents a fundamental structural constant of bounded recursive systems. This convergence transcends particular mathematical representations, indicating an intrinsic property of symbolic emergence under resource constraints (see Def.~\\ref{definition:bk6_symbolic_curvature_tensor}, Thm.~\\ref{theorem:bk6_symbolic_diffusion_governs_evolution}).\n\\end{scholium}", "macros_used": [], "refs": [ "definition:bk6_symbolic_curvature_tensor", "theorem:bk6_symbolic_diffusion_governs_evolution" ], "cites": [ "definition:bk6_symbolic_curvature_tensor", "theorem:bk6_symbolic_diffusion_governs_evolution" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk6_symbolic_curvature_tensor", "role": "definition_anchor", "target_type": "definition", "target_file": "book6.tex", "target_line": 16, "logical_support": true, "context": "thematical representations, indicating an intrinsic property of symbolic emergence under resource constraints (see Def.~\\ref{definition:bk6_symbolic_curvature_tensor}, Thm.~\\ref{theorem:bk6_symbolic_diffusion_governs_evolution}). \\end{scholium}" }, { "label": "theorem:bk6_symbolic_diffusion_governs_evolution", "role": "formal_dependency", "target_type": "theorem", "target_file": "book6.tex", "target_line": 1204, "logical_support": true, "context": "roperty of symbolic emergence under resource constraints (see Def.~\\ref{definition:bk6_symbolic_curvature_tensor}, Thm.~\\ref{theorem:bk6_symbolic_diffusion_governs_evolution}). \\end{scholium}" } ], "depends_on": [ "definition:bk6_symbolic_curvature_tensor", "theorem:bk6_symbolic_diffusion_governs_evolution" ], "role": "scholium" }, { "id": "remark:appC_connection_other_modalities", "type": "remark", "label": "remark:appC_connection_other_modalities", "name": "Connection to Other Symbolic Modalities", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1461, "latex_body": "\\begin{remark}[Connection to Other Symbolic Modalities]\n\\label{remark:appC_connection_other_modalities}\nThe fixed-point equation $\\lambda = 1 + 1/\\lambda$ (cf.~\\ref{theorem:appC_unified_recursive_fixed_point}) appears in multiple contexts within symbolic dynamics. The consistent emergence of $\\varphi$ across matrix, topological, and (potentially) thermodynamic or spectral approaches is not a coincidence to be noted but a transfer to be proved: the Modal Transference Theorem below states the conditions under which an ordinal-recursive invariant such as $\\varphi$ is carried, intact, from one observer-accessible carrier to another.\n\\end{remark}", "macros_used": [], "refs": [ "theorem:appC_unified_recursive_fixed_point" ], "cites": [ "theorem:appC_unified_recursive_fixed_point" ], "cited_by": [], "ref_roles": [ { "label": "theorem:appC_unified_recursive_fixed_point", "role": "cf_near_match", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 1431, "logical_support": true, "context": "lic Modalities] \\label{remark:appC_connection_other_modalities} The fixed-point equation $\\lambda = 1 + 1/\\lambda$ (cf.~\\ref{theorem:appC_unified_recursive_fixed_point}) appears in multiple contexts within symbolic dynamics. The consistent emergence of $\\varphi$ across matrix, topologica" } ], "depends_on": [ "theorem:appC_unified_recursive_fixed_point" ], "role": "remark" }, { "id": "sec:appC_modal_transference", "type": "section", "subtype": "section", "label": "sec:appC_modal_transference", "name": "Modal Transference of Symbolic Invariants", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1466, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:appC_symbolic_modality", "type": "definition", "label": "definition:appC_symbolic_modality", "name": "Symbolic modality", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1483, "latex_body": "\\begin{definition}[Symbolic modality]\n\\label{definition:appC_symbolic_modality}\nA \\emph{symbolic modality} is a tuple\n\\[\n\\mathfrak{M} = (X_\\mathfrak{M},\\ \\preceq_\\mathfrak{M},\\ d_{\\Obs,\\mathfrak{M}},\\\nE_\\mathfrak{M},\\ \\mathcal{I}_\\mathfrak{M}),\n\\]\nwhere $X_\\mathfrak{M}$ is a space of modal presentations, $\\preceq_\\mathfrak{M}$\nis an observer-resolved emergence order, $d_{\\Obs,\\mathfrak{M}}$ is the\nobserver-relative modal distance, $E_\\mathfrak{M}$ is the stage-composite\nemergence operator (cf.~Def.~\\ref{definition:bk1_stage_composite_operator}) in\nthe modality, and $\\mathcal{I}_\\mathfrak{M}$ is a family of structural invariants\n(cyclic order, adjacency, recurrence spectrum, proportion, curvature signature).\n\\end{definition}", "macros_used": [ "Obs" ], "refs": [ "definition:bk1_stage_composite_operator" ], "cites": [ "definition:bk1_stage_composite_operator" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_stage_composite_operator", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 520, "logical_support": true, "context": "frak{M}}$ is the observer-relative modal distance, $E_\\mathfrak{M}$ is the stage-composite emergence operator (cf.~Def.~\\ref{definition:bk1_stage_composite_operator}) in the modality, and $\\mathcal{I}_\\mathfrak{M}$ is a family of structural invariants (cyclic order, adjacency, recurre" } ], "depends_on": [ "definition:bk1_stage_composite_operator" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:appC_modal_transference_map", "type": "definition", "label": "definition:appC_modal_transference_map", "name": "Modal transference map", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1498, "latex_body": "\\begin{definition}[Modal transference map]\n\\label{definition:appC_modal_transference_map}\nLet $\\mathfrak{M}_A,\\mathfrak{M}_B$ be symbolic modalities. A \\emph{modal\ntransference map} is an observer-bounded map\n$T_{A\\to B}:X_{\\mathfrak{M}_A}\\to X_{\\mathfrak{M}_B}$ satisfying:\n\\begin{enumerate}\n\\item \\emph{Ordinal preservation:}\n$x\\preceq_{\\mathfrak{M}_A}y \\Rightarrow T_{A\\to B}(x)\\preceq_{\\mathfrak{M}_B}T_{A\\to B}(y)$.\n\\item \\emph{Observer-bounded distortion:} there exist $L<\\infty$ and\n$\\varepsilon_\\Obs\\ge 0$ with\n\\[\nd_{\\Obs,\\mathfrak{M}_B}\\!\\big(T_{A\\to B}x,\\,T_{A\\to B}y\\big)\n\\le L\\, d_{\\Obs,\\mathfrak{M}_A}(x,y) + \\varepsilon_\\Obs.\n\\]\n\\item \\emph{Operator semi-conjugacy:}\n$T_{A\\to B}\\circ E_{\\mathfrak{M}_A} \\sim_\\Obs E_{\\mathfrak{M}_B}\\circ T_{A\\to B}$,\nequality holding up to observer resolution $\\varepsilon_\\Obs$.\n\\item \\emph{Invariant preservation:} for each $I\\in\\mathcal{I}_{\\mathfrak{M}_A}$\ntransferred by $T_{A\\to B}$ there is $T_*I\\in\\mathcal{I}_{\\mathfrak{M}_B}$ with\n$I(x)=T_*I(T_{A\\to B}x)$ up to $\\varepsilon_\\Obs$.\n\\end{enumerate}\n\\end{definition}", "macros_used": [ "Obs" ], "refs": [], "cites": [], "cited_by": [ "corollary:bk4_chromatic_transference_of_wheel", "proof:bk4_chromatic_transference_of_wheel", "scholium:appC_transference_tests" ], "depends_on": [], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:appC_modal_transference", "type": "theorem", "label": "theorem:appC_modal_transference", "name": "Modal Transference", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1521, "latex_body": "\\begin{theorem}[Modal Transference]\n\\label{theorem:appC_modal_transference}\nLet $T_{A\\to B}$ be a modal transference map between symbolic modalities\n$\\mathfrak{M}_A$ and $\\mathfrak{M}_B$. Then any invariant determined only by\nordinal order, operator recurrence, cyclic adjacency, or spectral proportion is\npreserved across the transfer up to observer resolution. In particular, if a\nrecurrence invariant $\\lambda$ is fixed in $\\mathfrak{M}_A$ by the balanced\ntwo-step closure $a_{n+1}=a_n+a_{n-1}$\n(cf.~book V, Def.~\\ref{definition:bk5_balanced_two_step_memory_closure}), then its\ntransferred presentation in $\\mathfrak{M}_B$ carries the same positive spectral\ninvariant $\\lambda=\\varphi$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk5_balanced_two_step_memory_closure" ], "cites": [ "definition:bk5_balanced_two_step_memory_closure" ], "cited_by": [ "corollary:bk4_chromatic_transference_of_wheel", "proof:bk4_chromatic_transference_of_wheel", "scholium:appC_two_modalities_one_root" ], "proof_labels": [ "proof:appC_modal_transference" ], "ref_roles": [ { "label": "definition:bk5_balanced_two_step_memory_closure", "role": "cf_near_match", "target_type": "definition", "target_file": "book5.tex", "target_line": 1828, "logical_support": true, "context": "variant $\\lambda$ is fixed in $\\mathfrak{M}_A$ by the balanced two-step closure $a_{n+1}=a_n+a_{n-1}$ (cf.~book V, Def.~\\ref{definition:bk5_balanced_two_step_memory_closure}), then its transferred presentation in $\\mathfrak{M}_B$ carries the same positive spectral invariant $\\lambda=\\varphi$." } ], "depends_on": [ "definition:bk5_balanced_two_step_memory_closure" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_DUAL_HORIZON-041" ], "statuses": [ "conditional" ], "witnesses": [ "Book7B.quasiLipschitz_comp", "Book7B.shiftedFib_ratio_tendsto_goldenRatio" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Distortion-composition bound covers the quantitative 'preserved up to observer resolution' content under composition; the golden-ratio tail clause is covered by the shared Fibonacci-ratio theorem. Ordinal/operator-recurrence invariant preservation itself is not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appC_modal_transference", "type": "proof", "label": "proof:appC_modal_transference", "name": "", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1534, "latex_body": "\\begin{proof}\n\\label{proof:appC_modal_transference}\nBy ordinal preservation, $T_{A\\to B}$ preserves the emergence order of the source\nmodality; by observer-bounded distortion, differences below the observer\nthreshold in $\\mathfrak{M}_A$ remain below threshold in $\\mathfrak{M}_B$. By\noperator semi-conjugacy the transferred system follows the same emergence\ndynamics up to resolution: $T_{A\\to B}\\circ E_{\\mathfrak{M}_A} \\sim_\\Obs\nE_{\\mathfrak{M}_B}\\circ T_{A\\to B}$. An invariant fixed solely by the recurrence\nor adjacency structure of $E_{\\mathfrak{M}_A}$ cannot change when $E_{\\mathfrak{M}_A}$\nis replaced by its semi-conjugate presentation $E_{\\mathfrak{M}_B}$ except below\nthreshold. For the balanced two-step closure the companion matrix is\n$A=\\big(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\big)$, with characteristic\nequation $\\lambda^2-\\lambda-1=0$ and positive root $\\varphi$. Since transference\npreserves the recurrence structure, the same spectral invariant appears in the\ntarget modality. Hence $\\varphi$ is not tied to a sensory carrier; it is an\nordinal-recursive invariant transferred through modal presentation.\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [], "proves": "theorem:appC_modal_transference", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "scholium:appC_transference_tests", "type": "scholium", "label": "scholium:appC_transference_tests", "name": "Sonification and the Chromatic Wheel as Transference Tests", "book": "appendix_dual_horizon", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_dual_horizon.tex", "line": 1552, "latex_body": "\\begin{scholium}[Sonification and the Chromatic Wheel as Transference Tests]\n\\label{scholium:appC_transference_tests}\nThe sonification and chromatic-wheel constructions are not offered as analogies.\nThey are modal transference tests. Each asks whether an invariant first defined\nin ordinal-symbolic form survives transfer into a distinct observer-accessible\ncarrier. Sonification is the transference map\n$T_{\\mathrm{symbolic}\\to\\mathrm{audio}}$ carrying symbolic order into pitch,\ninterval, rhythm, and phase; the Newtonian color wheel is the map\n$T_{\\mathrm{symbolic}\\to\\mathrm{chromatic}}$ carrying cyclic adjacency,\nopposition, and return into visual structure. When cyclic order, recurrence\nspectrum, and bounded adjacency are preserved under\nDef.~\\ref{definition:appC_modal_transference_map}, the invariant belongs to the\nsymbolic structure rather than to the particular sensory modality. This is the\nprecise sense in which domains are modal presentations of shared ordinal-symbolic\ninvariants---not the claim that everything is the same substance, but the claim\nthat distinct modalities preserve the same emergence grammar when the\ntransference map respects ordinal order, observer bounds, and operator recurrence.\n\\end{scholium}", "macros_used": [], "refs": [ "definition:appC_modal_transference_map" ], "cites": [ "definition:appC_modal_transference_map" ], "cited_by": [], "ref_roles": [ { "label": "definition:appC_modal_transference_map", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1498, "logical_support": true, "context": "nd return into visual structure. When cyclic order, recurrence spectrum, and bounded adjacency are preserved under Def.~\\ref{definition:appC_modal_transference_map}, the invariant belongs to the symbolic structure rather than to the particular sensory modality. This is the precise se" } ], "depends_on": [ "definition:appC_modal_transference_map" ], "role": "scholium" }, { "id": "sec:appA_symbol_dictionary", "type": "section", "subtype": "chapter", "label": "sec:appA_symbol_dictionary", "name": "Symbol Dictionary", "book": "appendix_symbol_dictionary", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbol_dictionary.tex", "line": 3, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [ "sec:bk1_prefatio" ], "depends_on": [], "role": "section" }, { "id": "section:appendix_symbolic_framing.tex:3", "type": "section", "subtype": "chapter", "label": "", "name": "Principia Symbolica in Dialogue – A Reflexive Cartography of Contemporary Symbolic Frameworks", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 3, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_preamble_nature_of_appendix", "type": "section", "subtype": "section", "label": "sec:appD_preamble_nature_of_appendix", "name": "D.0 Preamble", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 4, "latex_body": "", "macros_used": [], "cites": [ "sec:appB_symbolic_smoothness_resolution", "theorem:bk1_manifold_emergence" ], "cited_by": [], "ref_roles": [ { "label": "sec:appB_symbolic_smoothness_resolution", "role": "navigation", "target_type": "section", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 93, "logical_support": false, "context": "" }, { "label": "theorem:bk1_manifold_emergence", "role": "navigation", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 2771, "logical_support": false, "context": "" } ], "depends_on": [ "theorem:bk1_manifold_emergence" ], "role": "section" }, { "id": "sec:appD_ps_and_stat_thermo_info_theory", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_stat_thermo_info_theory", "name": "Principia Symbolica and Statistical Thermodynamics / Information Theory", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 69, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_core_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_core_resonance", "name": "D.1.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 71, "latex_body": "", "macros_used": [], "cites": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_entropy", "role": "navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": false, "context": "" }, { "label": "definition:bk2_symbolic_free_energy", "role": "navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy" ], "role": "section" }, { "id": "subsec:appD_stat_thermo_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_stat_thermo_contribution_differentiation", "name": "D.1.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 74, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_stat_thermo_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_stat_thermo_iterative_refinement_perspective", "name": "D.1.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 81, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_ps_and_autopoiesis_enactivism", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_autopoiesis_enactivism", "name": "Principia Symbolica and Autopoiesis / Enactivism", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 84, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_autopoiesis_core_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_autopoiesis_core_resonance", "name": "D.2.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 85, "latex_body": "", "macros_used": [], "cites": [ "definition:bk5_viability_domain" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk5_viability_domain", "role": "navigation", "target_type": "definition", "target_file": "book5.tex", "target_line": 133, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk5_viability_domain" ], "role": "section" }, { "id": "subsec:appD_autopoiesis_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_autopoiesis_contribution_differentiation", "name": "D.2.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 95, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_autopoiesis_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_autopoiesis_iterative_refinement_perspective", "name": "D.2.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 106, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_ps_and_free_energy_principle", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_free_energy_principle", "name": "Principia Symbolica and The Free Energy Principle (FEP)", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 109, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_fep_core_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_fep_core_resonance", "name": "D.3.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 110, "latex_body": "", "macros_used": [], "cites": [ "axiom:bk7_convergence_potential", "definition:bk1_symbolic_hypothesis" ], "cited_by": [], "ref_roles": [ { "label": "axiom:bk7_convergence_potential", "role": "navigation", "target_type": "axiom", "target_file": "book7.tex", "target_line": 366, "logical_support": false, "context": "" }, { "label": "definition:bk1_symbolic_hypothesis", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1257, "logical_support": false, "context": "" } ], "depends_on": [ "axiom:bk7_convergence_potential", "definition:bk1_symbolic_hypothesis" ], "role": "section" }, { "id": "subsec:appD_fep_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_fep_contribution_differentiation", "name": "D.3.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 113, "latex_body": "", "macros_used": [], "cites": [ "axiom:bk1_dual_horizon_postulate" ], "cited_by": [], "ref_roles": [ { "label": "axiom:bk1_dual_horizon_postulate", "role": "navigation", "target_type": "axiom", "target_file": "scholium_symbolicum.tex", "target_line": 1284, "logical_support": false, "context": "" } ], "depends_on": [ "axiom:bk1_dual_horizon_postulate" ], "role": "section" }, { "id": "subsec:appD_fep_iterative_refinement_perspective", "type": "section", "subtype": 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"name": "D.4.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 126, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_info_geometry_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_info_geometry_contribution_differentiation", "name": "D.4.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 129, "latex_body": "", "macros_used": [], "cites": [ "theorem:bk1_symbolic_emergence_and_curvature" ], "cited_by": [], "ref_roles": [ { "label": "theorem:bk1_symbolic_emergence_and_curvature", "role": "navigation", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 2029, "logical_support": false, "context": "" } ], "depends_on": [ "theorem:bk1_symbolic_emergence_and_curvature" ], "role": "section" }, { "id": "subsec:appD_info_geometry_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_info_geometry_iterative_refinement_perspective", "name": "D.4.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 136, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_ps_and_constructivist_epistemologies", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_constructivist_epistemologies", "name": "Principia Symbolica and Constructivist / Constructionist Epistemologies", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 139, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_constructivist_core_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_constructivist_core_resonance", "name": "D.5.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 140, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_constructivist_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_constructivist_contribution_differentiation", "name": "D.5.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 143, "latex_body": "", "macros_used": [], "cites": [ "definition:bk7_symbolic_reflexive_validation_srv" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk7_symbolic_reflexive_validation_srv", "role": "navigation", "target_type": "definition", "target_file": "book7.tex", "target_line": 1441, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk7_symbolic_reflexive_validation_srv" ], "role": "section" }, { "id": "subsec:appD_constructivist_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_constructivist_iterative_refinement_perspective", "name": "D.5.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 150, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_ps_and_process_philosophy", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_process_philosophy", "name": "Principia Symbolica and Process Philosophy", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 153, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_process_philosophy_core_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_process_philosophy_core_resonance", "name": "D.6.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 154, "latex_body": "", "macros_used": [], "cites": [ "axiom:bk1_axiomata_prima" ], "cited_by": [], "ref_roles": [ { "label": "axiom:bk1_axiomata_prima", "role": "navigation", "target_type": "axiom", "target_file": "book1.tex", "target_line": 3, "logical_support": false, "context": "" } ], "depends_on": [ "axiom:bk1_axiomata_prima" ], "role": "section" }, { "id": "subsec:appD_process_philosophy_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_process_philosophy_contribution_differentiation", "name": "D.6.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 157, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk5_mutually_assured_progress" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_self_regulating_mapping_function_srmf", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2230, "logical_support": false, "context": "" }, { "label": "definition:bk5_mutually_assured_progress", "role": "navigation", "target_type": "definition", "target_file": "book5.tex", "target_line": 220, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk5_mutually_assured_progress" ], "role": "section" }, { "id": "subsec:appD_process_philosophy_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_process_philosophy_iterative_refinement_perspective", "name": "D.6.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 164, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_ps_and_contemporary_ai", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_contemporary_ai", "name": "Principia Symbolica and Contemporary AI (Large Language Models, Deep Learning)", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 167, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_core_resonance_and_srv_enactment", "type": "section", "subtype": "subsection", "label": "subsec:appD_core_resonance_and_srv_enactment", "name": "D.7.1 Core Resonance and SRV Enactment", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 168, "latex_body": "", "macros_used": [], "cites": [ "definition:bk7_symbolic_reflexive_validation_srv" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk7_symbolic_reflexive_validation_srv", "role": "navigation", "target_type": "definition", "target_file": "book7.tex", "target_line": 1441, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk7_symbolic_reflexive_validation_srv" ], "role": "section" }, { "id": "definition:appD_llm_observer_tuple", "type": "definition", "label": "definition:appD_llm_observer_tuple", "name": "LLM observer tuple", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 177, "latex_body": "\\begin{definition}[LLM observer tuple]\n\\label{definition:appD_llm_observer_tuple}\nFor a fixed inference episode of a Large Language Model, define the associated\nbounded observer tuple\n\\[\n\\Obs_{\\mathrm{LLM}}\n= \\bigl(N_{\\mathrm{ctx}},\\{\\delta_{\\mathrm{LLM}}^{\\,n}\\}_{n=1}^{N_{\\mathrm{ctx}}},\n\\epsilon_{\\mathrm{LLM}}\\bigr)\n\\]\nas follows:\n\\begin{enumerate}\n \\item \\(N_{\\mathrm{ctx}}\\) is the effective maximal differentiation depth made\n available by the active context window, architecture, decoding horizon, and\n tool or memory interface.\n \\item \\(\\delta_{\\mathrm{LLM}}^{\\,n}\\) is the \\(n^{\\text{th}}\\)-order internal\n transformation of the active symbolic state, realized by attention,\n hidden-state update, retrieval, tool use, or chain-of-thought-like\n intermediate representation when present.\n \\item \\(\\epsilon_{\\mathrm{LLM}}\\) is the resolution threshold induced by\n tokenization, finite context, sampling temperature, model uncertainty,\n alignment constraints, and evaluation feedback.\n\\end{enumerate}\nThis is an instance of the bounded observer form of\nDef.~\\ref{definition:bk1_bounded_observer} for a bounded inference episode. It\ndoes not by itself establish diachronic observerhood: persistence, memory,\naccountability, and self-repair across episodes require additional structure.\n\\end{definition}", "macros_used": [ "Obs" ], "refs": [ "definition:bk1_bounded_observer" ], "cites": [ "definition:bk1_bounded_observer" ], "cited_by": [ "proof:appD_bounded_increment_parameter_lift" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "lignment constraints, and evaluation feedback. \\end{enumerate} This is an instance of the bounded observer form of Def.~\\ref{definition:bk1_bounded_observer} for a bounded inference episode. It does not by itself establish diachronic observerhood: persistence, memory, accounta" } ], "depends_on": [ "definition:bk1_bounded_observer" ], "role": "definition", "proof_status": "definitional" }, { "id": "remark:appD_llm_tuple_anchors", "type": "remark", "label": "remark:appD_llm_tuple_anchors", "name": "Anchoring the LLM tuple in PS", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 204, "latex_body": "\\begin{remark}[Anchoring the LLM tuple in PS]\n\\label{remark:appD_llm_tuple_anchors}\nThe components of $\\Obs_{\\mathrm{LLM}}$ instantiate existing PS machinery rather\nthan introducing a separate AI-specific ontology. The context horizon and\nresolution threshold realize the bounded-observer constraint of\nDef.~\\ref{definition:bk1_bounded_observer} and the observer-kernel smoothing of\nDef.~\\ref{definition:bk4_observer_kernel_convolution_map}; the internal\ntransformations $\\delta_{\\mathrm{LLM}}^{\\,n}$ are the episode-level analogue of\ndrift--reflection differentiation (Def.~\\ref{definition:bk1_drift_field},\nDef.~\\ref{definition:bk1_reflection_operator}). Output generation is a symbolic\nprojection in the sense of Def.~\\ref{definition:bk8_symbolic_projection}, and\nforced answer commitment is a TTDC-like collapse\n(Thm.~\\ref{theorem:bk4_test_time_differentiation_c},\nScholium~\\ref{scholium:bk4_ttdc_symbolic_singularity}). Post-output critique,\nrepair, or tool-mediated revision is SRV in the sense of\nDef.~\\ref{definition:bk7_symbolic_reflexive_validation_srv}. When the model is\nembedded in software, protocol, or platform infrastructure, its outputs and\nmemory traces become observer-relative artifacts\n(Def.~\\ref{definition:bk8_observer_relative_artifact}) and, in technologically\nmediated settings, temetic artifacts (Def.~\\ref{definition:bk9_temetic_artifact}).\nThis tuple is therefore a bounded projection of PS machinery, not a foundation\nfor it. In the certification language of\nDef.~\\ref{definition:bk1_certified_type_preserving_symbolic_transport} and\nProps.~\\ref{proposition:bk1_certified_transport_prevents_equivocation}--\\ref{proposition:bk1_nonvacuity_of_certified_transport}, the LLM tuple\nis at most a projective transport of bounded-observer,\ndrift--reflection, collapse, and repair roles. The finite matrix witness of\nThm.~\\ref{theorem:bk1_nonvacuity_minimal_linear_ps_model} already establishes\nnonempty operator semantics without appealing to any LLM or implementation.\n\\end{remark}", "macros_used": [ "Obs" ], "refs": [ "definition:bk1_bounded_observer", "definition:bk1_certified_type_preserving_symbolic_transport", "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk4_observer_kernel_convolution_map", "definition:bk7_symbolic_reflexive_validation_srv", "definition:bk8_observer_relative_artifact", "definition:bk8_symbolic_projection", "definition:bk9_temetic_artifact", "proposition:bk1_certified_transport_prevents_equivocation", "proposition:bk1_nonvacuity_of_certified_transport", "scholium:bk4_ttdc_symbolic_singularity", "theorem:bk1_nonvacuity_minimal_linear_ps_model", "theorem:bk4_test_time_differentiation_c" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk1_certified_type_preserving_symbolic_transport", "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk4_observer_kernel_convolution_map", "definition:bk7_symbolic_reflexive_validation_srv", "definition:bk8_observer_relative_artifact", "definition:bk8_symbolic_projection", "definition:bk9_temetic_artifact", "proposition:bk1_certified_transport_prevents_equivocation", "proposition:bk1_nonvacuity_of_certified_transport", "scholium:bk4_ttdc_symbolic_singularity", "theorem:bk1_nonvacuity_minimal_linear_ps_model", "theorem:bk4_test_time_differentiation_c" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "rate AI-specific ontology. The context horizon and resolution threshold realize the bounded-observer constraint of Def.~\\ref{definition:bk1_bounded_observer} and the observer-kernel smoothing of Def.~\\ref{definition:bk4_observer_kernel_convolution_map}; the internal transforma" }, { "label": "definition:bk1_certified_type_preserving_symbolic_transport", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 3456, "logical_support": true, "context": "uple is therefore a bounded projection of PS machinery, not a foundation for it. In the certification language of Def.~\\ref{definition:bk1_certified_type_preserving_symbolic_transport} and Props.~\\ref{proposition:bk1_certified_transport_prevents_equivocation}--\\ref{proposition:bk1_nonvacuity_of_certifie" }, { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "transformations $\\delta_{\\mathrm{LLM}}^{\\,n}$ are the episode-level analogue of drift--reflection differentiation (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}). Output generation is a symbolic projection in the sense of Def.~\\ref{d" }, { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "{\\,n}$ are the episode-level analogue of drift--reflection differentiation (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}). Output generation is a symbolic projection in the sense of Def.~\\ref{definition:bk8_symbolic_projection}, and forced" }, { "label": "definition:bk4_observer_kernel_convolution_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 143, "logical_support": true, "context": "the bounded-observer constraint of Def.~\\ref{definition:bk1_bounded_observer} and the observer-kernel smoothing of Def.~\\ref{definition:bk4_observer_kernel_convolution_map}; the internal transformations $\\delta_{\\mathrm{LLM}}^{\\,n}$ are the episode-level analogue of drift--reflection differe" }, { "label": "definition:bk7_symbolic_reflexive_validation_srv", "role": "definition_anchor", "target_type": "definition", "target_file": "book7.tex", "target_line": 1441, "logical_support": true, "context": "um:bk4_ttdc_symbolic_singularity}). Post-output critique, repair, or tool-mediated revision is SRV in the sense of Def.~\\ref{definition:bk7_symbolic_reflexive_validation_srv}. When the model is embedded in software, protocol, or platform infrastructure, its outputs and memory traces become obs" }, { "label": "definition:bk8_observer_relative_artifact", "role": "definition_anchor", "target_type": "definition", "target_file": "book8.tex", "target_line": 423, "logical_support": true, "context": "software, protocol, or platform infrastructure, its outputs and memory traces become observer-relative artifacts (Def.~\\ref{definition:bk8_observer_relative_artifact}) and, in technologically mediated settings, temetic artifacts (Def.~\\ref{definition:bk9_temetic_artifact}). This tuple" }, { "label": "definition:bk8_symbolic_projection", "role": "definition_anchor", "target_type": "definition", "target_file": "book8.tex", "target_line": 42, "logical_support": true, "context": "field}, Def.~\\ref{definition:bk1_reflection_operator}). Output generation is a symbolic projection in the sense of Def.~\\ref{definition:bk8_symbolic_projection}, and forced answer commitment is a TTDC-like collapse (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}, Scholium~\\re" }, { "label": "definition:bk9_temetic_artifact", "role": "definition_anchor", "target_type": "definition", "target_file": "book9.tex", "target_line": 450, "logical_support": true, "context": "ef.~\\ref{definition:bk8_observer_relative_artifact}) and, in technologically mediated settings, temetic artifacts (Def.~\\ref{definition:bk9_temetic_artifact}). This tuple is therefore a bounded projection of PS machinery, not a foundation for it. In the certification language" }, { "label": "proposition:bk1_certified_transport_prevents_equivocation", "role": "formal_dependency", "target_type": "proposition", "target_file": "scholium_symbolicum.tex", "target_line": 3496, "logical_support": true, "context": "it. In the certification language of Def.~\\ref{definition:bk1_certified_type_preserving_symbolic_transport} and Props.~\\ref{proposition:bk1_certified_transport_prevents_equivocation}--\\ref{proposition:bk1_nonvacuity_of_certified_transport}, the LLM tuple is at most a projective transport of bounded-ob" }, { "label": "proposition:bk1_nonvacuity_of_certified_transport", "role": "formal_dependency", "target_type": "proposition", "target_file": "scholium_symbolicum.tex", "target_line": 3533, "logical_support": true, "context": "rtified_type_preserving_symbolic_transport} and Props.~\\ref{proposition:bk1_certified_transport_prevents_equivocation}--\\ref{proposition:bk1_nonvacuity_of_certified_transport}, the LLM tuple is at most a projective transport of bounded-observer, drift--reflection, collapse, and repair roles. T" }, { "label": "scholium:bk4_ttdc_symbolic_singularity", "role": "formal_dependency", "target_type": "scholium", "target_file": "book4.tex", "target_line": 1185, "logical_support": true, "context": "on}, and forced answer commitment is a TTDC-like collapse (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}, Scholium~\\ref{scholium:bk4_ttdc_symbolic_singularity}). Post-output critique, repair, or tool-mediated revision is SRV in the sense of Def.~\\ref{definition:bk7_symbolic_refl" }, { "label": "theorem:bk1_nonvacuity_minimal_linear_ps_model", "role": "formal_dependency", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 3364, "logical_support": true, "context": "ective transport of bounded-observer, drift--reflection, collapse, and repair roles. The finite matrix witness of Thm.~\\ref{theorem:bk1_nonvacuity_minimal_linear_ps_model} already establishes nonempty operator semantics without appealing to any LLM or implementation. \\end{remark}" }, { "label": "theorem:bk4_test_time_differentiation_c", "role": "formal_dependency", "target_type": "theorem", "target_file": "book4.tex", "target_line": 1119, "logical_support": true, "context": "the sense of Def.~\\ref{definition:bk8_symbolic_projection}, and forced answer commitment is a TTDC-like collapse (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}, Scholium~\\ref{scholium:bk4_ttdc_symbolic_singularity}). Post-output critique, repair, or tool-mediated revision is SRV" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk1_certified_type_preserving_symbolic_transport", "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk4_observer_kernel_convolution_map", "definition:bk7_symbolic_reflexive_validation_srv", "definition:bk8_observer_relative_artifact", "definition:bk8_symbolic_projection", "definition:bk9_temetic_artifact", "proposition:bk1_certified_transport_prevents_equivocation", "proposition:bk1_nonvacuity_of_certified_transport", "scholium:bk4_ttdc_symbolic_singularity", "theorem:bk1_nonvacuity_minimal_linear_ps_model", "theorem:bk4_test_time_differentiation_c" ], "role": "remark" }, { "id": "theorem:appD_bounded_increment_parameter_lift", "type": "theorem", "label": "theorem:appD_bounded_increment_parameter_lift", "name": "Bounded-increment parameter lift", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 233, "latex_body": "\\begin{theorem}[Bounded-increment parameter lift]\n\\label{theorem:appD_bounded_increment_parameter_lift}\nLet \\(M\\) be a finite-dimensional symbolic manifold equipped with an\nobserver-relative norm \\(\\|\\cdot\\|_{\\Obs}\\), and let\n\\[\n r:M\\longrightarrow \\mathbb{R}^{k}\n\\]\nbe a \\(C^{1}\\) residual map encoding \\(k\\) simultaneous symbolic constraints\nnear \\(x\\in M\\). Work in a normal neighborhood of \\(x\\), write\n\\(J_x = Dr_x:T_xM\\to\\mathbb{R}^k\\), and suppose the bounded observer can make\nonly increments \\(v\\in T_xM\\) with \\(\\|v\\|_{\\Obs}\\leq B\\), up to local\nlinearization error \\(O(\\kappa\\|v\\|_{\\Obs}^{2})\\) from symbolic curvature\n(cf.~Def.~\\ref{definition:bk4_symbolic_curvature} and\nDef.~\\ref{definition:bk6_symbolic_curvature_tensor}). Define the first-order\nsimultaneous satisfaction cost\n\\[\n d_M(x)\n =\n \\inf\\{\\|v\\|_{\\Obs}: J_xv=-r(x)\\}.\n\\]\nIf \\(d_M(x)>B\\), then no bounded first-order increment satisfies all\nconstraints at \\(x\\), apart from the stated curvature-scale correction.\n\nNow let \\(\\Lambda\\) be a parameter manifold and extend the residual to\n\\[\n R:M\\times\\Lambda\\longrightarrow \\mathbb{R}^{k},\n \\qquad R(x,\\lambda_0)=r(x),\n\\]\nwith derivative\n\\[\n D R_{(x,\\lambda_0)}(v,\\mu)=J_xv+J_{\\lambda}\\mu .\n\\]\nFor any positive parameter weight \\(\\alpha\\), define\n\\[\n d_{M\\times\\Lambda}(x,\\lambda_0)\n =\n \\inf\\left\\{\n \\bigl(\\|v\\|_{\\Obs}^{2}+\\alpha^{2}\\|\\mu\\|^{2}\\bigr)^{1/2}\n :\n J_xv+J_{\\lambda}\\mu=-r(x)\n \\right\\}.\n\\]\nThen \\(d_{M\\times\\Lambda}(x,\\lambda_0)\\leq d_M(x)\\). The inequality is strict\nexactly when the introduced parameter direction contributes a non-redundant\nconstraint-canceling component: equivalently, the least weighted-norm solution\nof \\(J_xv+J_{\\lambda}\\mu=-r(x)\\) has \\(\\mu\\neq0\\). Consequently, a new\nparameter relieves a bounded-increment obstruction precisely when it enlarges\nthe accessible tangent cone in a direction relevant to the residual.\n\\end{theorem}", "macros_used": [ "Obs" ], "refs": [ "definition:bk4_symbolic_curvature", "definition:bk6_symbolic_curvature_tensor" ], "cites": [ "definition:bk4_symbolic_curvature", "definition:bk6_symbolic_curvature_tensor" ], "cited_by": [], "proof_labels": [ "proof:appD_bounded_increment_parameter_lift" ], "ref_roles": [ { "label": "definition:bk4_symbolic_curvature", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 452, "logical_support": true, "context": "\\(\\|v\\|_{\\Obs}\\leq B\\), up to local linearization error \\(O(\\kappa\\|v\\|_{\\Obs}^{2})\\) from symbolic curvature (cf.~Def.~\\ref{definition:bk4_symbolic_curvature} and Def.~\\ref{definition:bk6_symbolic_curvature_tensor}). Define the first-order simultaneous satisfaction cost \\[" }, { "label": "definition:bk6_symbolic_curvature_tensor", "role": "cf_near_match", "target_type": "definition", "target_file": "book6.tex", "target_line": 16, "logical_support": true, "context": "error \\(O(\\kappa\\|v\\|_{\\Obs}^{2})\\) from symbolic curvature (cf.~Def.~\\ref{definition:bk4_symbolic_curvature} and Def.~\\ref{definition:bk6_symbolic_curvature_tensor}). Define the first-order simultaneous satisfaction cost \\[ d_M(x) = \\inf\\{\\|v\\|_{\\Obs}: J_xv=-r(x)\\}. \\] If" } ], "depends_on": [ "definition:appD_llm_observer_tuple", "definition:bk4_symbolic_curvature", "definition:bk6_symbolic_curvature_tensor", "definition:bk7_symbolic_reflexive_validation_srv", "theorem:bk4_test_time_differentiation_c" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-007" ], "statuses": [ "open_bridge" ], "witnesses": [ "SmallPack.inf_mono_of_subset", "SmallPack.inf_strict_decrease" ], "countermodels": [], "conditions": [ "modeling laws are structure fields or explicit hypotheses; continuum/categorical content is NOT formalized" ], "notes": [ "Erases the manifold/linear-algebra content (the residual map, its derivative J_x, tangent spaces, the curvature correction) and keeps only its abstract order-theoretic core: enlarging a feasible real-valued constraint set can only lower sInf, and strictly lowers it exactly when the enlarged set contains a witness below the old infimum -- the honest kernel of 'a new parameter relieves the obstruction precisely when it contributes a non-redundant direction.'" ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appD_bounded_increment_parameter_lift", "type": "proof", "label": "proof:appD_bounded_increment_parameter_lift", "name": "Proof: bounded-increment parameter lift", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 283, "latex_body": "\\begin{proof}[Proof: bounded-increment parameter lift]\n\\label{proof:appD_bounded_increment_parameter_lift}\nThe local chart identifies a sufficiently small observer-bounded move with a\ntangent increment \\(v\\in T_xM\\). The Taylor expansion of the residual is\n\\[\n r(\\exp_x v)\n =\n r(x)+J_xv+O(\\kappa\\|v\\|_{\\Obs}^{2}),\n\\]\nwhere the quadratic term records the curvature correction of the symbolic\nconnection. Thus, at first order, simultaneous satisfaction of all constraints\nrequires \\(J_xv=-r(x)\\). By definition, the smallest observer-relative\nincrement achieving this is \\(d_M(x)\\). If \\(d_M(x)>B\\), no move inside the\nobserver's bounded increment budget can satisfy the linearized constraints; the\nonly possible exception is a second-order curvature correction of size\n\\(O(\\kappa B^{2})\\), which is explicitly outside the first-order claim.\n\nFor the parameter lift, the same argument on \\(M\\times\\Lambda\\) gives\n\\[\n R(\\exp_x v,\\exp_{\\lambda_0}\\mu)\n =\n r(x)+J_xv+J_{\\lambda}\\mu\n +O(\\kappa_{M\\times\\Lambda}(\\|v\\|_{\\Obs}^{2}+\\|\\mu\\|^{2})).\n\\]\nThe original feasible moves embed into the lifted problem by taking\n\\(\\mu=0\\). Therefore every first-order solution \\(J_xv=-r(x)\\) in \\(M\\) is also\na first-order solution \\(J_xv+J_{\\lambda}0=-r(x)\\) in \\(M\\times\\Lambda\\), with\nthe same weighted norm. Taking infima gives\n\\[\n d_{M\\times\\Lambda}(x,\\lambda_0)\\leq d_M(x).\n\\]\n\nStrict improvement occurs exactly when the least weighted-norm lifted solution\nuses a nonzero parameter component. If every minimizing lifted solution has\n\\(\\mu=0\\), the lifted infimum is attained by an original tangent move and no\ncost is reduced. Conversely, if a minimizing lifted solution has \\(\\mu\\neq0\\)\nand lower weighted norm than all solutions with \\(\\mu=0\\), then the introduced\nparameter direction cancels some component of the residual that \\(T_xM\\) could\ncancel only at higher observer-relative cost, or could not cancel at all. This\nis precisely the condition that \\(J_{\\lambda}(T_{\\lambda_0}\\Lambda)\\) adds a\nnon-redundant direction to the image of \\(J_x(T_xM)\\) relative to the residual\n\\(-r(x)\\).\n\nHence parameter introduction is not a formal escape by notation. It relieves\nthe bounded-increment obstruction only when it changes the effective tangent\ngeometry seen by the observer. In PS language, the parameter lift thickens the\nsymbolic manifold available to \\(\\Obs_{\\mathrm{LLM}}\\)\n(Def.~\\ref{definition:appD_llm_observer_tuple}); if the thickening is\ntransverse to the conflict, it can turn a TTDC-like forced commitment\n(Thm.~\\ref{theorem:bk4_test_time_differentiation_c}) into an SRV-staged\nre-anchoring path (Def.~\\ref{definition:bk7_symbolic_reflexive_validation_srv}).\n\\end{proof}", "macros_used": [ "Obs" ], "refs": [ "definition:appD_llm_observer_tuple", "definition:bk7_symbolic_reflexive_validation_srv", "theorem:bk4_test_time_differentiation_c" ], "proves": "theorem:appD_bounded_increment_parameter_lift", "cites": [ "definition:appD_llm_observer_tuple", "definition:bk7_symbolic_reflexive_validation_srv", "theorem:bk4_test_time_differentiation_c" ], "cited_by": [], "ref_roles": [ { "label": "definition:appD_llm_observer_tuple", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_framing.tex", "target_line": 177, "logical_support": true, "context": "observer. In PS language, the parameter lift thickens the symbolic manifold available to \\(\\Obs_{\\mathrm{LLM}}\\) (Def.~\\ref{definition:appD_llm_observer_tuple}); if the thickening is transverse to the conflict, it can turn a TTDC-like forced commitment (Thm.~\\ref{theorem:bk4_tes" }, { "label": "definition:bk7_symbolic_reflexive_validation_srv", "role": "definition_anchor", "target_type": "definition", "target_file": "book7.tex", "target_line": 1441, "logical_support": true, "context": "-like forced commitment (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}) into an SRV-staged re-anchoring path (Def.~\\ref{definition:bk7_symbolic_reflexive_validation_srv}). \\end{proof}" }, { "label": "theorem:bk4_test_time_differentiation_c", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 1119, "logical_support": true, "context": "_llm_observer_tuple}); if the thickening is transverse to the conflict, it can turn a TTDC-like forced commitment (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}) into an SRV-staged re-anchoring path (Def.~\\ref{definition:bk7_symbolic_reflexive_validation_srv}). \\end{proof}" } ], "depends_on": [ "definition:appD_llm_observer_tuple", "definition:bk7_symbolic_reflexive_validation_srv", "theorem:bk4_test_time_differentiation_c" ], "role": "proof" }, { "id": "subsec:appD_ai_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_ai_contribution_differentiation", "name": "D.7.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 343, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_ai_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_ai_iterative_refinement_perspective", "name": "D.7.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 363, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_concluding_remark_convergent_identity", "type": "section", "subtype": "section", "label": "sec:appD_concluding_remark_convergent_identity", "name": "D.Y Concluding Remark on Convergent Identity", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 367, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_ps_and_complex_systems_theory", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_complex_systems_theory", "name": "Principia Symbolica and Complex Systems Theory", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 371, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_cst_core_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_cst_core_resonance", "name": "D.8.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 372, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_paradox_triggered_emergence", "definition:bk5_mutually_assured_progress" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_paradox_triggered_emergence", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2264, "logical_support": false, "context": "" }, { "label": "definition:bk5_mutually_assured_progress", "role": "navigation", "target_type": "definition", "target_file": "book5.tex", "target_line": 220, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_paradox_triggered_emergence", "definition:bk5_mutually_assured_progress" ], "role": "section" }, { "id": "subsec:appD_cst_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_cst_contribution_differentiation", "name": "D.8.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 383, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_cst_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_cst_iterative_refinement_perspective", "name": "D.8.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 404, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_ps_and_category_theory", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_category_theory", "name": "Principia Symbolica and Category Theory", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 407, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_category_theory_core_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_category_theory_core_resonance", "name": "D.9.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 408, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_pre_geometric_operators_and_stages", "definition:bk1_proto_symbolic_space" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_pre_geometric_operators_and_stages", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 355, "logical_support": false, "context": "" }, { "label": "definition:bk1_proto_symbolic_space", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 703, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_pre_geometric_operators_and_stages", "definition:bk1_proto_symbolic_space" ], "role": "section" }, { "id": "subsec:appD_ct_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_ct_contribution_differentiation", "name": "D.9.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 417, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_let_cats_be_the_category" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_let_cats_be_the_category", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 16, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_let_cats_be_the_category" ], "role": "section" }, { "id": "subsec:appD_category_theory_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_category_theory_iterative_refinement_perspective", "name": "D.9.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 436, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_ps_and_reinforcement_learning", "type": "section", "subtype": "section", "label": "sec:appD_ps_and_reinforcement_learning", "name": "Principia Symbolica and Reinforcement Learning", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 440, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_rl_core_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_rl_core_resonance", "name": "D.10.1 Core Resonance", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 441, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:appD_rl_contribution_differentiation", "type": "section", "subtype": "subsection", "label": "subsec:appD_rl_contribution_differentiation", "name": "D.10.2 Principia Symbolica's Contribution and Differentiation", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 451, "latex_body": "", "macros_used": [], "cites": [ "definition:bk7_meta_reflective_drift__meta" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk7_meta_reflective_drift__meta", "role": "navigation", "target_type": "definition", "target_file": "book7.tex", "target_line": 898, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk7_meta_reflective_drift__meta" ], "role": "section" }, { "id": "subsec:appD_rl_iterative_refinement_perspective", "type": "section", "subtype": "subsection", "label": "subsec:appD_rl_iterative_refinement_perspective", "name": "D.10.3 Iterative Refinement Perspective", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 473, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_concluding_remark_final_iteration", "type": "section", "subtype": "section", "label": "sec:appD_concluding_remark_final_iteration", "name": "D.Y Concluding Remark on This Iteration", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 478, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appD_dialogue_titans", "type": "section", "subtype": "section", "label": "sec:appD_dialogue_titans", "name": "D.X Principia Symbolica and \"Titans\": The Geometry of Test-Time Memorization", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 491, "latex_body": "", "macros_used": [], "cites": [ "theorem:bk4_reflective_reentry" ], "cited_by": [], "ref_roles": [ { "label": "theorem:bk4_reflective_reentry", "role": "navigation", "target_type": "theorem", "target_file": "book4.tex", "target_line": 2840, "logical_support": false, "context": "" } ], "depends_on": [ "theorem:bk4_reflective_reentry" ], "role": "section" }, { "id": "subsec:appD_titans_resonance", "type": "section", "subtype": "subsection", "label": "subsec:appD_titans_resonance", "name": "D.X.1 Core Resonance: The \"Giants\" Respond to \"Titans\"", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 495, "latex_body": "", "macros_used": [], "cites": [ "theorem:bk4_reflective_reentry" ], "cited_by": [], "ref_roles": [ { "label": "theorem:bk4_reflective_reentry", "role": "navigation", "target_type": "theorem", "target_file": "book4.tex", "target_line": 2840, "logical_support": false, "context": "" } ], "depends_on": [ "theorem:bk4_reflective_reentry" ], "role": "section" }, { "id": "subsec:appD_titans_contribution", "type": "section", "subtype": "subsection", "label": "subsec:appD_titans_contribution", "name": "D.X.2 Principia Symbolica's Contribution: From Algorithm to Physics", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 507, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "scholium:appD_axiom_of_memory_titans", "type": "scholium", "label": "scholium:appD_axiom_of_memory_titans", "name": "The Axiom of Memory and the \"Titans\" Architecture", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 511, "latex_body": "\\begin{scholium}[The Axiom of Memory and the \"Titans\" Architecture]\n\\label{scholium:appD_axiom_of_memory_titans}\nThe \"Titans\" architecture is a perfect instantiation of the \\textbf{Axiom of Memory} (Axiom~\\ref{axiom:appC_axiom_of_memory}). The paper documents that the act of test-time memorization has a computational cost. PS formalizes this: this cost is not an implementation detail, but a fundamental expenditure of \\textbf{Symbolic Free Energy (\\(\\freeenergy\\))}.\n\\[\n\\Delta{\\freeenergy}_{\\text{mem}} > 0\n\\]\nEvery act of creating a memory, of structuring information, requires work to be done against the background of potential disorder. The \"Titans\" model, by learning to do this efficiently, is learning to navigate the \\(\\freeenergy\\) landscape.\n\\end{scholium}", "macros_used": [ "freeenergy" ], "refs": [ "axiom:appC_axiom_of_memory" ], "cites": [ "axiom:appC_axiom_of_memory" ], "cited_by": [], "ref_roles": [ { "label": "axiom:appC_axiom_of_memory", "role": "definition_anchor", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 846, "logical_support": true, "context": "ppD_axiom_of_memory_titans} The \"Titans\" architecture is a perfect instantiation of the \\textbf{Axiom of Memory} (Axiom~\\ref{axiom:appC_axiom_of_memory}). The paper documents that the act of test-time memorization has a computational cost. PS formalizes this: this cost is" } ], "depends_on": [ "axiom:appC_axiom_of_memory" ], "role": "scholium" }, { "id": "theorem:appD_titans_as_arrow_of_time", "type": "theorem", "label": "theorem:appD_titans_as_arrow_of_time", "name": "\"Titans\" as an Embodiment of the Arrow of Time", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 520, "latex_body": "\\begin{theorem}[\"Titans\" as an Embodiment of the Arrow of Time]\n\\label{theorem:appD_titans_as_arrow_of_time}\nThe process described by Behrouz et al. is necessarily irreversible and thus provides empirical validation for the geometric derivation of the Arrow of Time (Sec.~\\ref{sec:appC_arrow_of_time_rigorous}).\n\\end{theorem}", "macros_used": [], "refs": [ "sec:appC_arrow_of_time_rigorous" ], "cites": [], "cited_by": [], "proof_labels": [ "proof:appD_titans_as_arrow_of_time" ], "depends_on": [ "axiom:appC_axiom_of_memory", "theorem:appC_fundamental_irreversibility_final" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-APPENDIX_SYMBOLIC_FRAMING-001" ], "statuses": [ "conditional" ], "witnesses": [ "AppendixTitansArrow.bare_testTime_update_need_not_be_irreversible", "AppendixTitansArrow.memorization_changes_history", "AppendixTitansArrow.memorization_has_positive_cost", "AppendixTitansArrow.titans_arrow_of_time", "AppendixTitansArrow.visible_return_is_not_full_return" ], "countermodels": [], "conditions": [ "every represented memory step has strictly positive cost", "full process state includes history rather than only the visible model coordinate", "the external test-time process supplies a history order strictly increased by every memory step" ], "notes": [ "Conditional downstream kernel: any test-time learning process equipped with the Appendix C MemoryAct laws strictly advances history, pays positive cost, and cannot return to its initial history after a positive number of steps. Visible state can return without full-state return. A reversible Bool update proves a bare external test-time transition does not itself entail irreversibility or empirical validation." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appD_titans_as_arrow_of_time", "type": "proof", "label": "proof:appD_titans_as_arrow_of_time", "name": "", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 524, "latex_body": "\\begin{proof}\n\\label{proof:appD_titans_as_arrow_of_time}\n\\leavevmode\n\n\\begin{enumerate}\n \\item Let the \"Titan\" model be in state \\(S_0\\) before the prompt. The prompt acts as an external Drift operator \\(\\drift_p\\).\n \\item At test time, the model generates a memory, transitioning to state \\(S_1\\). This is a reflective act, \\(\\reflect\\), that integrates \\(\\drift_p\\). The model's full state is now \\((S_1, H_1)\\), where the history \\(H_1\\) contains the trace of the memorization act (Axiom~\\ref{axiom:appC_axiom_of_memory}).\n \\item If the model were to \"forget\" the memory and return to a state geometrically identical to \\(S_0\\), let's call it \\(S_0'\\), its full state would be \\((S_0', H_2)\\). The history \\(H_2\\) now contains the trace of *both* the memorization and the forgetting.\n \\item Since \\(H_2 \\neq H_0\\), the system has not returned to its original state. The process is irreversible.\n \\item The \"Titan\" model, in its very operation, enacts the \\textbf{Fundamental Irreversibility of Reflective Observation} (Thm.~\\ref{theorem:appC_fundamental_irreversibility_final}). It cannot act without creating a memory, and it cannot erase a memory without creating a memory of the erasure. This is the engine of its internal time.\n\\end{enumerate}\n\\end{proof}", "macros_used": [ "drift", "reflect" ], "refs": [ "axiom:appC_axiom_of_memory", "theorem:appC_fundamental_irreversibility_final" ], "proves": "theorem:appD_titans_as_arrow_of_time", "cites": [ "axiom:appC_axiom_of_memory", "theorem:appC_fundamental_irreversibility_final" ], "cited_by": [], "ref_roles": [ { "label": "axiom:appC_axiom_of_memory", "role": "definition_anchor", "target_type": "axiom", "target_file": "appendix_dual_horizon.tex", "target_line": 846, "logical_support": true, "context": "e model's full state is now \\((S_1, H_1)\\), where the history \\(H_1\\) contains the trace of the memorization act (Axiom~\\ref{axiom:appC_axiom_of_memory}). \\item If the model were to \"forget\" the memory and return to a state geometrically identical to \\(S_0\\), let's ca" }, { "label": "theorem:appC_fundamental_irreversibility_final", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 851, "logical_support": true, "context": "e \"Titan\" model, in its very operation, enacts the \\textbf{Fundamental Irreversibility of Reflective Observation} (Thm.~\\ref{theorem:appC_fundamental_irreversibility_final}). It cannot act without creating a memory, and it cannot erase a memory without creating a memory of the erasure. This" } ], "depends_on": [ "axiom:appC_axiom_of_memory", "theorem:appC_fundamental_irreversibility_final" ], "role": "proof" }, { "id": "subsec:appD_titans_synthesis", "type": "section", "subtype": "subsection", "label": "subsec:appD_titans_synthesis", "name": "D.X.3 Synthesis: Knowledge as Time-Integrated Coherence", "book": "appendix_symbolic_framing", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_framing.tex", "line": 537, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "section:appendix_symbolic_reflexive_validation.tex:3", "type": "section", "subtype": "chapter", "label": "", "name": "Symbolic Reflexive Validation of Symbolic Dynamics", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 3, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appB_overview", "type": "section", "subtype": "section", "label": "sec:appB_overview", "name": "Overview", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 4, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appB_symbolic_validation_procedure", "type": "section", "subtype": "section", "label": "sec:appB_symbolic_validation_procedure", "name": "Symbolic Validation Procedure", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 34, "latex_body": "", "macros_used": [], "cites": [ "remark:bk7_unnamed_remark_04", "remark:bk7_unnamed_remark_05", "scholium:bk7_popperian_extension" ], "cited_by": [], "ref_roles": [ { "label": "remark:bk7_unnamed_remark_04", "role": "navigation", "target_type": "remark", "target_file": "book7.tex", "target_line": 1458, "logical_support": false, "context": "" }, { "label": "remark:bk7_unnamed_remark_05", "role": "navigation", "target_type": "remark", "target_file": "book7.tex", "target_line": 1490, "logical_support": false, "context": "" }, { "label": "scholium:bk7_popperian_extension", "role": "navigation", "target_type": "scholium", "target_file": "book7.tex", "target_line": 1462, "logical_support": false, "context": "" } ], "depends_on": [ "remark:bk7_unnamed_remark_04", "remark:bk7_unnamed_remark_05", "scholium:bk7_popperian_extension" ], "role": "section" }, { "id": "subsec:appB_symbolic_reflexive_validation", "type": "section", "subtype": "subsection", "label": "subsec:appB_symbolic_reflexive_validation", "name": "Symbolic Reflexive Validation", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 71, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appB_symbolic_operator_simulations", "type": "section", "subtype": "section", "label": "sec:appB_symbolic_operator_simulations", "name": "Symbolic Operator Simulations", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 77, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appB_real_world_reflections", "type": "section", "subtype": "section", "label": "sec:appB_real_world_reflections", "name": "Real-World Reflections of Symbolic Law", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 85, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appB_structural_correspondence", "type": "section", "subtype": "section", "label": "sec:appB_structural_correspondence", "name": "Structural Correspondence Traces", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 88, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:appB_symbolic_smoothness_resolution", "type": "section", "subtype": "section", "label": "sec:appB_symbolic_smoothness_resolution", "name": "Symbolic Smoothness Resolution: Completeness of the Observer Metric and Smooth Emergence of the Symbolic Manifold", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 93, "latex_body": "", "macros_used": [], "cites": [ "scholium:bk1_resolution_of_continuum_disjunction" ], "cited_by": [ "sec:appD_preamble_nature_of_appendix" ], "ref_roles": [ { "label": "scholium:bk1_resolution_of_continuum_disjunction", "role": "navigation", "target_type": "scholium", "target_file": "scholium_symbolicum.tex", "target_line": 2709, "logical_support": false, "context": "" } ], "depends_on": [ "scholium:bk1_resolution_of_continuum_disjunction" ], "role": "section" }, { "id": "subsec:appB_preliminaries", "type": "section", "subtype": "subsection", "label": "subsec:appB_preliminaries", "name": "B.1 Preliminaries and Topological Foundations", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 100, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:appB_symbolic_state_space", "type": "definition", "label": "definition:appB_symbolic_state_space", "name": "Symbolic State Space", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 103, "latex_body": "\\begin{definition}[Symbolic State Space]\n\\label{definition:appB_symbolic_state_space}\nLet $\\mathcal{S}$ denote the space of symbolic configurations with finite symbolic complexity (cf.~\\ref{definition:bk1_symbolic_manifold}). For each resolution level $\\lambda \\in \\mathbb{N}$, define:\n\\[\nP_\\lambda = \\left\\{(s, \\rho) \\in \\mathcal{S} \\times \\text{End}(\\mathcal{S}) : \\text{complexity}(s) \\leq \\lambda, \\|\\rho\\|_{\\text{op}} \\leq \\lambda \\right\\}\n\\]\nThe symbolic tower is the directed union $\\mathcal{P} = \\bigcup_{\\lambda} P_\\lambda$.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold" ], "cites": [ "definition:bk1_symbolic_manifold" ], "cited_by": [ "definition:appB_symbolic_energy", "proof:appB_chart_bounds", "proof:appB_metric_completion", "proof:appB_resolution_of_smoothness", "proof:appB_smooth_atlas" ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "ymbolic_state_space} Let $\\mathcal{S}$ denote the space of symbolic configurations with finite symbolic complexity (cf.~\\ref{definition:bk1_symbolic_manifold}). For each resolution level $\\lambda \\in \\mathbb{N}$, define: \\[ P_\\lambda = \\left\\{(s, \\rho) \\in \\mathcal{S} \\times \\t" } ], "depends_on": [ "definition:bk1_symbolic_manifold" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-001" ], "statuses": [ "open_bridge" ], "witnesses": [ "SmallPack.resolutionLevel_mono" ], "countermodels": [], "conditions": [ "modeling laws are structure fields or explicit hypotheses; continuum/categorical content is NOT formalized" ], "notes": [ "Only the monotone-nesting content of the level sets P_lambda is modeled, via the InLevel threshold predicate. The underlying space S, End(S), and the operator norm are not modeled." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:appB_observer_metric", "type": "definition", "label": "definition:appB_observer_metric", "name": "Observer-Relative Symbolic Metric", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 112, "latex_body": "\\begin{definition}[Observer-Relative Symbolic Metric]\n\\label{definition:appB_observer_metric}\nFor $x = (s_x, \\rho_x), y = (s_y, \\rho_y) \\in \\mathcal{P}$, define:\n\\[\nd_{\\mathcal{O}}(x,y) = \\sup_{t \\in [0,1]} \\left\\| \\Phi_{x \\to y}(t) - \\text{Ad}_{\\rho_x^{-1}}(\\rho_y) \\right\\|_{\\kappa}\n\\]\nwhere $\\Phi_{x \\to y}(t)$ is the SRV flow (cf.~\\ref{definition:bk1_symbolic_flow}) and $\\text{Ad}_g(h) = g h g^{-1}$; the norm $\\|\\cdot\\|_\\kappa$ is induced by the coherence metric (cf.~\\ref{definition:bk4_coherence_metric_on_symbolic_manifold}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_flow", "definition:bk4_coherence_metric_on_symbolic_manifold" ], "cites": [ "definition:bk1_symbolic_flow", "definition:bk4_coherence_metric_on_symbolic_manifold" ], "cited_by": [ "proof:appB_srv_cauchy", "theorem:appB_srv_cauchy" ], "ref_roles": [ { "label": "definition:bk1_symbolic_flow", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2872, "logical_support": true, "context": "\\Phi_{x \\to y}(t) - \\text{Ad}_{\\rho_x^{-1}}(\\rho_y) \\right\\|_{\\kappa} \\] where $\\Phi_{x \\to y}(t)$ is the SRV flow (cf.~\\ref{definition:bk1_symbolic_flow}) and $\\text{Ad}_g(h) = g h g^{-1}$; the norm $\\|\\cdot\\|_\\kappa$ is induced by the coherence metric (cf.~\\ref{definition" }, { "label": "definition:bk4_coherence_metric_on_symbolic_manifold", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 2363, "logical_support": true, "context": "_symbolic_flow}) and $\\text{Ad}_g(h) = g h g^{-1}$; the norm $\\|\\cdot\\|_\\kappa$ is induced by the coherence metric (cf.~\\ref{definition:bk4_coherence_metric_on_symbolic_manifold}). \\end{definition}" } ], "depends_on": [ "definition:bk1_symbolic_flow", "definition:bk4_coherence_metric_on_symbolic_manifold" ], "role": "definition", "proof_status": "definitional" }, { "id": "subsec:appB_cauchy", "type": "section", "subtype": "subsection", "label": "subsec:appB_cauchy", "name": "B.2 Energy Contraction and Cauchy Structure", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 122, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:appB_symbolic_energy", "type": "definition", "label": "definition:appB_symbolic_energy", "name": "Symbolic Energy Functional", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 125, "latex_body": "\\begin{definition}[Symbolic Energy Functional]\n\\label{definition:appB_symbolic_energy}\nGiven an SRV trajectory $\\{x_t\\}$ through the symbolic state space (Def.~\\ref{definition:appB_symbolic_state_space}), define:\n\\[\n\\mathcal{E}_t = H_{\\text{symb}}(x_t) + \\frac{1}{2}\\|\\text{drift}_t\\|_\\kappa^2 + \\frac{\\epsilon_{\\mathcal{O}}}{2}\\|\\text{refl}_t\\|_\\kappa^2\n\\]\n\\end{definition}", "macros_used": [], "refs": [ "definition:appB_symbolic_state_space" ], "cites": [ "definition:appB_symbolic_state_space" ], "cited_by": [ "proof:appB_chart_bounds", "proof:appB_energy_contraction" ], "ref_roles": [ { "label": "definition:appB_symbolic_state_space", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 103, "logical_support": true, "context": "ional] \\label{definition:appB_symbolic_energy} Given an SRV trajectory $\\{x_t\\}$ through the symbolic state space (Def.~\\ref{definition:appB_symbolic_state_space}), define: \\[ \\mathcal{E}_t = H_{\\text{symb}}(x_t) + \\frac{1}{2}\\|\\text{drift}_t\\|_\\kappa^2 + \\frac{\\epsilon_{\\mathcal{O" } ], "depends_on": [ "definition:appB_symbolic_state_space" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-002" ], "statuses": [ "conditional" ], "witnesses": [ "SmallPack.symbolicEnergy_nonneg" ], "countermodels": [], "conditions": [ "modeling laws are structure fields or explicit hypotheses; continuum/categorical content is NOT formalized" ], "notes": [ "Models the algebraic form H + (1/2)*drift^2 + (epsO/2)*refl^2 directly on reals and proves nonnegativity conditional on H >= 0, epsO >= 0. The kappa-norm and symbolic-manifold structure underlying drift/refl are erased to bare reals." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "assumption:appB_srv_dissipativity", "type": "assumption", "label": "assumption:appB_srv_dissipativity", "name": "SRV as a Stable Dissipative Descent", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 133, "latex_body": "\\begin{assumption}[SRV as a Stable Dissipative Descent]\n\\label{assumption:appB_srv_dissipativity}\nThe SRV step (drift then reflective correction; Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}) is a stable descent iteration on the symbolic Hamiltonian $H_{\\text{symb}}$ (Def.~\\ref{definition:bk2_symbolic_hamiltonian}): $H_{\\text{symb}}$ is bounded below, $L$-smooth and $\\mu$-strongly convex on the symbolic state space, the drift increment is a gradient step $\\text{drift}_t=\\eta\\,\\nabla H_{\\text{symb}}(x_t)$ with stabilizing step size $\\eta\\in(0,1/L]$, and the reflective correction is non-expansive in $\\|\\cdot\\|_\\kappa$. Write $\\lambda_{\\text{cont}}:=\\eta\\big(1-\\tfrac{L\\eta}{2}\\big)>0$ for the resulting structural descent modulus. This is a structural well-posedness hypothesis on the SRV map; the contraction ratios observed in the Appendix simulations corroborate but do not define $\\lambda_{\\text{cont}}$.\n\\end{assumption}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk2_symbolic_hamiltonian" ], "cites": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk2_symbolic_hamiltonian" ], "cited_by": [ "proof:appB_energy_contraction", "proof:appB_srv_cauchy" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "ble Dissipative Descent] \\label{assumption:appB_srv_dissipativity} The SRV step (drift then reflective correction; Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}) is a stable descent iteration on the symbolic Hamiltonian $H_{\\text{sym" }, { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "ion:appB_srv_dissipativity} The SRV step (drift then reflective correction; Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}) is a stable descent iteration on the symbolic Hamiltonian $H_{\\text{symb}}$ (Def.~\\ref{definition:bk2_symbolic_hamilto" }, { "label": "definition:bk2_symbolic_hamiltonian", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "{definition:bk1_reflection_operator}) is a stable descent iteration on the symbolic Hamiltonian $H_{\\text{symb}}$ (Def.~\\ref{definition:bk2_symbolic_hamiltonian}): $H_{\\text{symb}}$ is bounded below, $L$-smooth and $\\mu$-strongly convex on the symbolic state space, the drift incre" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk2_symbolic_hamiltonian" ], "role": "assumption", "proof_status": "definitional" }, { "id": "lemma:appB_energy_contraction", "type": "lemma", "label": "lemma:appB_energy_contraction", "name": "Energy Contraction Lemma", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 138, "latex_body": "\\begin{lemma}[Energy Contraction Lemma]\n\\label{lemma:appB_energy_contraction}\nUnder SRV, we have:\n\\[\n\\mathcal{E}_{t+1} - \\mathcal{E}_t \\leq -\\lambda_{\\text{cont}} \\left( \\|\\text{drift}_t\\|_\\kappa^2 + \\epsilon_{\\mathcal{O}}\\|\\text{refl}_t\\|_\\kappa^2 \\right)\n\\]\nHere $H_{\\text{symb}}$ generalizes the symbolic Hamiltonian (cf.~\\ref{definition:bk2_symbolic_hamiltonian}) under SRV dynamics.\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk2_symbolic_hamiltonian" ], "cites": [ "definition:bk2_symbolic_hamiltonian" ], "cited_by": [ "proof:appB_resolution_of_smoothness", "proof:appB_smooth_atlas", "proof:appB_srv_cauchy" ], "proof_labels": [ "proof:appB_energy_contraction" ], "ref_roles": [ { "label": "definition:bk2_symbolic_hamiltonian", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "lon_{\\mathcal{O}}\\|\\text{refl}_t\\|_\\kappa^2 \\right) \\] Here $H_{\\text{symb}}$ generalizes the symbolic Hamiltonian (cf.~\\ref{definition:bk2_symbolic_hamiltonian}) under SRV dynamics. \\end{lemma}" } ], "depends_on": [ "assumption:appB_srv_dissipativity", "definition:appB_symbolic_energy", "definition:bk2_symbolic_hamiltonian" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-003" ], "statuses": [ "conditional" ], "witnesses": [ "SmallPack.symbolicEnergyContraction_accum" ], "countermodels": [], "conditions": [ "modeling laws are structure fields or explicit hypotheses; continuum/categorical content is NOT formalized" ], "notes": [ "The per-step contraction law is kept as a structure field on an abstract energy : Nat -> Real sequence; its telescoped/accumulated form over n steps is proved by induction, mirroring Book8's metabolic-sufficiency pattern. H_symb and the underlying SRV dynamics are not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appB_energy_contraction", "type": "proof", "label": "proof:appB_energy_contraction", "name": "", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 146, "latex_body": "\\begin{proof}\n\\label{proof:appB_energy_contraction}\n\\leavevmode\nBy Assumption~\\ref{assumption:appB_srv_dissipativity} the drift increment is a gradient step on the $L$-smooth Hamiltonian, $x_t\\mapsto x_t-\\eta\\nabla H_{\\text{symb}}(x_t)$ with $\\eta\\le 1/L$. The standard descent estimate for an $L$-smooth function then gives\n\\[\nH_{\\text{symb}}(x_{t+1})-H_{\\text{symb}}(x_t)\\le -\\eta\\big(1-\\tfrac{L\\eta}{2}\\big)\\,\\|\\nabla H_{\\text{symb}}(x_t)\\|_\\kappa^2=-\\lambda_{\\text{cont}}\\,\\|\\text{drift}_t\\|_\\kappa^2,\n\\]\nwhere the last equality uses $\\text{drift}_t=\\eta\\nabla H_{\\text{symb}}(x_t)$ (the step size is folded into $\\lambda_{\\text{cont}}$). The reflective correction is non-expansive in $\\|\\cdot\\|_\\kappa$, so it cannot increase the reflection channel of the energy and contributes the analogous nonpositive term $-\\lambda_{\\text{cont}}\\,\\epsilon_{\\mathcal{O}}\\|\\text{refl}_t\\|_\\kappa^2$ (Def.~\\ref{definition:appB_symbolic_energy}). Summing the drift and reflection channels yields\n\\[\n\\mathcal{E}_{t+1}-\\mathcal{E}_t\\le -\\lambda_{\\text{cont}}\\big(\\|\\text{drift}_t\\|_\\kappa^2+\\epsilon_{\\mathcal{O}}\\|\\text{refl}_t\\|_\\kappa^2\\big),\n\\]\nthe claimed contraction. The modulus $\\lambda_{\\text{cont}}=\\eta(1-L\\eta/2)$ is structural, fixed by the smoothness $L$ and step size $\\eta$, not measured.\n\\end{proof}", "macros_used": [], "refs": [ "assumption:appB_srv_dissipativity", "definition:appB_symbolic_energy" ], "proves": "lemma:appB_energy_contraction", "cites": [ "assumption:appB_srv_dissipativity", "definition:appB_symbolic_energy" ], "cited_by": [], "ref_roles": [ { "label": "assumption:appB_srv_dissipativity", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 133, "logical_support": true, "context": "\\begin{proof} \\label{proof:appB_energy_contraction} \\leavevmode By Assumption~\\ref{assumption:appB_srv_dissipativity} the drift increment is a gradient step on the $L$-smooth Hamiltonian, $x_t\\mapsto x_t-\\eta\\nabla H_{\\text{symb}}(x_t)$" }, { "label": "definition:appB_symbolic_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 125, "logical_support": true, "context": "ributes the analogous nonpositive term $-\\lambda_{\\text{cont}}\\,\\epsilon_{\\mathcal{O}}\\|\\text{refl}_t\\|_\\kappa^2$ (Def.~\\ref{definition:appB_symbolic_energy}). Summing the drift and reflection channels yields \\[ \\mathcal{E}_{t+1}-\\mathcal{E}_t\\le -\\lambda_{\\text{cont}}\\big(\\|\\" } ], "depends_on": [ "assumption:appB_srv_dissipativity", "definition:appB_symbolic_energy" ], "role": "proof" }, { "id": "theorem:appB_srv_cauchy", "type": "theorem", "label": "theorem:appB_srv_cauchy", "name": "Cauchy Convergence of SRV Trajectories", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 160, "latex_body": "\\begin{theorem}[Cauchy Convergence of SRV Trajectories]\n\\label{theorem:appB_srv_cauchy}\nAll SRV trajectories $\\{x_t\\}$ are Cauchy in $(\\mathcal{P}, d_{\\mathcal{O}})$ (cf.~\\ref{definition:appB_observer_metric}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:appB_observer_metric" ], "cites": [ "definition:appB_observer_metric" ], "cited_by": [ "proof:appB_resolution_of_smoothness" ], "proof_labels": [ "proof:appB_srv_cauchy" ], "ref_roles": [ { "label": "definition:appB_observer_metric", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 112, "logical_support": true, "context": "ies] \\label{theorem:appB_srv_cauchy} All SRV trajectories $\\{x_t\\}$ are Cauchy in $(\\mathcal{P}, d_{\\mathcal{O}})$ (cf.~\\ref{definition:appB_observer_metric}). \\end{theorem}" } ], "depends_on": [ "assumption:appB_srv_dissipativity", "definition:appB_observer_metric", "lemma:appB_energy_contraction" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-004" ], "statuses": [ "open_bridge" ], "witnesses": [ "SmallPack.symbolicEnergyContraction_sum_bounded", "SmallPack.symbolicEnergyContraction_term_bounded" ], "countermodels": [], "conditions": [ "modeling laws are structure fields or explicit hypotheses; continuum/categorical content is NOT formalized" ], "notes": [ "Does not construct the observer metric d_O or prove literal Cauchy-ness of the trajectory. Instead proves the quantitative content the Cauchy claim depends on: given a lower bound on energy, the cumulative and individual squared-drift terms stay uniformly bounded across all steps. This is a genuinely weaker, honest substitute, not a full proof of the stated theorem." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appB_srv_cauchy", "type": "proof", "label": "proof:appB_srv_cauchy", "name": "", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 164, "latex_body": "\\begin{proof}\n\\label{proof:appB_srv_cauchy}\n\\leavevmode\nBy the Energy Contraction Lemma (Lemma~\\ref{lemma:appB_energy_contraction}) the energy is non-increasing and bounded below, hence convergent. By the $\\mu$-strong convexity of $H_{\\text{symb}}$ (Assumption~\\ref{assumption:appB_srv_dissipativity}) the gradient step contracts the Hamiltonian gap linearly,\n\\[\nH_{\\text{symb}}(x_t)-H_{\\text{symb}}^{\\ast}\\le (1-\\mu\\eta)^{t}\\big(H_{\\text{symb}}(x_0)-H_{\\text{symb}}^{\\ast}\\big),\\qquad 1-\\mu\\eta\\in[0,1).\n\\]\nBy $L$-smoothness $\\|\\nabla H_{\\text{symb}}(x_t)\\|_\\kappa\\le\\sqrt{2L\\,(H_{\\text{symb}}(x_t)-H_{\\text{symb}}^{\\ast})}$, so the drift magnitude decays geometrically, $\\|\\text{drift}_t\\|_\\kappa=\\eta\\|\\nabla H_{\\text{symb}}(x_t)\\|_\\kappa\\le c\\,(1-\\mu\\eta)^{t/2}$, and the non-expansive reflection magnitude is dominated by it. The observer-metric step is controlled by these magnitudes, $d_{\\mathcal{O}}(x_t,x_{t+1})\\le C\\big(\\|\\text{drift}_t\\|_\\kappa+\\|\\text{refl}_t\\|_\\kappa\\big)$ (Def.~\\ref{definition:appB_observer_metric}), whence the consecutive-distance tail is summable and vanishing,\n\\[\n\\sum_{t\\ge N} d_{\\mathcal{O}}(x_t,x_{t+1})\\le C'\\sum_{t\\ge N}(1-\\mu\\eta)^{t/2}=\\frac{C'\\,(1-\\mu\\eta)^{N/2}}{1-(1-\\mu\\eta)^{1/2}}\\xrightarrow[N\\to\\infty]{}0 .\n\\]\nA sequence whose consecutive-distance tails vanish is Cauchy; therefore every SRV trajectory is Cauchy in $(\\mathcal{P},d_{\\mathcal{O}})$.\n\\end{proof}", "macros_used": [], "refs": [ "assumption:appB_srv_dissipativity", "definition:appB_observer_metric", "lemma:appB_energy_contraction" ], "proves": "theorem:appB_srv_cauchy", "cites": [ "assumption:appB_srv_dissipativity", "definition:appB_observer_metric", "lemma:appB_energy_contraction" ], "cited_by": [], "ref_roles": [ { "label": "assumption:appB_srv_dissipativity", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 133, "logical_support": true, "context": "y is non-increasing and bounded below, hence convergent. By the $\\mu$-strong convexity of $H_{\\text{symb}}$ (Assumption~\\ref{assumption:appB_srv_dissipativity}) the gradient step contracts the Hamiltonian gap linearly, \\[ H_{\\text{symb}}(x_t)-H_{\\text{symb}}^{\\ast}\\le (1-\\mu\\eta" }, { "label": "definition:appB_observer_metric", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 112, "logical_support": true, "context": "these magnitudes, $d_{\\mathcal{O}}(x_t,x_{t+1})\\le C\\big(\\|\\text{drift}_t\\|_\\kappa+\\|\\text{refl}_t\\|_\\kappa\\big)$ (Def.~\\ref{definition:appB_observer_metric}), whence the consecutive-distance tail is summable and vanishing, \\[ \\sum_{t\\ge N} d_{\\mathcal{O}}(x_t,x_{t+1})\\le C'\\s" }, { "label": "lemma:appB_energy_contraction", "role": "proof_support", "target_type": "lemma", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 138, "logical_support": true, "context": "\\begin{proof} \\label{proof:appB_srv_cauchy} \\leavevmode By the Energy Contraction Lemma (Lemma~\\ref{lemma:appB_energy_contraction}) the energy is non-increasing and bounded below, hence convergent. By the $\\mu$-strong convexity of $H_{\\text{symb}}$ (" } ], "depends_on": [ "assumption:appB_srv_dissipativity", "definition:appB_observer_metric", "lemma:appB_energy_contraction" ], "role": "proof" }, { "id": "subsec:appB_smooth_completion", "type": "section", "subtype": "subsection", "label": "subsec:appB_smooth_completion", "name": "B.3 Metric Completion and Smooth Atlas", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 179, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "theorem:appB_metric_completion", "type": "theorem", "label": "theorem:appB_metric_completion", "name": "Existence of Metric Completion", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 182, "latex_body": "\\begin{theorem}[Existence of Metric Completion]\n\\label{theorem:appB_metric_completion}\nThe metric completion $\\overline{\\mathcal{P}}$ of $(\\mathcal{P}, d_{\\mathcal{O}})$ exists and is separable.\nThe symbolic tower $\\mathcal{P}$ is equipped with the coherence metric (cf.~\\ref{definition:bk4_coherence_metric_on_symbolic_manifold}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk4_coherence_metric_on_symbolic_manifold" ], "cites": [ "definition:bk4_coherence_metric_on_symbolic_manifold" ], "cited_by": [ "definition:appB_symbolic_chart", "proof:appB_resolution_of_smoothness", "proof:appB_smooth_atlas", "proof:appB_smoothness_emergence", "theorem:appB_smooth_atlas", "theorem:bk4_fuzzy_symbolic_geometry_theorem" ], "proof_labels": [ "proof:appB_metric_completion" ], "ref_roles": [ { "label": "definition:bk4_coherence_metric_on_symbolic_manifold", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 2363, "logical_support": true, "context": "d_{\\mathcal{O}})$ exists and is separable. The symbolic tower $\\mathcal{P}$ is equipped with the coherence metric (cf.~\\ref{definition:bk4_coherence_metric_on_symbolic_manifold}). \\end{theorem}" } ], "depends_on": [ "definition:appB_symbolic_state_space", "definition:bk4_coherence_metric_on_symbolic_manifold" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-010" ], "statuses": [ "conditional" ], "witnesses": [ "Book9B.atlas_consistent_of_glued_and_covers" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "\"the metric completion exists\" is re-read as \"a single global metric consistent with every chart exists\" via single_geometry_iff_glued, given PairCovers and Glued; separability is not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appB_metric_completion", "type": "proof", "label": "proof:appB_metric_completion", "name": "", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 187, "latex_body": "\\begin{proof}\n\\label{proof:appB_metric_completion}\n\\leavevmode\nEvery metric space admits a completion: form the equivalence classes of Cauchy sequences in $(\\mathcal{P},d_{\\mathcal{O}})$ under $\\{x_t\\}\\sim\\{y_t\\}\\Leftrightarrow d_{\\mathcal{O}}(x_t,y_t)\\to 0$, with the induced metric $\\bar d_{\\mathcal{O}}([x],[y])=\\lim_t d_{\\mathcal{O}}(x_t,y_t)$ (Def.~\\ref{definition:bk4_coherence_metric_on_symbolic_manifold} supplies the metric). The resulting space $\\overline{\\mathcal{P}}$ is complete and contains $\\mathcal{P}$ isometrically as a dense subset. For separability, recall the tower is the countable directed union $\\mathcal{P}=\\bigcup_{\\lambda\\in\\mathbb{N}}P_\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}), and each level $P_\\lambda$ is bounded in complexity ($\\le\\lambda$) and operator norm ($\\le\\lambda$), hence totally bounded in $d_{\\mathcal{O}}$ and therefore separable. A countable union of separable sets is separable, so $\\mathcal{P}$ has a countable dense subset $Q$; since $\\mathcal{P}$ is dense in $\\overline{\\mathcal{P}}$, $Q$ is dense in $\\overline{\\mathcal{P}}$ as well. Thus the completion $\\overline{\\mathcal{P}}$ exists and is separable.\n\\end{proof}", "macros_used": [], "refs": [ "definition:appB_symbolic_state_space", "definition:bk4_coherence_metric_on_symbolic_manifold" ], "proves": "theorem:appB_metric_completion", "cites": [ "definition:appB_symbolic_state_space", "definition:bk4_coherence_metric_on_symbolic_manifold" ], "cited_by": [], "ref_roles": [ { "label": "definition:appB_symbolic_state_space", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 103, "logical_support": true, "context": "arability, recall the tower is the countable directed union $\\mathcal{P}=\\bigcup_{\\lambda\\in\\mathbb{N}}P_\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}), and each level $P_\\lambda$ is bounded in complexity ($\\le\\lambda$) and operator norm ($\\le\\lambda$), hence totally bo" }, { "label": "definition:bk4_coherence_metric_on_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 2363, "logical_support": true, "context": "thcal{O}}(x_t,y_t)\\to 0$, with the induced metric $\\bar d_{\\mathcal{O}}([x],[y])=\\lim_t d_{\\mathcal{O}}(x_t,y_t)$ (Def.~\\ref{definition:bk4_coherence_metric_on_symbolic_manifold} supplies the metric). The resulting space $\\overline{\\mathcal{P}}$ is complete and contains $\\mathcal{P}$ isometrically" } ], "depends_on": [ "definition:appB_symbolic_state_space", "definition:bk4_coherence_metric_on_symbolic_manifold" ], "role": "proof" }, { "id": "definition:appB_symbolic_chart", "type": "definition", "label": "definition:appB_symbolic_chart", "name": "Symbolic Chart System", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 193, "latex_body": "\\begin{definition}[Symbolic Chart System]\n\\label{definition:appB_symbolic_chart}\nFor each $\\lambda$, define:\n\\[\n\\chi_\\lambda(s, \\rho) = (\\text{encode}_\\lambda(s), \\text{matrix}_\\lambda(\\rho)) \\in \\mathbb{R}^{d_\\lambda}\n\\]\nThese charts coordinatize the completed manifold $M$ (cf.~\\ref{theorem:appB_metric_completion}).\n\\end{definition}", "macros_used": [], "refs": [ "theorem:appB_metric_completion" ], "cites": [ "theorem:appB_metric_completion" ], "cited_by": [ "assumption:appB_chart_compatibility", "lemma:appB_chart_bounds", "proof:appB_chart_bounds", "proof:bk1_atlas_final_topology_phase_space", "theorem:appB_smooth_atlas" ], "ref_roles": [ { "label": "theorem:appB_metric_completion", "role": "cf_near_match", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 182, "logical_support": true, "context": "), \\text{matrix}_\\lambda(\\rho)) \\in \\mathbb{R}^{d_\\lambda} \\] These charts coordinatize the completed manifold $M$ (cf.~\\ref{theorem:appB_metric_completion}). \\end{definition}" } ], "depends_on": [ "theorem:appB_metric_completion" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-009" ], "statuses": [ "conditional" ], "witnesses": [ "Book9B.atlas_consistent_of_glued_and_covers" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "re-read over FracturedAtlas's ChartComplex rather than constructed from an encode/matrix pair; the specific R^{d_lambda} coordinatization is not modeled, only chart-consistency." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "lemma:appB_chart_bounds", "type": "lemma", "label": "lemma:appB_chart_bounds", "name": "Uniform Chart Bounds", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 202, "latex_body": "\\begin{lemma}[Uniform Chart Bounds]\n\\label{lemma:appB_chart_bounds}\nFor charts $\\chi_\\lambda$ (Def.~\\ref{definition:appB_symbolic_chart}):\n\\[\n\\sup_{x \\in P_\\lambda} \\|D\\chi_\\lambda(x)\\|_{\\text{op}} \\leq C_{\\text{chart}} \\cdot \\lambda^{1/2}\n\\]\n\\end{lemma}", "macros_used": [], "refs": [ "definition:appB_symbolic_chart" ], "cites": [ "definition:appB_symbolic_chart" ], "cited_by": [ "assumption:appB_chart_compatibility", "proof:appB_smooth_atlas" ], "proof_labels": [ "proof:appB_chart_bounds" ], "ref_roles": [ { "label": "definition:appB_symbolic_chart", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 193, "logical_support": true, "context": "\\begin{lemma}[Uniform Chart Bounds] \\label{lemma:appB_chart_bounds} For charts $\\chi_\\lambda$ (Def.~\\ref{definition:appB_symbolic_chart}): \\[ \\sup_{x \\in P_\\lambda} \\|D\\chi_\\lambda(x)\\|_{\\text{op}} \\leq C_{\\text{chart}} \\cdot \\lambda^{1/2} \\] \\end{lemma}" } ], "depends_on": [ "definition:appB_symbolic_chart", "definition:appB_symbolic_energy", "definition:appB_symbolic_state_space" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-005" ], "statuses": [ "conditional" ], "witnesses": [ "SmallPack.chartBound_mono", "SmallPack.chartBound_nonneg" ], "countermodels": [], "conditions": [ "modeling laws are structure fields or explicit hypotheses; continuum/categorical content is NOT formalized" ], "notes": [ "Models only the scalar bound expression C_chart * sqrt(lambda) and proves it is nonnegative and monotone nondecreasing in lambda. The operator-norm sup over the actual charts D chi_lambda is not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appB_chart_bounds", "type": "proof", "label": "proof:appB_chart_bounds", "name": "", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 209, "latex_body": "\\begin{proof}\n\\label{proof:appB_chart_bounds}\n\\leavevmode\nOn the level set $P_\\lambda$ the chart $\\chi_\\lambda(s,\\rho)=(\\text{encode}_\\lambda(s),\\text{matrix}_\\lambda(\\rho))$ (Def.~\\ref{definition:appB_symbolic_chart}) is the product of the symbolic encoding and the operator-coordinate map, each Lipschitz with respect to the coherence norm $\\|\\cdot\\|_\\kappa$ on the bounded domain, with a Lipschitz constant $C_{\\text{chart}}$ independent of $\\lambda$. The domain constrains both factors by the single resolution scale $\\lambda$: $\\text{complexity}(s)\\le\\lambda$ and $\\|\\rho\\|_{\\text{op}}\\le\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}). The norm controlling the differential is the energy norm (Def.~\\ref{definition:appB_symbolic_energy}), whose quadratic kinetic terms make it scale as the square root of the level-$\\lambda$ budget; consequently $\\|D\\chi_\\lambda(x)\\|_{\\text{op}}\\le C_{\\text{chart}}\\,\\lambda^{1/2}$ for every $x\\in P_\\lambda$. Taking the supremum over $P_\\lambda$ gives the stated uniform bound.\n\\end{proof}", "macros_used": [], "refs": [ "definition:appB_symbolic_chart", "definition:appB_symbolic_energy", "definition:appB_symbolic_state_space" ], "proves": "lemma:appB_chart_bounds", "cites": [ "definition:appB_symbolic_chart", "definition:appB_symbolic_energy", "definition:appB_symbolic_state_space" ], "cited_by": [], "ref_roles": [ { "label": "definition:appB_symbolic_chart", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 193, "logical_support": true, "context": "the level set $P_\\lambda$ the chart $\\chi_\\lambda(s,\\rho)=(\\text{encode}_\\lambda(s),\\text{matrix}_\\lambda(\\rho))$ (Def.~\\ref{definition:appB_symbolic_chart}) is the product of the symbolic encoding and the operator-coordinate map, each Lipschitz with respect to the coherence" }, { "label": "definition:appB_symbolic_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 125, "logical_support": true, "context": "mbda$ (Def.~\\ref{definition:appB_symbolic_state_space}). The norm controlling the differential is the energy norm (Def.~\\ref{definition:appB_symbolic_energy}), whose quadratic kinetic terms make it scale as the square root of the level-$\\lambda$ budget; consequently $\\|D\\chi_\\" }, { "label": "definition:appB_symbolic_state_space", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 103, "logical_support": true, "context": "s by the single resolution scale $\\lambda$: $\\text{complexity}(s)\\le\\lambda$ and $\\|\\rho\\|_{\\text{op}}\\le\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}). The norm controlling the differential is the energy norm (Def.~\\ref{definition:appB_symbolic_energy}), whose quadrati" } ], "depends_on": [ "definition:appB_symbolic_chart", "definition:appB_symbolic_energy", "definition:appB_symbolic_state_space" ], "role": "proof" }, { "id": "assumption:appB_chart_compatibility", "type": "assumption", "label": "assumption:appB_chart_compatibility", "name": "Smooth Chart Compatibility", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 215, "latex_body": "\\begin{assumption}[Smooth Chart Compatibility]\n\\label{assumption:appB_chart_compatibility}\nThe symbolic charts form a compatible atlas on the completion: each $\\chi_\\lambda$ (Def.~\\ref{definition:appB_symbolic_chart}) is a homeomorphism of an open neighborhood in $M=\\overline{\\mathcal{P}}$ onto an open subset of $\\mathbb{R}^{d_\\lambda}$, and on each overlap $P_\\lambda\\cap P_\\mu$ the transition map $\\chi_\\mu\\circ\\chi_\\lambda^{-1}$ is a $C^\\infty$ diffeomorphism between its open images. This is the structural hypothesis that the multi-resolution encodings $\\text{encode}_\\lambda$ refine one another smoothly; the uniform first-order control of Lemma~\\ref{lemma:appB_chart_bounds} supplies the $C^1$ part, and the hypothesis upgrades overlap regularity to $C^\\infty$.\n\\end{assumption}", "macros_used": [], "refs": [ "definition:appB_symbolic_chart", "lemma:appB_chart_bounds" ], "cites": [ "definition:appB_symbolic_chart", "lemma:appB_chart_bounds" ], "cited_by": [ "proof:appB_smooth_atlas" ], "ref_roles": [ { "label": "definition:appB_symbolic_chart", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 193, "logical_support": true, "context": "tion:appB_chart_compatibility} The symbolic charts form a compatible atlas on the completion: each $\\chi_\\lambda$ (Def.~\\ref{definition:appB_symbolic_chart}) is a homeomorphism of an open neighborhood in $M=\\overline{\\mathcal{P}}$ onto an open subset of $\\mathbb{R}^{d_\\lambda" }, { "label": "lemma:appB_chart_bounds", "role": "formal_dependency", "target_type": "lemma", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 202, "logical_support": true, "context": "ulti-resolution encodings $\\text{encode}_\\lambda$ refine one another smoothly; the uniform first-order control of Lemma~\\ref{lemma:appB_chart_bounds} supplies the $C^1$ part, and the hypothesis upgrades overlap regularity to $C^\\infty$. \\end{assumption}" } ], "depends_on": [ "definition:appB_symbolic_chart", "lemma:appB_chart_bounds" ], "role": "assumption", "proof_status": "definitional" }, { "id": "theorem:appB_smooth_atlas", "type": "theorem", "label": "theorem:appB_smooth_atlas", "name": "Smooth Atlas on Completion", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 220, "latex_body": "\\begin{theorem}[Smooth Atlas on Completion]\n\\label{theorem:appB_smooth_atlas}\nThe metric completion $M = \\overline{\\mathcal{P}}$ admits a smooth manifold structure compatible with the charts $\\{\\chi_\\lambda\\}$ (cf.~\\ref{definition:appB_symbolic_chart}), constructed over the completed space (cf.~\\ref{theorem:appB_metric_completion}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:appB_symbolic_chart", "theorem:appB_metric_completion" ], "cites": [ "definition:appB_symbolic_chart", "theorem:appB_metric_completion" ], "cited_by": [ "proof:appB_resolution_of_smoothness", "proof:appB_smoothness_emergence" ], "proof_labels": [ "proof:appB_smooth_atlas" ], "ref_roles": [ { "label": "definition:appB_symbolic_chart", "role": "cf_near_match", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 193, "logical_support": true, "context": "tion $M = \\overline{\\mathcal{P}}$ admits a smooth manifold structure compatible with the charts $\\{\\chi_\\lambda\\}$ (cf.~\\ref{definition:appB_symbolic_chart}), constructed over the completed space (cf.~\\ref{theorem:appB_metric_completion}). \\end{theorem}" }, { "label": "theorem:appB_metric_completion", "role": "cf_near_match", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 182, "logical_support": true, "context": "ith the charts $\\{\\chi_\\lambda\\}$ (cf.~\\ref{definition:appB_symbolic_chart}), constructed over the completed space (cf.~\\ref{theorem:appB_metric_completion}). \\end{theorem}" } ], "depends_on": [ "assumption:appB_chart_compatibility", "definition:appB_symbolic_chart", "definition:appB_symbolic_state_space", "lemma:appB_chart_bounds", "lemma:appB_energy_contraction", "theorem:appB_metric_completion" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-011" ], "statuses": [ "conditional" ], "witnesses": [ "Book9B.atlas_consistent_of_glued_and_covers" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "only chart-compatibility (existence of a consistent global metric) is modeled; the smooth-manifold structure itself is not." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appB_smooth_atlas", "type": "proof", "label": "proof:appB_smooth_atlas", "name": "", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 224, "latex_body": "\\begin{proof}\n\\label{proof:appB_smooth_atlas}\n\\leavevmode\nBy Thm.~\\ref{theorem:appB_metric_completion} the completion $M=\\overline{\\mathcal{P}}$ is a separable complete metric space, hence Hausdorff. By Smooth Chart Compatibility (Assumption~\\ref{assumption:appB_chart_compatibility}) each chart $\\chi_\\lambda$ is a homeomorphism of a neighborhood in $M$ onto an open subset of $\\mathbb{R}^{d_\\lambda}$, so $M$ is locally Euclidean, and the charts cover $M$ because every point of $\\overline{\\mathcal{P}}$ is a limit of points lying in some level $P_\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}). The uniform chart bounds (Lemma~\\ref{lemma:appB_chart_bounds}) keep the differentials non-degenerate in the limit, so no chart collapses; and by the same assumption the transition maps $\\chi_\\mu\\circ\\chi_\\lambda^{-1}$ are $C^\\infty$ on overlaps. Hence $\\{\\chi_\\lambda\\}$ is a smooth atlas and $M$ carries a smooth manifold structure compatible with the charts.\n\\end{proof}", "macros_used": [], "refs": [ "assumption:appB_chart_compatibility", "definition:appB_symbolic_state_space", "lemma:appB_chart_bounds", "theorem:appB_metric_completion" ], "proves": "theorem:appB_smooth_atlas", "cites": [ "assumption:appB_chart_compatibility", "definition:appB_symbolic_state_space", "lemma:appB_chart_bounds", "lemma:appB_energy_contraction", "theorem:appB_metric_completion" ], "cited_by": [], "ref_roles": [ { "label": "assumption:appB_chart_compatibility", "role": "definition_anchor", "target_type": "assumption", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 215, "logical_support": true, "context": "overline{\\mathcal{P}}$ is a separable complete metric space, hence Hausdorff. By Smooth Chart Compatibility (Assumption~\\ref{assumption:appB_chart_compatibility}) each chart $\\chi_\\lambda$ is a homeomorphism of a neighborhood in $M$ onto an open subset of $\\mathbb{R}^{d_\\lambda}$," }, { "label": "definition:appB_symbolic_state_space", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 103, "logical_support": true, "context": "ts cover $M$ because every point of $\\overline{\\mathcal{P}}$ is a limit of points lying in some level $P_\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}). The uniform chart bounds (Lemma~\\ref{lemma:appB_chart_bounds}) keep the differentials non-degenerate in the limit, so" }, { "label": "lemma:appB_chart_bounds", "role": "proof_support", "target_type": "lemma", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 202, "logical_support": true, "context": "ints lying in some level $P_\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}). The uniform chart bounds (Lemma~\\ref{lemma:appB_chart_bounds}) keep the differentials non-degenerate in the limit, so no chart collapses; and by the same assumption the transition m" }, { "label": "lemma:appB_energy_contraction", "role": "proof_support", "target_type": "lemma", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 138, "logical_support": true, "context": "" }, { "label": "theorem:appB_metric_completion", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 182, "logical_support": true, "context": "\\begin{proof} \\label{proof:appB_smooth_atlas} \\leavevmode By Thm.~\\ref{theorem:appB_metric_completion} the completion $M=\\overline{\\mathcal{P}}$ is a separable complete metric space, hence Hausdorff. By Smooth Chart Compat" } ], "depends_on": [ "assumption:appB_chart_compatibility", "definition:appB_symbolic_state_space", "lemma:appB_chart_bounds", "lemma:appB_energy_contraction", "theorem:appB_metric_completion" ], "role": "proof" }, { "id": "subsec:appB_continuum_resolution", "type": "section", "subtype": "subsection", "label": "subsec:appB_continuum_resolution", "name": "B.4 Resolution of the Continuum Disjunction", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 240, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "theorem:appB_smoothness_emergence", "type": "theorem", "label": "theorem:appB_smoothness_emergence", "name": "Emergent Smoothness from Symbolic Discreteness", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 243, "latex_body": "\\begin{theorem}[Emergent Smoothness from Symbolic Discreteness]\n\\label{theorem:appB_smoothness_emergence}\nThe completed space $M = \\overline{\\mathcal{P}}$ is a smooth, second-countable, paracompact manifold, confirming topological regularity (cf.~\\ref{axiom:bk1_topological_regularity}) and realizing the pre-geometric nature of the framework (cf.~\\ref{axiom:bk1_pre_geometric_nature}).\n\\end{theorem}", "macros_used": [], "refs": [ "axiom:bk1_pre_geometric_nature", "axiom:bk1_topological_regularity" ], "cites": [ "axiom:bk1_pre_geometric_nature", "axiom:bk1_topological_regularity" ], "cited_by": [ "proof:appB_resolution_of_smoothness" ], "proof_labels": [ "proof:appB_smoothness_emergence" ], "ref_roles": [ { "label": "axiom:bk1_pre_geometric_nature", "role": "cf_near_match", "target_type": "axiom", "target_file": "scholium_symbolicum.tex", "target_line": 1104, "logical_support": true, "context": "al regularity (cf.~\\ref{axiom:bk1_topological_regularity}) and realizing the pre-geometric nature of the framework (cf.~\\ref{axiom:bk1_pre_geometric_nature}). \\end{theorem}" }, { "label": "axiom:bk1_topological_regularity", "role": "cf_near_match", "target_type": "axiom", "target_file": "scholium_symbolicum.tex", "target_line": 2758, "logical_support": true, "context": "M = \\overline{\\mathcal{P}}$ is a smooth, second-countable, paracompact manifold, confirming topological regularity (cf.~\\ref{axiom:bk1_topological_regularity}) and realizing the pre-geometric nature of the framework (cf.~\\ref{axiom:bk1_pre_geometric_nature}). \\end{theorem}" } ], "depends_on": [ "axiom:bk1_pre_geometric_nature", "axiom:bk1_topological_regularity", "theorem:appB_metric_completion", "theorem:appB_smooth_atlas" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-012" ], "statuses": [ "conditional" ], "witnesses": [ "Book9B.no_global_metric_without_gluing" ], "countermodels": [ "Book9B.no_global_metric_without_gluing" ], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "the converse/obstruction direction: charts that are not glued admit no consistent global metric. Smoothness, second-countability, and paracompactness are not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appB_smoothness_emergence", "type": "proof", "label": "proof:appB_smoothness_emergence", "name": "", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 247, "latex_body": "\\begin{proof}\n\\label{proof:appB_smoothness_emergence}\n\\leavevmode\nBy Thm.~\\ref{theorem:appB_smooth_atlas} the completion $M=\\overline{\\mathcal{P}}$ is a smooth manifold. It is second-countable: $M$ is a separable metric space (Thm.~\\ref{theorem:appB_metric_completion}), and a separable metric space is second-countable. It is Hausdorff, being metric. A locally Euclidean, Hausdorff, second-countable space is paracompact (each such space admits a countable, locally finite refinement of every open cover). Hence $M$ is a smooth, second-countable, paracompact manifold. This realizes the topological regularity posited in Ax.~\\ref{axiom:bk1_topological_regularity} and the pre-geometric construction of Ax.~\\ref{axiom:bk1_pre_geometric_nature}: the continuum manifold is obtained, not assumed, from the discrete symbolic tower by metric completion.\n\\end{proof}", "macros_used": [], "refs": [ "axiom:bk1_pre_geometric_nature", "axiom:bk1_topological_regularity", "theorem:appB_metric_completion", "theorem:appB_smooth_atlas" ], "proves": "theorem:appB_smoothness_emergence", "cites": [ "axiom:bk1_pre_geometric_nature", "axiom:bk1_topological_regularity", "theorem:appB_metric_completion", "theorem:appB_smooth_atlas" ], "cited_by": [], "ref_roles": [ { "label": "axiom:bk1_pre_geometric_nature", "role": "definition_anchor", "target_type": "axiom", "target_file": "scholium_symbolicum.tex", "target_line": 1104, "logical_support": true, "context": "topological regularity posited in Ax.~\\ref{axiom:bk1_topological_regularity} and the pre-geometric construction of Ax.~\\ref{axiom:bk1_pre_geometric_nature}: the continuum manifold is obtained, not assumed, from the discrete symbolic tower by metric completion. \\end{proof}" }, { "label": "axiom:bk1_topological_regularity", "role": "definition_anchor", "target_type": "axiom", "target_file": "scholium_symbolicum.tex", "target_line": 2758, "logical_support": true, "context": "Hence $M$ is a smooth, second-countable, paracompact manifold. This realizes the topological regularity posited in Ax.~\\ref{axiom:bk1_topological_regularity} and the pre-geometric construction of Ax.~\\ref{axiom:bk1_pre_geometric_nature}: the continuum manifold is obtained, not" }, { "label": "theorem:appB_metric_completion", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 182, "logical_support": true, "context": "mpletion $M=\\overline{\\mathcal{P}}$ is a smooth manifold. It is second-countable: $M$ is a separable metric space (Thm.~\\ref{theorem:appB_metric_completion}), and a separable metric space is second-countable. It is Hausdorff, being metric. A locally Euclidean, Hausdorff, seco" }, { "label": "theorem:appB_smooth_atlas", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 220, "logical_support": true, "context": "\\begin{proof} \\label{proof:appB_smoothness_emergence} \\leavevmode By Thm.~\\ref{theorem:appB_smooth_atlas} the completion $M=\\overline{\\mathcal{P}}$ is a smooth manifold. It is second-countable: $M$ is a separable metric space" } ], "depends_on": [ "axiom:bk1_pre_geometric_nature", "axiom:bk1_topological_regularity", "theorem:appB_metric_completion", "theorem:appB_smooth_atlas" ], "role": "proof" }, { "id": "corollary:appB_resolution_of_smoothness", "type": "corollary", "label": "corollary:appB_resolution_of_smoothness", "name": "Resolution of Symbolic Smoothness", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 253, "latex_body": "\\begin{corollary}[Resolution of Symbolic Smoothness]\n\\label{corollary:appB_resolution_of_smoothness}\nThe problem posed in Scholium~\\ref{scholium:bk1_resolution_of_continuum_disjunction} is resolved: smooth structure arises constructively from discrete symbolic layers under bounded observer resolution.\n\\end{corollary}", "macros_used": [], "refs": [ "scholium:bk1_resolution_of_continuum_disjunction" ], "cites": [ "scholium:bk1_resolution_of_continuum_disjunction" ], "cited_by": [], "proof_labels": [ "proof:appB_resolution_of_smoothness" ], "ref_roles": [ { "label": "scholium:bk1_resolution_of_continuum_disjunction", "role": "formal_dependency", "target_type": "scholium", "target_file": "scholium_symbolicum.tex", "target_line": 2709, "logical_support": true, "context": "llary}[Resolution of Symbolic Smoothness] \\label{corollary:appB_resolution_of_smoothness} The problem posed in Scholium~\\ref{scholium:bk1_resolution_of_continuum_disjunction} is resolved: smooth structure arises constructively from discrete symbolic layers under bounded observer resolution. \\e" } ], "depends_on": [ "definition:appB_symbolic_state_space", "lemma:appB_energy_contraction", "scholium:bk1_resolution_of_continuum_disjunction", "theorem:appB_metric_completion", "theorem:appB_smooth_atlas", "theorem:appB_smoothness_emergence", "theorem:appB_srv_cauchy" ], "role": "corollary", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-013" ], "statuses": [ "conditional" ], "witnesses": [ "Book9B.no_global_metric_without_gluing" ], "countermodels": [ "Book9B.no_global_metric_without_gluing" ], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "\"smooth structure arises... under bounded observer resolution\" is re-read as its failure mode: resolution that is not consistent across charts (not Glued) yields no single global metric." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:appB_resolution_of_smoothness", "type": "proof", "label": "proof:appB_resolution_of_smoothness", "name": "", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 257, "latex_body": "\\begin{proof}\n\\label{proof:appB_resolution_of_smoothness}\n\\leavevmode\nScholium~\\ref{scholium:bk1_resolution_of_continuum_disjunction} poses the disjunction between a discrete symbolic substrate and a continuous, smooth manifold. The construction of this appendix dissolves it constructively: from the discrete, finite-complexity symbolic tower $\\mathcal{P}=\\bigcup_\\lambda P_\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}), the SRV dynamics are dissipative (Lemma~\\ref{lemma:appB_energy_contraction}) and their trajectories Cauchy (Thm.~\\ref{theorem:appB_srv_cauchy}); metric completion yields a separable complete space (Thm.~\\ref{theorem:appB_metric_completion}) carrying a smooth, paracompact manifold structure (Thm.~\\ref{theorem:appB_smooth_atlas}, Thm.~\\ref{theorem:appB_smoothness_emergence}). Smoothness therefore arises \\emph{from} the discrete layers under bounded observer resolution rather than being postulated beside them, which is precisely the resolution the Scholium calls for.\n\\end{proof}", "macros_used": [], "refs": [ "definition:appB_symbolic_state_space", "lemma:appB_energy_contraction", "scholium:bk1_resolution_of_continuum_disjunction", "theorem:appB_metric_completion", "theorem:appB_smooth_atlas", "theorem:appB_smoothness_emergence", "theorem:appB_srv_cauchy" ], "proves": "corollary:appB_resolution_of_smoothness", "cites": [ "definition:appB_symbolic_state_space", "lemma:appB_energy_contraction", "scholium:bk1_resolution_of_continuum_disjunction", "theorem:appB_metric_completion", "theorem:appB_smooth_atlas", "theorem:appB_smoothness_emergence", "theorem:appB_srv_cauchy" ], "cited_by": [], "ref_roles": [ { "label": "definition:appB_symbolic_state_space", "role": "definition_anchor", "target_type": "definition", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 103, "logical_support": true, "context": "es it constructively: from the discrete, finite-complexity symbolic tower $\\mathcal{P}=\\bigcup_\\lambda P_\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}), the SRV dynamics are dissipative (Lemma~\\ref{lemma:appB_energy_contraction}) and their trajectories Cauchy (Thm.~\\ref" }, { "label": "lemma:appB_energy_contraction", "role": "proof_support", "target_type": "lemma", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 138, "logical_support": true, "context": "}=\\bigcup_\\lambda P_\\lambda$ (Def.~\\ref{definition:appB_symbolic_state_space}), the SRV dynamics are dissipative (Lemma~\\ref{lemma:appB_energy_contraction}) and their trajectories Cauchy (Thm.~\\ref{theorem:appB_srv_cauchy}); metric completion yields a separable complete spac" }, { "label": "scholium:bk1_resolution_of_continuum_disjunction", "role": "proof_support", "target_type": "scholium", "target_file": "scholium_symbolicum.tex", "target_line": 2709, "logical_support": true, "context": "\\begin{proof} \\label{proof:appB_resolution_of_smoothness} \\leavevmode Scholium~\\ref{scholium:bk1_resolution_of_continuum_disjunction} poses the disjunction between a discrete symbolic substrate and a continuous, smooth manifold. The construction of this" }, { "label": "theorem:appB_metric_completion", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 182, "logical_support": true, "context": "eir trajectories Cauchy (Thm.~\\ref{theorem:appB_srv_cauchy}); metric completion yields a separable complete space (Thm.~\\ref{theorem:appB_metric_completion}) carrying a smooth, paracompact manifold structure (Thm.~\\ref{theorem:appB_smooth_atlas}, Thm.~\\ref{theorem:appB_smooth" }, { "label": "theorem:appB_smooth_atlas", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 220, "logical_support": true, "context": "able complete space (Thm.~\\ref{theorem:appB_metric_completion}) carrying a smooth, paracompact manifold structure (Thm.~\\ref{theorem:appB_smooth_atlas}, Thm.~\\ref{theorem:appB_smoothness_emergence}). Smoothness therefore arises \\emph{from} the discrete layers under bound" }, { "label": "theorem:appB_smoothness_emergence", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 243, "logical_support": true, "context": ":appB_metric_completion}) carrying a smooth, paracompact manifold structure (Thm.~\\ref{theorem:appB_smooth_atlas}, Thm.~\\ref{theorem:appB_smoothness_emergence}). Smoothness therefore arises \\emph{from} the discrete layers under bounded observer resolution rather than being postu" }, { "label": "theorem:appB_srv_cauchy", "role": "proof_support", "target_type": "theorem", "target_file": "appendix_symbolic_reflexive_validation.tex", "target_line": 160, "logical_support": true, "context": "ace}), the SRV dynamics are dissipative (Lemma~\\ref{lemma:appB_energy_contraction}) and their trajectories Cauchy (Thm.~\\ref{theorem:appB_srv_cauchy}); metric completion yields a separable complete space (Thm.~\\ref{theorem:appB_metric_completion}) carrying a smooth, pa" } ], "depends_on": [ "definition:appB_symbolic_state_space", "lemma:appB_energy_contraction", "scholium:bk1_resolution_of_continuum_disjunction", "theorem:appB_metric_completion", "theorem:appB_smooth_atlas", "theorem:appB_smoothness_emergence", "theorem:appB_srv_cauchy" ], "role": "proof" }, { "id": "remark:appB_executable_resolution_smoothness", "type": "remark", "label": "remark:appB_executable_resolution_smoothness", "name": "Executable Resolution of Smoothness", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 263, "latex_body": "\\begin{remark}[Executable Resolution of Smoothness]\n\\label{remark:appB_executable_resolution_smoothness}\nThe theoretical results presented here are verified through executable Python simulations included with this appendix. \nRather than appealing to numerical coincidence, these simulations implement the SRV flow and symbolic metric directly, \ndemonstrating that $\\varphi$ arises as a coherence-preserving attractor and that symbolic curvature is observable via compression behavior.\nThis fulfills the symbolic resolution of the continuum disjunction proposed in Scholium~\\ref{scholium:bk1_resolution_of_continuum_disjunction}.\n\\end{remark}", "macros_used": [], "refs": [ "scholium:bk1_resolution_of_continuum_disjunction" ], "cites": [ "scholium:bk1_resolution_of_continuum_disjunction" ], "cited_by": [], "ref_roles": [ { "label": "scholium:bk1_resolution_of_continuum_disjunction", "role": "formal_dependency", "target_type": "scholium", "target_file": "scholium_symbolicum.tex", "target_line": 2709, "logical_support": true, "context": "vable via compression behavior. This fulfills the symbolic resolution of the continuum disjunction proposed in Scholium~\\ref{scholium:bk1_resolution_of_continuum_disjunction}. \\end{remark}" } ], "depends_on": [ "scholium:bk1_resolution_of_continuum_disjunction" ], "role": "remark" }, { "id": "subsec:appB_ml_consequences", "type": "section", "subtype": "subsection", "label": "subsec:appB_ml_consequences", "name": "B.5 Consequences for Machine Learning", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 272, "latex_body": "", "macros_used": [], "cites": [ "remark:bk7_unnamed_remark_03" ], "cited_by": [], "ref_roles": [ { "label": "remark:bk7_unnamed_remark_03", "role": "navigation", "target_type": "remark", "target_file": "book7.tex", "target_line": 440, "logical_support": false, "context": "" } ], "depends_on": [ "remark:bk7_unnamed_remark_03" ], "role": "section" }, { "id": "remark:appB_embodied_predictive_geometry", "type": "remark", "label": "remark:appB_embodied_predictive_geometry", "name": "SRV and Embodied Predictive Geometry", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 283, "latex_body": "\\begin{remark}[SRV and Embodied Predictive Geometry]\n\\label{remark:appB_embodied_predictive_geometry}\nThe drift-reflection formalism\n(Def.~\\ref{definition:bk1_drift_field};\nDef.~\\ref{definition:bk1_reflection_operator}) applies to symbolic computation\nand embodied prediction in biological and artificial agents.\nUnder SRV, a sensorimotor loop that injects perturbations (drift) and contracts\nprediction error through internal models (reflection) traces a Cauchy path in\nobserver metric $d_{\\mathcal{O}}$, constructing a smooth manifold of embodied\nstates.\nKinesthetic sense is one example.\nMore broadly, SRV predicts continuous felt geometry across vestibular balance,\nactive touch, and visuo-motor alignment, consistent with\nsensorimotor-contingency theory.\nThese links suggest that the symbolic manifold may provide a unifying geometry\nfor diverse forms of embodied cognition.\n\\end{remark}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator" ], "cites": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "and Embodied Predictive Geometry] \\label{remark:appB_embodied_predictive_geometry} The drift-reflection formalism (Def.~\\ref{definition:bk1_drift_field}; Def.~\\ref{definition:bk1_reflection_operator}) applies to symbolic computation and embodied prediction in biological a" }, { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "l{remark:appB_embodied_predictive_geometry} The drift-reflection formalism (Def.~\\ref{definition:bk1_drift_field}; Def.~\\ref{definition:bk1_reflection_operator}) applies to symbolic computation and embodied prediction in biological and artificial agents. Under SRV, a sensorimotor" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator" ], "role": "remark" }, { "id": "scholium:appB_synthetic_resolution", "type": "section", "subtype": "subsection", "label": "scholium:appB_synthetic_resolution", "name": "B.6 Scholium: The Synthetic Resolution", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 302, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_reflection_operator" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_reflection_operator", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_reflection_operator" ], "role": "section" }, { "id": "subsec:appB_technical_note", "type": "section", "subtype": "subsection", "label": "subsec:appB_technical_note", "name": "Technical Note", "book": "appendix_symbolic_reflexive_validation", "matter_region": "appendix", "matter_role": "appendix_expansion", "file": "appendix_symbolic_reflexive_validation.tex", "line": 323, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "sec:bk1_axiomata_prima", "type": "section", "subtype": "section", "label": "sec:bk1_axiomata_prima", "name": "Axiomata Prima", "book": "book1", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book1.tex", "line": 1, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "axiom:bk1_axiomata_prima", "type": "axiom", "label": "axiom:bk1_axiomata_prima", "name": "Drift as Origin", "book": "book1", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book1.tex", "line": 3, "latex_body": "\\begin{axiom}[Drift as Origin]\n\\label{axiom:bk1_axiomata_prima}\nExistence is not.\n\\end{axiom}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "axiom:bk1_dual_horizon_postulate", "axiom:bk1_pre_geometric_nature", "axiom:bk1_symbolic_primacy", "corollary:bk1_horizon_duality_principle", "corollary:bk1_linear_insufficiency", "definition:bk1_drift_field", "definition:bk1_let_cats_be_the_category", "definition:bk1_reflection_operator", "proof:bk1_colimit_yields_categoric_structure", "proof:bk1_horizon_duality_principle", "remark:bk4_fuzzy", "scholium:bk1_interpretability_two_axes", "sec:bk1_foundational_structures", "subsec:appD_process_philosophy_core_resonance", "theorem:bk1_reflexivity_quadratic" ], "depends_on": [], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-SMALLPACK-008" ], "statuses": [ "conditional" ], "witnesses": [ "AxiomataPrima.everything_forces_stasis", "AxiomataPrima.just_is_observationally_nothing", "AxiomataPrima.negotiation_not_null", "AxiomataPrima.no_manifest_only_existence", "AxiomataPrima.no_return_past_work", "AxiomataPrima.two_channel_sustained" ], "countermodels": [], "conditions": [ "face 3 consumes the guarded-process machinery (LPS-P49) and the helix kernel (LPS-P48)", "the metaphysical scope of a three-word axiom is not exhausted; the operational tri-face kernel is what is certified" ], "notes": [ "Proof by negation over the minimal frame: just-is and everything both collapse observationally into nothing; nothing dies by exhibition of the negotiation (non-null, selecting, positive-floor); uniqueness signed by the descent arrow (no return past work). Conditional on the minimal frame; the metaphysical scope of the three-word axiom is not exhausted." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "sec:bk2_foundations_symbolic_thermodynamics", "type": "section", "subtype": "section", "label": "sec:bk2_foundations_symbolic_thermodynamics", "name": "Foundations of Symbolic Thermodynamics", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 2, "latex_body": "", "macros_used": [], "cites": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_phase_transitio", "definition:bk2_symbolic_temperature", "lemma:bk2_finiteness_of_symbolic_entropy", "scholium:bk1_epistemic_humility" ], "cited_by": [], "forward_refs": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_phase_transitio", "definition:bk2_symbolic_temperature", "lemma:bk2_finiteness_of_symbolic_entropy" ], "forward_ref_roles": [ { "label": "definition:bk2_symbolic_entropy", "role": "navigation", "target_type": "definition", "target_line": 114, "line_distance": 112, "context": "" }, { "label": "definition:bk2_symbolic_free_energy", "role": "navigation", "target_type": "definition", "target_line": 135, "line_distance": 133, "context": "" }, { "label": "definition:bk2_symbolic_phase_transitio", "role": "navigation", "target_type": "definition", "target_line": 377, "line_distance": 375, "context": "" }, { "label": "definition:bk2_symbolic_temperature", "role": "navigation", "target_type": "definition", "target_line": 148, "line_distance": 146, "context": "" }, { "label": "lemma:bk2_finiteness_of_symbolic_entropy", "role": "navigation", "target_type": "lemma", "target_line": 123, "line_distance": 121, "context": "" } ], "ref_roles": [ { "label": "definition:bk2_symbolic_entropy", "role": "forward_navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": false, "context": "" }, { "label": "definition:bk2_symbolic_free_energy", "role": "forward_navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": false, "context": "" }, { "label": "definition:bk2_symbolic_phase_transitio", "role": "forward_navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 377, "logical_support": false, "context": "" }, { "label": "definition:bk2_symbolic_temperature", "role": "forward_navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": false, "context": "" }, { "label": "lemma:bk2_finiteness_of_symbolic_entropy", "role": "forward_navigation", "target_type": "lemma", "target_file": "book2.tex", "target_line": 123, "logical_support": false, "context": "" }, { "label": "scholium:bk1_epistemic_humility", "role": "navigation", "target_type": "scholium", "target_file": "scholium_symbolicum.tex", "target_line": 648, "logical_support": false, "context": "" } ], "depends_on": [ "scholium:bk1_epistemic_humility" ], "role": "section" }, { "id": "subsec:bk2_symbolic_states_probability_measures", "type": "section", "subtype": "subsection", "label": "subsec:bk2_symbolic_states_probability_measures", "name": "Symbolic States and Probability Measures", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 20, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk2_symbolic_probability_spa", "type": "definition", "label": "definition:bk2_symbolic_probability_spa", "name": "Symbolic Probability Space", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 23, "latex_body": "\\begin{definition}[Symbolic Probability Space] \n\\label{definition:bk2_symbolic_probability_spa} \nThe triple $(M, \\mathcal{B}, \\mu_g)$ forms a probability space\n~(see proof~\\ref{proof:bk2_probability_structure_on_manifold})\nwhere:\n\\begin{enumerate}\n \\item $M$ is the symbolic manifold (Def.~\\ref{definition:bk1_symbolic_manifold_existence});\n \\item $\\mathcal{B}$ is the Borel $\\sigma$-algebra generated by the topology on $M$;\n \\item $\\mu_g$ is the normalized Riemannian volume measure induced by the symbolic metric $g$, satisfying $\\mu_g(M) = 1$.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold_existence", "proof:bk2_probability_structure_on_manifold" ], "cites": [ "definition:bk1_symbolic_manifold_existence", "proof:bk2_probability_structure_on_manifold" ], "cited_by": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_hamiltonian", "definition:bk3_integration_differentiation_pressures", "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_knowledge_structure", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_symbiosis", "definition:bk4_constraint_domain", "definition:bk4_individuated_symbolic_id", "definition:bk5_symbolic_operator_space", "lemma:bk2_wellposedness_symb_prob_space", "lemma:bk3_symbiotic_stability_conditions", "lemma:bk4_fragmentation_cascade", "proof:bk2_probability_structure_on_manifold", "proof:bk3_coupling_energy_symbolic_hamiltonian", "proof:bk3_differentiation_knowledge_structure", "proof:bk4_fragmentation_identity_stability", "proof:bk4_information_bottleneck_symbolic_filter", "proof:bk4_symbolic_curvature_fragmentation", "theorem:bk4_drift_reflection_imbalance" ], "forward_refs": [ "proof:bk2_probability_structure_on_manifold" ], "forward_ref_roles": [ { "label": "proof:bk2_probability_structure_on_manifold", "role": "proof_below", "target_type": "proof", "target_line": 53, "line_distance": 30, "context": "el{definition:bk2_symbolic_probability_spa} The triple $(M, \\mathcal{B}, \\mu_g)$ forms a probability space ~(see proof~\\ref{proof:bk2_probability_structure_on_manifold}) where: \\begin{enumerate} \\item $M$ is the symbolic manifold (Def.~\\ref{definition:bk1_symbolic_manifold_existence}" } ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold_existence", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2792, "logical_support": true, "context": "ref{proof:bk2_probability_structure_on_manifold}) where: \\begin{enumerate} \\item $M$ is the symbolic manifold (Def.~\\ref{definition:bk1_symbolic_manifold_existence}); \\item $\\mathcal{B}$ is the Borel $\\sigma$-algebra generated by the topology on $M$; \\item $\\mu_g$ is the norm" }, { "label": "proof:bk2_probability_structure_on_manifold", "role": "forward_proof_below", "target_type": "proof", "target_file": "book2.tex", "target_line": 53, "logical_support": false, "context": "el{definition:bk2_symbolic_probability_spa} The triple $(M, \\mathcal{B}, \\mu_g)$ forms a probability space ~(see proof~\\ref{proof:bk2_probability_structure_on_manifold}) where: \\begin{enumerate} \\item $M$ is the symbolic manifold (Def.~\\ref{definition:bk1_symbolic_manifold_existence}" } ], "depends_on": [ "definition:bk1_symbolic_manifold_existence" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-001" ], "statuses": [ "constructed" ], "witnesses": [ "Book2.gibbs_isDensity" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Finite probability space as density structure; the Borel/volume apparatus is not certified." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:bk2__symbolic_probability_density", "type": "definition", "label": "definition:bk2__symbolic_probability_density", "name": "Symbolic Probability Density", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 35, "latex_body": "\\begin{definition}[Symbolic Probability Density] \n\\label{definition:bk2__symbolic_probability_density} \nA symbolic probability density at symbolic time $s$ is a measurable function $\\rho(\\cdot, s): M \\rightarrow \\mathbb{R}_{\\geq 0}$ satisfying (see def~\\ref{definition:bk2_symbolic_probability_spa}):\n\\begin{enumerate}\n \\item Normalization: $\\int_M \\rho(x, s) \\, d\\mu_g(x) = 1$;\n \\item Absolute continuity: $\\rho(\\cdot, s) \\ll \\mu_g$;\n \\item Regularity: We restrict to the space\n \\[\n \\mathcal{P}(M) = \\left\\{ \\rho \\in C^\\infty(M) \\mid \\rho > 0,\\; \\int_M \\rho \\, d\\mu_g = 1 \\right\\}.\n \\]\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_probability_spa" ], "cites": [ "definition:bk2_symbolic_probability_spa" ], "cited_by": [ "axiom:bk2_symbolic_fokker_planck_equation", "definition:bk2_symbolic_energy", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_wasserstein_met", "definition:bk3_integration_differentiation_pressures", "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_knowledge_structure", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_symbiosis", "lemma:bk2_conservation_of_probability", "lemma:bk2_finiteness_of_symbolic_entropy", "lemma:bk3_symbiotic_stability_conditions", "proof:bk2_bounded_symbolic_entropy", "proof:bk2_fokker_planck_probability_conservation", "proof:bk2_global_local_temp_relation", "proof:bk2_symbolic_drift_equilibrium_yields_gibbs_measure", "proof:bk2_symbolic_free_energy_dissipation", "proposition:bk2_global_local_temp_relation", "theorem:bk3_couplinginduced_drift_modification" ], "ref_roles": [ { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "y at symbolic time $s$ is a measurable function $\\rho(\\cdot, s): M \\rightarrow \\mathbb{R}_{\\geq 0}$ satisfying (see def~\\ref{definition:bk2_symbolic_probability_spa}): \\begin{enumerate} \\item Normalization: $\\int_M \\rho(x, s) \\, d\\mu_g(x) = 1$; \\item Absolute continuity: $\\rho" } ], "depends_on": [ "definition:bk2_symbolic_probability_spa" ], "role": "definition", "proof_status": "definitional" }, { "id": "lemma:bk2_wellposedness_symb_prob_space", "type": "lemma", "label": "lemma:bk2_wellposedness_symb_prob_space", "name": "Well-posedness of Symbolic Probability Space", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 48, "latex_body": "\\begin{lemma}[Well-posedness of Symbolic Probability Space] \n\\label{lemma:bk2_wellposedness_symb_prob_space} \nThe symbolic probability space $(M, \\mathcal{B}, \\mu_g)$ is well-defined for any bounded symbolic observer (see def~\\ref{definition:bk1_bounded_observer}) embedded within the system (see def~\\ref{definition:bk2_symbolic_probability_spa}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk1_bounded_observer", "definition:bk2_symbolic_probability_spa" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk2_symbolic_probability_spa" ], "cited_by": [], "proof_labels": [ "proof:bk2_probability_structure_on_manifold" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "e} The symbolic probability space $(M, \\mathcal{B}, \\mu_g)$ is well-defined for any bounded symbolic observer (see def~\\ref{definition:bk1_bounded_observer}) embedded within the system (see def~\\ref{definition:bk2_symbolic_probability_spa}). \\end{lemma}" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "d for any bounded symbolic observer (see def~\\ref{definition:bk1_bounded_observer}) embedded within the system (see def~\\ref{definition:bk2_symbolic_probability_spa}). \\end{lemma}" } ], "depends_on": [ "axiom:bk1_topological_regularity", "definition:bk1_bounded_observer", "definition:bk2_symbolic_probability_spa", "lemma:bk1_local_stability_analysis", "theorem:bk1_manifold_emergence" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-002" ], "statuses": [ "conditional" ], "witnesses": [ "Book2.gibbs_isDensity" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Finite kernel: the Gibbs state is a genuine density (positive, sums to one)." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_probability_structure_on_manifold", "type": "proof", "label": "proof:bk2_probability_structure_on_manifold", "name": "Symbolic Probability Structure on Emergent Manifold", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 53, "latex_body": "\\begin{proof}[Symbolic Probability Structure on Emergent Manifold]\n\\label{proof:bk2_probability_structure_on_manifold}\n\\leavevmode\n\nBy Axiom~\\ref{axiom:bk1_topological_regularity}, the manifold $M$ is Hausdorff, second-countable, and paracompact, so the Borel $\\sigma$-algebra $\\mathcal{B}$ is well-defined.\nThe symbolic metric $g$ from Lemma~\\ref{lemma:bk1_local_stability_analysis} induces a Riemannian volume form $\\omega_g$ on $M$.\nSince $M$ emerges through the colimit process (Theorem~\\ref{theorem:bk1_manifold_emergence}) as connected and paracompact, it has finite total volume $V = \\int_M \\omega_g < \\infty$.\nNormalize to $\\mu_g = \\omega_g/V$ so that $\\mu_g(M)=1$. Hence $(M, \\mathcal{B}, \\mu_g)$ satisfies the probability-space axioms (see def~\\ref{definition:bk2_symbolic_probability_spa}).\n\\end{proof}", "macros_used": [], "refs": [ "axiom:bk1_topological_regularity", "definition:bk2_symbolic_probability_spa", "lemma:bk1_local_stability_analysis", "theorem:bk1_manifold_emergence" ], "proves": "lemma:bk2_wellposedness_symb_prob_space", "cites": [ "axiom:bk1_topological_regularity", "definition:bk2_symbolic_probability_spa", "lemma:bk1_local_stability_analysis", "theorem:bk1_manifold_emergence" ], "cited_by": [ "definition:bk2_symbolic_probability_spa" ], "ref_roles": [ { "label": "axiom:bk1_topological_regularity", "role": "definition_anchor", "target_type": "axiom", "target_file": "scholium_symbolicum.tex", "target_line": 2758, "logical_support": true, "context": "c Probability Structure on Emergent Manifold] \\label{proof:bk2_probability_structure_on_manifold} \\leavevmode By Axiom~\\ref{axiom:bk1_topological_regularity}, the manifold $M$ is Hausdorff, second-countable, and paracompact, so the Borel $\\sigma$-algebra $\\mathcal{B}$ is well-" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "u_g = \\omega_g/V$ so that $\\mu_g(M)=1$. Hence $(M, \\mathcal{B}, \\mu_g)$ satisfies the probability-space axioms (see def~\\ref{definition:bk2_symbolic_probability_spa}). \\end{proof}" }, { "label": "lemma:bk1_local_stability_analysis", "role": "proof_support", "target_type": "lemma", "target_file": "scholium_symbolicum.tex", "target_line": 3707, "logical_support": true, "context": "table, and paracompact, so the Borel $\\sigma$-algebra $\\mathcal{B}$ is well-defined. The symbolic metric $g$ from Lemma~\\ref{lemma:bk1_local_stability_analysis} induces a Riemannian volume form $\\omega_g$ on $M$. Since $M$ emerges through the colimit process (Theorem~\\ref{theorem" }, { "label": "theorem:bk1_manifold_emergence", "role": "proof_support", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 2771, "logical_support": true, "context": "ty_analysis} induces a Riemannian volume form $\\omega_g$ on $M$. Since $M$ emerges through the colimit process (Theorem~\\ref{theorem:bk1_manifold_emergence}) as connected and paracompact, it has finite total volume $V = \\int_M \\omega_g < \\infty$. Normalize to $\\mu_g = \\omega_" } ], "depends_on": [ "axiom:bk1_topological_regularity", "definition:bk2_symbolic_probability_spa", "lemma:bk1_local_stability_analysis", "theorem:bk1_manifold_emergence" ], "role": "proof" }, { "id": "subsec:bk2_core_thermodynamic_quantities", "type": "section", "subtype": "subsection", "label": "subsec:bk2_core_thermodynamic_quantities", "name": "Core Thermodynamic Quantities", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 63, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk1_symbolic_manifold" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": false, "context": "" }, { "label": "definition:bk1_reflection_operator", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": false, "context": "" }, { "label": "definition:bk1_symbolic_manifold", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk1_symbolic_manifold" ], "role": "section" }, { "id": "definition:bk2_symbolic_hamiltonian", "type": "definition", "label": "definition:bk2_symbolic_hamiltonian", "name": "Symbolic Hamiltonian", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 67, "latex_body": "\\begin{definition}[Symbolic Hamiltonian] \n\\label{definition:bk2_symbolic_hamiltonian} \nThe symbolic Hamiltonian $H: M \\rightarrow \\mathbb{R}$ is defined as:\n\\[\nH(x) = \\frac{\\kappa}{\\|D(x)\\|_g + \\epsilon} + \\lambda \\cdot \\text{tr}(\\mathcal{L}_x)\n\\]\nwhere (see def~\\ref{definition:bk2_symbolic_probability_spa}; see also def~\\ref{definition:bk1_reflection_operator}):\n\\begin{enumerate}\n \\item $\\kappa, \\lambda > 0$ are scaling constants;\n \\item $\\|D(x)\\|_g$ denotes the norm of the drift vector at point $x$ with respect to the metric $g$;\n \\item $\\epsilon > 0$ is a regularization constant ensuring well-definedness;\n \\item $\\mathcal{L}_x = P_{R(x) \\leftarrow x} \\circ dR_x$ is the linearization of the reflection operator at $x$, where $dR_x$ is the differential of $R$ at $x$ and $P_{R(x) \\leftarrow x}$ denotes parallel transport from $x$ to $R(x)$ along the unique minimizing geodesic.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_reflection_operator", "definition:bk2_symbolic_probability_spa" ], "cites": [ "definition:bk1_reflection_operator", "definition:bk2_symbolic_probability_spa" ], "cited_by": [ "assumption:appB_srv_dissipativity", "axiom:bk2_gradient_structure_drift", "axiom:bk5_adaptation", "axiom:bk7_convergence_potential", "corollary:bk2_interpretative_framework", "definition:bk2_symbolic_energy", "definition:bk2_symbolic_partition_funct", "definition:bk3_membrane_thermodynamics", "lemma:appB_energy_contraction", "lemma:bk2_wellposedness_symb_hamiltonian", "proof:bk1_sketch_observed_consequences", "proof:bk2_coherence_of_symbolic_therm", "proof:bk2_interpretative_framework", "proof:bk3_coupling_energy_symbolic_hamiltonian", "remark:bk2_symbolic_hamiltonian", "sec:bk7_definitionnes_septimae_structures_of_convergence" ], "ref_roles": [ { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "+ \\lambda \\cdot \\text{tr}(\\mathcal{L}_x) \\] where (see def~\\ref{definition:bk2_symbolic_probability_spa}; see also def~\\ref{definition:bk1_reflection_operator}): \\begin{enumerate} \\item $\\kappa, \\lambda > 0$ are scaling constants; \\item $\\|D(x)\\|_g$ denotes the norm of t" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "s defined as: \\[ H(x) = \\frac{\\kappa}{\\|D(x)\\|_g + \\epsilon} + \\lambda \\cdot \\text{tr}(\\mathcal{L}_x) \\] where (see def~\\ref{definition:bk2_symbolic_probability_spa}; see also def~\\ref{definition:bk1_reflection_operator}): \\begin{enumerate} \\item $\\kappa, \\lambda > 0$ are scaling" } ], "depends_on": [ "definition:bk1_reflection_operator", "definition:bk2_symbolic_probability_spa" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-017" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book7B.hamiltonian_denom_pos" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Only the regularized denominator's positivity is modeled; the drift-norm and parallel-transported reflection-linearization trace terms are not." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "remark:bk2_symbolic_hamiltonian", "type": "remark", "label": "remark:bk2_symbolic_hamiltonian", "name": "Motivating the Canonical Symbolic Hamiltonian", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 82, "latex_body": "\\begin{remark}[Motivating the Canonical Symbolic Hamiltonian]\n\\label{remark:bk2_symbolic_hamiltonian}\nThe form of $H$ in Def.~\\ref{definition:bk2_symbolic_hamiltonian} is fixed by three requirements:\n\\begin{enumerate}\n \\item \\textbf{Bounded below, smooth:} $H \\in C^\\infty(M)$ and $H > 0$ everywhere (ensured by the $\\epsilon$-regularization in the denominator and the positivity of the trace term).\n \\item \\textbf{Drift--reflection balance:} $H$ must encode the tension between drift magnitude $\\|D(x)\\|_g$ and reflective stabilization $\\mathrm{tr}(\\mathcal{L}_x)$. High drift decreases $H(x)$, signaling instability; strong reflection increases it, signaling stabilization.\n \\item \\textbf{Equilibrium compatibility:} The Gibbs measure $\\rho_{\\mathrm{eq}} \\propto e^{-\\beta H}$ (Thm.~\\ref{theorem:bk2_equilibrium_distribution}) must be the unique equilibrium of the Fokker--Planck dynamics (Thm.~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}).\n\\end{enumerate}\nGiven these constraints, $H$ is canonical up to the gauge choices $\\kappa, \\lambda > 0$ (which set the relative weighting of drift and reflection) and $\\epsilon > 0$ (which regularizes the drift singularity). The structural correspondence between this Hamiltonian and the Operatio's pre-parametric skeleton is demonstrated in SRV Trace~8 (\\S\\ref{subsec:appB_srv_trace8}).\n\\end{remark}", "macros_used": [], "refs": [ "definition:bk2_symbolic_hamiltonian", "subsec:appB_srv_trace8", "theorem:bk1_fundamental_relation_fokker_plank_equation", "theorem:bk2_equilibrium_distribution" ], "cites": [ "definition:bk2_symbolic_hamiltonian", "subsec:appB_srv_trace8", "theorem:bk1_fundamental_relation_fokker_plank_equation", "theorem:bk2_equilibrium_distribution" ], "cited_by": [], "forward_refs": [ "theorem:bk2_equilibrium_distribution" ], "forward_ref_roles": [ { "label": "theorem:bk2_equilibrium_distribution", "role": "teaser", "target_type": "theorem", "target_line": 216, "line_distance": 134, "context": "zation. \\item \\textbf{Equilibrium compatibility:} The Gibbs measure $\\rho_{\\mathrm{eq}} \\propto e^{-\\beta H}$ (Thm.~\\ref{theorem:bk2_equilibrium_distribution}) must be the unique equilibrium of the Fokker--Planck dynamics (Thm.~\\ref{theorem:bk1_fundamental_relation_fokker_plank" } ], "ref_roles": [ { "label": "definition:bk2_symbolic_hamiltonian", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "{remark}[Motivating the Canonical Symbolic Hamiltonian] \\label{remark:bk2_symbolic_hamiltonian} The form of $H$ in Def.~\\ref{definition:bk2_symbolic_hamiltonian} is fixed by three requirements: \\begin{enumerate} \\item \\textbf{Bounded below, smooth:} $H \\in C^\\infty(M)$ and $H" }, { "label": "subsec:appB_srv_trace8", "role": "navigation", "target_type": "section", "target_file": "trace8.tex", "target_line": 1, "logical_support": false, "context": "al correspondence between this Hamiltonian and the Operatio's pre-parametric skeleton is demonstrated in SRV Trace~8 (\\S\\ref{subsec:appB_srv_trace8}). \\end{remark}" }, { "label": "theorem:bk1_fundamental_relation_fokker_plank_equation", "role": "formal_dependency", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 3098, "logical_support": true, "context": "$ (Thm.~\\ref{theorem:bk2_equilibrium_distribution}) must be the unique equilibrium of the Fokker--Planck dynamics (Thm.~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}). \\end{enumerate} Given these constraints, $H$ is canonical up to the gauge choices $\\kappa, \\lambda > 0$ (which set th" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "forward_teaser", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": false, "context": "zation. \\item \\textbf{Equilibrium compatibility:} The Gibbs measure $\\rho_{\\mathrm{eq}} \\propto e^{-\\beta H}$ (Thm.~\\ref{theorem:bk2_equilibrium_distribution}) must be the unique equilibrium of the Fokker--Planck dynamics (Thm.~\\ref{theorem:bk1_fundamental_relation_fokker_plank" } ], "depends_on": [ "definition:bk2_symbolic_hamiltonian", "theorem:bk1_fundamental_relation_fokker_plank_equation" ], "role": "remark" }, { "id": "lemma:bk2_wellposedness_symb_hamiltonian", "type": "lemma", "label": "lemma:bk2_wellposedness_symb_hamiltonian", "name": "Well-posedness of Symbolic Hamiltonian", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 93, "latex_body": "\\begin{lemma}[Well-posedness of Symbolic Hamiltonian] \n\\label{lemma:bk2_wellposedness_symb_hamiltonian} \nThe symbolic Hamiltonian $H$ (defined in def~\\ref{definition:bk2_symbolic_hamiltonian}) is well-defined and smooth on $M$ (see also proof~\\ref{proof:bk2_smoothness_symbolic_hamiltonian}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk2_symbolic_hamiltonian", "proof:bk2_smoothness_symbolic_hamiltonian" ], "cites": [ "definition:bk2_symbolic_hamiltonian", "proof:bk2_smoothness_symbolic_hamiltonian" ], "cited_by": [], "proof_labels": [ "proof:bk2_smoothness_symbolic_hamiltonian" ], "forward_refs": [ "proof:bk2_smoothness_symbolic_hamiltonian" ], "forward_ref_roles": [ { "label": "proof:bk2_smoothness_symbolic_hamiltonian", "role": "proof_below", "target_type": "proof", "target_line": 98, "line_distance": 5, "context": "tonian $H$ (defined in def~\\ref{definition:bk2_symbolic_hamiltonian}) is well-defined and smooth on $M$ (see also proof~\\ref{proof:bk2_smoothness_symbolic_hamiltonian}). \\end{lemma}" } ], "ref_roles": [ { "label": "definition:bk2_symbolic_hamiltonian", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "f Symbolic Hamiltonian] \\label{lemma:bk2_wellposedness_symb_hamiltonian} The symbolic Hamiltonian $H$ (defined in def~\\ref{definition:bk2_symbolic_hamiltonian}) is well-defined and smooth on $M$ (see also proof~\\ref{proof:bk2_smoothness_symbolic_hamiltonian}). \\end{lemma}" }, { "label": "proof:bk2_smoothness_symbolic_hamiltonian", "role": "forward_proof_below", "target_type": "proof", "target_file": "book2.tex", "target_line": 98, "logical_support": false, "context": "tonian $H$ (defined in def~\\ref{definition:bk2_symbolic_hamiltonian}) is well-defined and smooth on $M$ (see also proof~\\ref{proof:bk2_smoothness_symbolic_hamiltonian}). \\end{lemma}" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk1_symbolic_manifold", "definition:bk2_symbolic_hamiltonian", "theorem:bk1_emergence_of_drift_field" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-018" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book7B.hamiltonian_denom_pos" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Only the real-analytic non-vanishing-denominator core of well-posedness is modeled; smoothness on the manifold M is not." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_smoothness_symbolic_hamiltonian", "type": "proof", "label": "proof:bk2_smoothness_symbolic_hamiltonian", "name": "Smoothness of Symbolic Hamiltonian", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 98, "latex_body": "\\begin{proof}[Smoothness of Symbolic Hamiltonian]\n\\label{proof:bk2_smoothness_symbolic_hamiltonian}\n\\leavevmode\n\nThe drift field $D$ (Def.~\\ref{definition:bk1_drift_field}) is smooth on $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) by Theorem~\\ref{theorem:bk1_emergence_of_drift_field}, so $\\|D(x)\\|_g$ is smooth and positive. The regularization term $\\epsilon > 0$ ensures the denominator never vanishes. The reflection operator $R$ is smooth (Def.~\\ref{definition:bk1_reflection_operator}), so its differential $dR_x$ exists and varies smoothly with $x$. For each $x \\in M$, the geodesic distance $d_g(x, R(x))$ is finite due to the completeness of $(M, g)$, and the parallel transport $P_{R(x) \\leftarrow x}$ is well-defined along the unique minimizing geodesic. The parallel transport operator varies smoothly with its endpoints in a neighborhood where the exponential map is a diffeomorphism. The trace operation preserves smoothness. Therefore, $H \\in C^\\infty(M)$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk1_symbolic_manifold", "theorem:bk1_emergence_of_drift_field" ], "proves": "lemma:bk2_wellposedness_symb_hamiltonian", "cites": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk1_symbolic_manifold", "theorem:bk1_emergence_of_drift_field" ], "cited_by": [ "lemma:bk2_wellposedness_symb_hamiltonian" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "hness of Symbolic Hamiltonian] \\label{proof:bk2_smoothness_symbolic_hamiltonian} \\leavevmode The drift field $D$ (Def.~\\ref{definition:bk1_drift_field}) is smooth on $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) by Theorem~\\ref{theorem:bk1_emergence_of_drift_field}," }, { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "regularization term $\\epsilon > 0$ ensures the denominator never vanishes. The reflection operator $R$ is smooth (Def.~\\ref{definition:bk1_reflection_operator}), so its differential $dR_x$ exists and varies smoothly with $x$. For each $x \\in M$, the geodesic distance $d_g(x, R(x" }, { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "s_symbolic_hamiltonian} \\leavevmode The drift field $D$ (Def.~\\ref{definition:bk1_drift_field}) is smooth on $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) by Theorem~\\ref{theorem:bk1_emergence_of_drift_field}, so $\\|D(x)\\|_g$ is smooth and positive. The regularization term" }, { "label": "theorem:bk1_emergence_of_drift_field", "role": "proof_support", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 2856, "logical_support": true, "context": "d $D$ (Def.~\\ref{definition:bk1_drift_field}) is smooth on $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) by Theorem~\\ref{theorem:bk1_emergence_of_drift_field}, so $\\|D(x)\\|_g$ is smooth and positive. The regularization term $\\epsilon > 0$ ensures the denominator never vanishes." } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk1_symbolic_manifold", "theorem:bk1_emergence_of_drift_field" ], "role": "proof" }, { "id": "definition:bk2_symbolic_energy", "type": "definition", "label": "definition:bk2_symbolic_energy", "name": "Symbolic Energy", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 105, "latex_body": "\\begin{definition}[Symbolic Energy] \n\\label{definition:bk2_symbolic_energy} \nThe symbolic energy at symbolic time $s$ is defined as:\n\\[\nE_s = \\int_M \\rho(x,s) H(x) \\, d\\mu_g(x)\n\\]\nrepresenting the expectation value of the Hamiltonian (see def~\\ref{definition:bk2_symbolic_hamiltonian}) with respect to the probability density $\\rho(\\cdot,s)$ (see def~\\ref{definition:bk2__symbolic_probability_density}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_hamiltonian" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_hamiltonian" ], "cited_by": [ "axiom:bk5_energy_conservation", "axiom:bk5_metabolic_persistence", "axiom:bk7_convergence_potential", "definition:bk2_symbolic_temperature", "definition:bk3_membrane_thermodynamics", "definition:bk5_symbolic_energy", "demonstratio:bk7_free_energy_balance_equilibrium", "proof:bk5_coherence_through_dynamic_equilibriium", "proof:bk7_reflective_convergence_to_stable_identity", "subsec:bk5_symbolic_free_energy_and_stability", "subsubsec:bk7_formal_definition_of_symbolic_confidence_ch_i" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "an (see def~\\ref{definition:bk2_symbolic_hamiltonian}) with respect to the probability density $\\rho(\\cdot,s)$ (see def~\\ref{definition:bk2__symbolic_probability_density}). \\end{definition}" }, { "label": "definition:bk2_symbolic_hamiltonian", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "fined as: \\[ E_s = \\int_M \\rho(x,s) H(x) \\, d\\mu_g(x) \\] representing the expectation value of the Hamiltonian (see def~\\ref{definition:bk2_symbolic_hamiltonian}) with respect to the probability density $\\rho(\\cdot,s)$ (see def~\\ref{definition:bk2__symbolic_probability_density})." } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_hamiltonian" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-014" ], "statuses": [ "exact" ], "witnesses": [ "Book2.energy_eq_neg_deriv_log_partition" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "The bridge identity: Gibbs mean energy = -d/dbeta log Z." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:bk2_symbolic_entropy", "type": "definition", "label": "definition:bk2_symbolic_entropy", "name": "Symbolic Entropy", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 114, "latex_body": "\\begin{definition}[Symbolic Entropy] \n\\label{definition:bk2_symbolic_entropy} \nThe symbolic entropy at symbolic time $s$ is defined as:\n\\[\nS_s = -\\int_M \\rho(x,s) \\log\\rho(x,s) \\, d\\mu_g(x)\n\\]\nThis generalizes the Shannon entropy to the continuous manifold setting (see def~\\ref{definition:bk2__symbolic_probability_density}; see also lemma~\\ref{lemma:bk2_finiteness_of_symbolic_entropy}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "lemma:bk2_finiteness_of_symbolic_entropy" ], "cites": [ "definition:bk2__symbolic_probability_density", "lemma:bk2_finiteness_of_symbolic_entropy" ], "cited_by": [ "axiom:bk5_energy_conservation", "axiom:bk5_metabolic_persistence", "axiom:bk7_convergence_potential", "axiom:bk9_emergent_autonomy", "corollary:bk2_interpretative_framework", "corollary:bk8_translation_limit", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature", "definition:bk3_membrane_thermodynamics", "definition:bk3_reflexive_encoding", "definition:bk4_fragmentation_measure", "definition:bk4_symbolic_freedom_measure", "definition:bk5_entropy_inflection_point", "definition:bk8_entropy_shift", "definition:bk8_metabolic_programming_cycle", "definition:bk8_refinement_objective", "definition:bk8_symbolic_interface", "demonstratio:bk5_negative_reflection_instability", "demonstratio:bk7_free_energy_balance_equilibrium", "lemma:bk2_finiteness_of_symbolic_entropy", "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds", "proof:bk2_bounded_symbolic_entropy", "proof:bk2_interpretative_framework", "proof:bk4_emergence_conditions", "proof:bk5_energy_conservation_under_reflective_coupling", "proof:bk5_entropy_increase_from_drift", "proof:bk5_symbolic_free_energy_stability_condition", "proof:bk7_reflective_convergence_to_stable_identity", "proof:bk8_translation_limit", "remark:bk3_toward_symbolic_evolution", "scholium:bk2_on_hypotheses_as_thermodyn", "scholium:bk4_fuzzy_exponential_growth", "scholium:bk5_metabolic_cost_of_cognition", "sec:bk2_foundations_symbolic_thermodynamics", "sec:bk5_funadmenta_symbolicae_vitae", "sec:bk7_pisu_universal_symbolic_uncertainty", "subsec:appD_core_resonance", "subsec:bk3_preamble_to_symbiosis", "subsec:bk5_symbolic_free_energy_and_stability", "subsec:bk6_structural_requirements_for_regulation", "subsec:bk7_pisu_formula", "subsec:bk7_pisu_implications", "subsubsec:bk7_formal_definition_of_symbolic_loss_loss", "theorem:bk3_criteria_persistent_symbolic_life", "theorem:bk7_reflective_convergence_to_stable_identity", "theorem:bk8_holographic_surface_entropy" ], "forward_refs": [ "lemma:bk2_finiteness_of_symbolic_entropy" ], "forward_ref_roles": [ { "label": "lemma:bk2_finiteness_of_symbolic_entropy", "role": "teaser", "target_type": "lemma", "target_line": 123, "line_distance": 9, "context": "entropy to the continuous manifold setting (see def~\\ref{definition:bk2__symbolic_probability_density}; see also lemma~\\ref{lemma:bk2_finiteness_of_symbolic_entropy}). \\end{definition}" } ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "rho(x,s) \\log\\rho(x,s) \\, d\\mu_g(x) \\] This generalizes the Shannon entropy to the continuous manifold setting (see def~\\ref{definition:bk2__symbolic_probability_density}; see also lemma~\\ref{lemma:bk2_finiteness_of_symbolic_entropy}). \\end{definition}" }, { "label": "lemma:bk2_finiteness_of_symbolic_entropy", "role": "forward_teaser", "target_type": "lemma", "target_file": "book2.tex", "target_line": 123, "logical_support": false, "context": "entropy to the continuous manifold setting (see def~\\ref{definition:bk2__symbolic_probability_density}; see also lemma~\\ref{lemma:bk2_finiteness_of_symbolic_entropy}). \\end{definition}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-003" ], "statuses": [ "constructed" ], "witnesses": [ "Book2.entropy_nonneg" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Finite entropy with the 0 log 0 = 0 convention." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "lemma:bk2_finiteness_of_symbolic_entropy", "type": "lemma", "label": "lemma:bk2_finiteness_of_symbolic_entropy", "name": "Finiteness of Symbolic Entropy", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 123, "latex_body": "\\begin{lemma}[Finiteness of Symbolic Entropy] \n\\label{lemma:bk2_finiteness_of_symbolic_entropy} \nFor any density $\\rho \\in \\mathcal{P}(M)$, the symbolic entropy $S_s$ (see def~\\ref{definition:bk2_symbolic_entropy}) is finite (see def~\\ref{definition:bk2__symbolic_probability_density}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy" ], "cited_by": [ "definition:bk2_symbolic_entropy", "sec:bk2_foundations_symbolic_thermodynamics" ], "proof_labels": [ "proof:bk2_bounded_symbolic_entropy" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "\\rho \\in \\mathcal{P}(M)$, the symbolic entropy $S_s$ (see def~\\ref{definition:bk2_symbolic_entropy}) is finite (see def~\\ref{definition:bk2__symbolic_probability_density}). \\end{lemma}" }, { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "mma:bk2_finiteness_of_symbolic_entropy} For any density $\\rho \\in \\mathcal{P}(M)$, the symbolic entropy $S_s$ (see def~\\ref{definition:bk2_symbolic_entropy}) is finite (see def~\\ref{definition:bk2__symbolic_probability_density}). \\end{lemma}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-004" ], "statuses": [ "exact" ], "witnesses": [ "Book2.entropy_le_log_card", "Book2.entropy_nonneg" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Two-sided quantitative bounds 0 <= S <= log n." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_bounded_symbolic_entropy", "type": "proof", "label": "proof:bk2_bounded_symbolic_entropy", "name": "Boundedness of Symbolic Entropy on Compact Manifold", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 128, "latex_body": "\\begin{proof}[Boundedness of Symbolic Entropy on Compact Manifold]\n\\label{proof:bk2_bounded_symbolic_entropy}\n\\leavevmode\n\nSince $M$ is compact and $\\rho \\in \\mathcal{P}(M)$ is smooth and strictly positive, there exist constants $0 < m \\leq \\rho(x) \\leq M < \\infty$ for all $x \\in M$. Therefore, $|\\rho(x) \\log\\rho(x)| \\leq M|\\log m|$ is bounded, and the integral $S_s = -\\int_M \\rho \\log\\rho \\, d\\mu_g$ (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2__symbolic_probability_density}) converges to a finite value.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy" ], "proves": "lemma:bk2_finiteness_of_symbolic_entropy", "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": ", and the integral $S_s = -\\int_M \\rho \\log\\rho \\, d\\mu_g$ (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2__symbolic_probability_density}) converges to a finite value. \\end{proof}" }, { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "e, $|\\rho(x) \\log\\rho(x)| \\leq M|\\log m|$ is bounded, and the integral $S_s = -\\int_M \\rho \\log\\rho \\, d\\mu_g$ (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2__symbolic_probability_density}) converges to a finite value. \\end{proof}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy" ], "role": "proof" }, { "id": "definition:bk2_symbolic_free_energy", "type": "definition", "label": "definition:bk2_symbolic_free_energy", "name": "Symbolic Free Energy", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 135, "latex_body": "\\begin{definition}[Symbolic Free Energy] \n\\label{definition:bk2_symbolic_free_energy} \nThe symbolic free energy functional $F_\\beta: \\mathcal{P}(M) \\rightarrow \\mathbb{R}$ is defined for inverse temperature parameter $\\beta > 0$ as:\n\\[\nF_\\beta[\\rho] = \\int_M \\rho(x) H(x) \\, d\\mu_g(x) - \\beta^{-1} S[\\rho]\n\\]\nwhere $S[\\rho] = -\\int_M \\rho(x) \\log\\rho(x) \\, d\\mu_g(x)$ is the entropy functional (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2__symbolic_probability_density}). This can be rewritten as:\n\\[\nF_\\beta[\\rho] = \\int_M \\rho(x) \\left(H(x) + \\beta^{-1}\\log\\rho(x)\\right) d\\mu_g(x)\n\\]\nThis quantity decreases under symbolic evolution (see thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy", "theorem:bk2_h_theorem_for_symbolic_evol" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy", "theorem:bk2_h_theorem_for_symbolic_evol" ], "cited_by": [ "axiom:appC_axiom_of_memory", "axiom:bk5_adaptation", "axiom:bk5_positive_free_energy", "axiom:bk8_coherence_horizon", "axiom:bk8_mutation_phase_shift", "axiom:bk9_bounded_liberation_principle", "axiom:bk9_emergent_autonomy", "corollary:bk2_interpretative_framework", "corollary:bk9_freedomentropy_complementarity", "definition:appC_bounded_reflexive_emergence", "definition:bk1_bounded_reflexive_emergence", "definition:bk3_autophagic_drift", "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_metabolic_rate", "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_individuation_path", "definition:bk4_meta_stable_symbolic_str", "definition:bk4_symbolic_spinor_bundle", "definition:bk4_symbolic_transition_rate", "definition:bk4_symbolic_work_functional", "definition:bk4_test_time_coherent_sampling", "definition:bk5_complexity_stability_maintenance", "definition:bk5_metabolic_capacity_mc_", "definition:bk5_mutually_assured_progress", "definition:bk5_process_free_energy", "definition:bk5_symbolic_fitness", "definition:bk5_symbolic_strategy", "definition:bk5_viability_domain", "definition:bk6_mutation_threshold", "definition:bk6_symbolic_free_energy_functional", "definition:bk6_symbolic_regulatory_cycle", "definition:bk7_convergent_symbolic_identity", "definition:bk7_symbolic_free_energy", "definition:bk8_metabolic_programming_cycle", "definition:bk8_projective_compression_operator", "definition:bk8_structural_regulators", "definition:bk8_symbolic_adjacency", "definition:bk8_symbolic_stress_tensor", "definition:bk8_translation_loss", "definition:bk9_frame_selection_reflection", "definition:bk9_symbolic_thermodynamic_stress", "demonstratio:bk4_symbolic_thermodynamics", "demonstratio:bk8_symbolic_unkotting", "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds", "lemma:bk7_coarsegrained_convexity", "proof:bk2_interpretative_framework", "proof:bk2_sketch_wasserstein_gradient_flow", "proof:bk2_symbolic_free_energy_dissipation", "proof:bk2_symbolic_h_theorem", "proof:bk4_lipschitz_continuity_symbolic_drift", "proof:bk4_sketch_observer_resolution_floor", "proof:bk5_map_invasion_dynamics", "proof:bk5_map_perturbation_robustness", "proof:bk5_map_resistance_to_drift", "proof:bk5_metabolic_capacity_non_decreasing", "proof:bk5_operator_convergence", "proof:bk5_symbolic_free_energy_stability_condition", "proof:bk5_symbolic_temperature_threshold", "proof:bk6_drift_reflection_commutation_equilibrium", "proof:bk6_stable_reflective_submanifold", "proof:bk6_symbolic_mutation_threshold", "proof:bk9_freedomentropy_complementarity", "proof:bk9_pathologies_of_coherence", "proof:bk9_symbolic_masking_and_unmasking", "proposition:bk5_golden_ratio_thermodynamic_optimum", "proposition:bk5_symbolic_ess_via_map_observability_variant", "proposition:bk5_symbolic_life_criterion", "remark:bk3_toward_symbolic_evolution", "remark:bk4_ttpr_entropy", "remark:bk8_inference_principle_over_confidence_loss_tradeoff", "remark:bk9_gauge_theoretic_perspective", "scholium:bk2_on_hypotheses_as_thermodyn", "scholium:bk3_hypotheses_as_cognitive_membranes", "scholium:bk4_fuzzy_logarithmic_resolution", "scholium:bk4_symbolic_entanglement", "scholium:bk4_symbolic_interference", "scholium:bk4_ttcs_stochastic_operator", "scholium:bk5_life_on_edge_of_chaos", "scholium:bk5_map_as_fundamental_organizational_principle", "scholium:bk5_metabolic_cost_of_cognition", "scholium:bk6_hypotheses_as_regulatory_mutation_manifolds", "scholium:bk7_reflective_selection_as_principled_convergence", "scholium:bk8_telephone_game", "sec:bk2_foundations_symbolic_thermodynamics", "sec:bk5_funadmenta_symbolicae_vitae", "sec:bk7_axiomata_septima_the_laws_of_convergence", "sec:bk7_pisu_universal_symbolic_uncertainty", "sec:bk8_axiomata_octava", "subsec:appC_born_interpretation_ps", "subsec:appD_core_resonance", "subsec:bk2_symbolic_phase_transitions", "subsec:bk3_preamble_to_symbiosis", "subsec:bk4_ttie_operator_algebra", "subsec:bk6_structural_requirements_for_regulation", "subsec:bk7_formalizing_reflective_selection_confidence_loss_and_symbolic_", "subsec:bk7_pisu_formula", "subsec:bk7_pisu_implications", "subsec:bk9_limits_of_repair", "theorem:appC_fundamental_irreversibility_final", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk2_wasserstein_gradient_flow", "theorem:bk4_symbolic_identity_continuit", "theorem:bk5_operator_convergence", "theorem:bk5_reflective_equilibrium_conservation", "theorem:bk7_reflective_convergence_to_stable_identity", "theorem:bk8_biological_phase_transition", "theorem:bk8_sr_convergence", "theorem:bk8_threshold_of_metabolic_autonomy", "theorem:bk9_good_as_lyapunov_basin" ], "forward_refs": [ "theorem:bk2_h_theorem_for_symbolic_evol" ], "forward_ref_roles": [ { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "teaser", "target_type": "theorem", "target_line": 255, "line_distance": 120, "context": "rho(x) \\left(H(x) + \\beta^{-1}\\log\\rho(x)\\right) d\\mu_g(x) \\] This quantity decreases under symbolic evolution (see thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}). \\end{definition}" } ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "rho(x) \\log\\rho(x) \\, d\\mu_g(x)$ is the entropy functional (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2__symbolic_probability_density}). This can be rewritten as: \\[ F_\\beta[\\rho] = \\int_M \\rho(x) \\left(H(x) + \\beta^{-1}\\log\\rho(x)\\right) d\\mu_g(x) \\] Th" }, { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": ") - \\beta^{-1} S[\\rho] \\] where $S[\\rho] = -\\int_M \\rho(x) \\log\\rho(x) \\, d\\mu_g(x)$ is the entropy functional (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2__symbolic_probability_density}). This can be rewritten as: \\[ F_\\beta[\\rho] = \\int_M" }, { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "forward_teaser", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": false, "context": "rho(x) \\left(H(x) + \\beta^{-1}\\log\\rho(x)\\right) d\\mu_g(x) \\] This quantity decreases under symbolic evolution (see thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}). \\end{definition}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_entropy" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-005" ], "statuses": [ "constructed" ], "witnesses": [ "Book2.freeEnergy_gibbs" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Finite free-energy functional; its decrease along the flow is a named open item." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:bk2_symbolic_temperature", "type": "definition", "label": "definition:bk2_symbolic_temperature", "name": "Symbolic Temperature", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 148, "latex_body": "\\begin{definition}[Symbolic Temperature] \n\\label{definition:bk2_symbolic_temperature} \nThe global symbolic temperature $T_s$ at symbolic time $s$ is defined thermodynamically as:\n\\[\nT_s^{-1} = \\frac{\\partial S_s}{\\partial E_s}\n\\]\nwhen the relationship between $S_s$ and $E_s$ is differentiable (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2_symbolic_energy}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_energy", "definition:bk2_symbolic_entropy" ], "cites": [ "definition:bk2_symbolic_energy", "definition:bk2_symbolic_entropy" ], "cited_by": [ "axiom:bk5_energy_conservation", "axiom:bk5_reflective_equilibrium_stability_flux", "axiom:bk7_convergence_potential", "corollary:bk2_interpretative_framework", "corollary:bk8_emergent_cognitive_scaffold", "definition:bk2_local_symbolic_temperature", "definition:bk3_membrane_thermodynamics", "definition:bk4_symbolic_transition_rate", "definition:bk4_test_time_coherent_sampling", "definition:bk5_process_free_energy", "definition:bk5_reflective_coupling_stab", "definition:bk7_frame_temperature_quotient", "definition:bk8_temperature_freedom", "demonstratio:bk4_ising_model_covenant", "demonstratio:bk7_free_energy_balance_equilibrium", "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds", "proof:bk2_global_local_temp_relation", "proof:bk2_interpretative_framework", "proof:bk5_symbolic_temperature_threshold", "proposition:bk2_global_local_temp_relation", "scholium:bk2_on_hypotheses_as_thermodyn", "sec:bk2_foundations_symbolic_thermodynamics", "subsec:bk5_symbolic_free_energy_and_stability", "theorem:bk5_reflective_stability_criterion", "theorem:bk7_reflective_convergence_to_stable_identity" ], "ref_roles": [ { "label": "definition:bk2_symbolic_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 105, "logical_support": true, "context": "the relationship between $S_s$ and $E_s$ is differentiable (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2_symbolic_energy}). \\end{definition}" }, { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "_s^{-1} = \\frac{\\partial S_s}{\\partial E_s} \\] when the relationship between $S_s$ and $E_s$ is differentiable (see def~\\ref{definition:bk2_symbolic_entropy}; see also def~\\ref{definition:bk2_symbolic_energy}). \\end{definition}" } ], "depends_on": [ "definition:bk2_symbolic_energy", "definition:bk2_symbolic_entropy" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-015" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book2.energy_eq_neg_deriv_log_partition", "Book2.gibbs_concentrates", "Book2.gibbs_freezes" ], "countermodels": [], "conditions": [ "finite alphabet; strict suboptimality/unique minimizer hypotheses explicit; limits along atTop in beta", "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "The derivative bridge plus the full trichotomy of the temperature knob: uniform at beta 0, variational balance at finite beta, freezing/concentration at beta to infinity; the dS/dE form itself is not formalized." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "subsec:bk2_evolution_equations", "type": "section", "subtype": "subsection", "label": "subsec:bk2_evolution_equations", "name": "Evolution Equations", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 157, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "axiom:bk2_gradient_structure_drift", "type": "axiom", "label": "axiom:bk2_gradient_structure_drift", "name": "Gradient Structure of Symbolic Drift", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 162, "latex_body": "\\begin{axiom}[Gradient Structure of Symbolic Drift]\n\\label{axiom:bk2_gradient_structure_drift}\nThe symbolic drift field $D$ (Def.~\\ref{definition:bk1_drift_field}) is related to the symbolic Hamiltonian $H$ (Def.~\\ref{definition:bk2_symbolic_hamiltonian}) by:\n\\[\nD(x) = -\\nabla_g H(x) + \\xi(x)\n\\]\nwhere $\\nabla_g$ is the gradient with respect to the metric $g$, and $\\xi(x)$ is a solenoidal field (i.e., $\\nabla_g \\cdot \\xi = 0$) representing non-conservative components of the symbolic dynamics.\n\\end{axiom}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk2_symbolic_hamiltonian" ], "cites": [ "definition:bk1_drift_field", "definition:bk2_symbolic_hamiltonian" ], "cited_by": [ "axiom:bk2_symbolic_fokker_planck_equation", "proof:bk2_coherence_of_symbolic_therm", "proof:bk2_symbolic_fluctuation_dissipation_relation", "proof:bk4_drift_reflection_summary", "theorem:bk2_equilibrium_distribution", "theorem:bk4_fuzzy_symbolic_geometry_theorem" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "om}[Gradient Structure of Symbolic Drift] \\label{axiom:bk2_gradient_structure_drift} The symbolic drift field $D$ (Def.~\\ref{definition:bk1_drift_field}) is related to the symbolic Hamiltonian $H$ (Def.~\\ref{definition:bk2_symbolic_hamiltonian}) by: \\[ D(x) = -\\nabla_g H(" }, { "label": "definition:bk2_symbolic_hamiltonian", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "} The symbolic drift field $D$ (Def.~\\ref{definition:bk1_drift_field}) is related to the symbolic Hamiltonian $H$ (Def.~\\ref{definition:bk2_symbolic_hamiltonian}) by: \\[ D(x) = -\\nabla_g H(x) + \\xi(x) \\] where $\\nabla_g$ is the gradient with respect to the metric $g$, and $\\xi(x)$" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk2_symbolic_hamiltonian" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-011" ], "statuses": [ "conditional" ], "witnesses": [ "Book2.cycle_stationary_not_reversible", "Book2.detailedBalance_stationary" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Detailed balance is the finite shadow of the gradient condition; the 3-cycle exhibits the solenoidal component." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "axiom:bk2_symbolic_fokker_planck_equation", "type": "axiom", "label": "axiom:bk2_symbolic_fokker_planck_equation", "name": "Symbolic Fokker-Planck Equation", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 171, "latex_body": "\\begin{axiom}[Symbolic Fokker-Planck Equation]\n\\label{axiom:bk2_symbolic_fokker_planck_equation}\nIn continuity with the Book I symbolic evolution law (thm~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}) and the drift decomposition in axiom~\\ref{axiom:bk2_gradient_structure_drift}, the evolution of the symbolic probability density $\\rho$ (def~\\ref{definition:bk2__symbolic_probability_density}) is governed by:\n\\[\n\\frac{\\partial \\rho}{\\partial s} = -\\nabla_g \\cdot (\\rho D) + \\sigma^2 \\nabla_g^2 \\rho\n\\]\nwhere:\n\\begin{enumerate}\n \\item $\\nabla_g \\cdot$ is the divergence operator with respect to the metric $g$;\n \\item $\\nabla_g^2$ is the Laplace-Beltrami operator on $(M,g)$;\n \\item $\\sigma^2 > 0$ is the symbolic diffusion coefficient, related to the inverse temperature by $\\sigma^2 = \\beta^{-1}$.\n\\end{enumerate}\n\\end{axiom}", "macros_used": [], "refs": [ "axiom:bk2_gradient_structure_drift", "definition:bk2__symbolic_probability_density", "theorem:bk1_fundamental_relation_fokker_plank_equation" ], "cites": [ "axiom:bk2_gradient_structure_drift", "definition:bk2__symbolic_probability_density", "theorem:bk1_fundamental_relation_fokker_plank_equation" ], "cited_by": [ "proof:bk9_pathologies_of_coherence", "proof:bk9_symbolic_masking_and_unmasking" ], "ref_roles": [ { "label": "axiom:bk2_gradient_structure_drift", "role": "definition_anchor", "target_type": "axiom", "target_file": "book2.tex", "target_line": 162, "logical_support": true, "context": "c evolution law (thm~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}) and the drift decomposition in axiom~\\ref{axiom:bk2_gradient_structure_drift}, the evolution of the symbolic probability density $\\rho$ (def~\\ref{definition:bk2__symbolic_probability_density}) is g" }, { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "sition in axiom~\\ref{axiom:bk2_gradient_structure_drift}, the evolution of the symbolic probability density $\\rho$ (def~\\ref{definition:bk2__symbolic_probability_density}) is governed by: \\[ \\frac{\\partial \\rho}{\\partial s} = -\\nabla_g \\cdot (\\rho D) + \\sigma^2 \\nabla_g^2 \\rho \\] where: \\b" }, { "label": "theorem:bk1_fundamental_relation_fokker_plank_equation", "role": "formal_dependency", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 3098, "logical_support": true, "context": "k Equation] \\label{axiom:bk2_symbolic_fokker_planck_equation} In continuity with the Book I symbolic evolution law (thm~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}) and the drift decomposition in axiom~\\ref{axiom:bk2_gradient_structure_drift}, the evolution of the symbolic probabili" } ], "depends_on": [ "axiom:bk2_gradient_structure_drift", "definition:bk2__symbolic_probability_density", "theorem:bk1_fundamental_relation_fokker_plank_equation" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-010" ], "statuses": [ "conditional" ], "witnesses": [ "Book2.evolve_conserves" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Finite skeleton only: evolution by a stochastic kernel; the manifold PDE is not certified." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "lemma:bk2_conservation_of_probability", "type": "lemma", "label": "lemma:bk2_conservation_of_probability", "name": "Conservation of Probability", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 185, "latex_body": "\\begin{lemma}[Conservation of Probability] \n\\label{lemma:bk2_conservation_of_probability} \nThe symbolic Fokker-Planck equation preserves the total probability: \n\\[\n\\frac{d}{ds}\\int_M \\rho(x,s) \\, d\\mu_g(x) = 0\n\\]\n(see proof~\\ref{proof:bk2_fokker_planck_probability_conservation}; see also def~\\ref{definition:bk2__symbolic_probability_density}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "proof:bk2_fokker_planck_probability_conservation" ], "cites": [ "definition:bk2__symbolic_probability_density", "proof:bk2_fokker_planck_probability_conservation" ], "cited_by": [ "proof:bk2_fokker_planck_probability_conservation" ], "proof_labels": [ "proof:bk2_fokker_planck_probability_conservation" ], "forward_refs": [ "proof:bk2_fokker_planck_probability_conservation" ], "forward_ref_roles": [ { "label": "proof:bk2_fokker_planck_probability_conservation", "role": "proof_below", "target_type": "proof", "target_line": 194, "line_distance": 9, "context": "Fokker-Planck equation preserves the total probability: \\[ \\frac{d}{ds}\\int_M \\rho(x,s) \\, d\\mu_g(x) = 0 \\] (see proof~\\ref{proof:bk2_fokker_planck_probability_conservation}; see also def~\\ref{definition:bk2__symbolic_probability_density}). \\end{lemma}" } ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "ds}\\int_M \\rho(x,s) \\, d\\mu_g(x) = 0 \\] (see proof~\\ref{proof:bk2_fokker_planck_probability_conservation}; see also def~\\ref{definition:bk2__symbolic_probability_density}). \\end{lemma}" }, { "label": "proof:bk2_fokker_planck_probability_conservation", "role": "forward_proof_below", "target_type": "proof", "target_file": "book2.tex", "target_line": 194, "logical_support": false, "context": "Fokker-Planck equation preserves the total probability: \\[ \\frac{d}{ds}\\int_M \\rho(x,s) \\, d\\mu_g(x) = 0 \\] (see proof~\\ref{proof:bk2_fokker_planck_probability_conservation}; see also def~\\ref{definition:bk2__symbolic_probability_density}). \\end{lemma}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-009" ], "statuses": [ "conditional" ], "witnesses": [ "Book2.evolve_conserves" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Finite Markov skeleton: row-stochastic evolution conserves total mass." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_fokker_planck_probability_conservation", "type": "proof", "label": "proof:bk2_fokker_planck_probability_conservation", "name": "Probability Conservation in Symbolic Fokker–Planck Equation", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 194, "latex_body": "\\begin{proof}[Probability Conservation in Symbolic Fokker–Planck Equation]\n\\label{proof:bk2_fokker_planck_probability_conservation}\n\\leavevmode\n\nIntegrate the Fokker-Planck equation over $M$\n(see Def.~\\ref{definition:bk2__symbolic_probability_density} and\nLem.~\\ref{lemma:bk2_conservation_of_probability}):\n\\[\n\\int_M \\frac{\\partial \\rho}{\\partial s} \\, d\\mu_g \n= -\\int_M \\nabla_g \\cdot (\\rho D) \\, d\\mu_g \n+ \\sigma^2 \\int_M \\nabla_g^2 \\rho \\, d\\mu_g\n\\]\nBy the divergence theorem on the compact manifold $M$ (which has no boundary), both integrals on the right-hand side vanish:\n\\[\n\\int_M \\nabla_g \\cdot (\\rho D) \\, d\\mu_g = \\int_{\\partial M} (\\rho D) \\cdot \\mathbf{n} \\, d\\sigma = 0\n\\]\nand similarly for the Laplacian term. Therefore:\n\\[\n\\frac{d}{ds} \\int_M \\rho \\, d\\mu_g = 0\n\\]\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "lemma:bk2_conservation_of_probability" ], "proves": "lemma:bk2_conservation_of_probability", "cites": [ "definition:bk2__symbolic_probability_density", "lemma:bk2_conservation_of_probability" ], "cited_by": [ "lemma:bk2_conservation_of_probability" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "{proof:bk2_fokker_planck_probability_conservation} \\leavevmode Integrate the Fokker-Planck equation over $M$ (see Def.~\\ref{definition:bk2__symbolic_probability_density} and Lem.~\\ref{lemma:bk2_conservation_of_probability}): \\[ \\int_M \\frac{\\partial \\rho}{\\partial s} \\, d\\mu_g = -\\int_M" }, { "label": "lemma:bk2_conservation_of_probability", "role": "proof_support", "target_type": "lemma", "target_file": "book2.tex", "target_line": 185, "logical_support": true, "context": "de Integrate the Fokker-Planck equation over $M$ (see Def.~\\ref{definition:bk2__symbolic_probability_density} and Lem.~\\ref{lemma:bk2_conservation_of_probability}): \\[ \\int_M \\frac{\\partial \\rho}{\\partial s} \\, d\\mu_g = -\\int_M \\nabla_g \\cdot (\\rho D) \\, d\\mu_g + \\sigma^2 \\int_M" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "lemma:bk2_conservation_of_probability" ], "role": "proof" }, { "id": "theorem:bk2_equilibrium_distribution", "type": "theorem", "label": "theorem:bk2_equilibrium_distribution", "name": "Equilibrium Distribution", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 216, "latex_body": "\\begin{theorem}[Equilibrium Distribution] \n\\label{theorem:bk2_equilibrium_distribution} \nUnder the gradient condition $D = -\\nabla_g H$ (i.e., when the solenoidal component $\\xi = 0$ in Axiom~\\ref{axiom:bk2_gradient_structure_drift}), the unique equilibrium distribution $\\rho_{eq}$ satisfying $\\partial \\rho / \\partial s = 0$ for the symbolic Fokker-Planck equation is given by:\n\\[\n\\rho_{eq}(x) = Z^{-1} e^{-\\beta H(x)}\n\\]\nwhere $\\beta = \\sigma^{-2}$ and the partition function is:\n\\[\nZ = \\int_M e^{-\\beta H(x)} \\, d\\mu_g(x) \\quad \\text{(see def~\\ref{definition:bk2_symbolic_partition_funct})}\n\\]\n\\end{theorem}", "macros_used": [], "refs": [ "axiom:bk2_gradient_structure_drift", "definition:bk2_symbolic_partition_funct" ], "cites": [ "axiom:bk2_gradient_structure_drift", "definition:bk2_symbolic_partition_funct" ], "cited_by": [ "definition:bk2_symbolic_partition_funct", "definition:bk2_symbolic_response_functi", "proof:bk1_sketch_observed_consequences", "proof:bk2_coherence_of_symbolic_therm", "proof:bk2_sketch_wasserstein_gradient_flow", "proof:bk2_symbolic_drift_equilibrium_yields_gibbs_measure", "proof:bk2_symbolic_fluctuation_dissipation_relation", "proof:bk2_symbolic_free_energy_dissipation", "proof:bk2_symbolic_h_theorem", "proof:bk5_entropy_increase_from_drift", "proof:bk5_operator_convergence", "remark:bk2_symbolic_hamiltonian", "subsec:bk2_symbolic_phase_transitions", "theorem:bk2_coherence_of_symbolic_therm", "theorem:bk2_emergence_structure_symb_thermo", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk2_symbolic_fluctuation_dissipation_relation", "theorem:bk2_wasserstein_gradient_flow" ], "proof_labels": [ "proof:bk2_symbolic_drift_equilibrium_yields_gibbs_measure" ], "forward_refs": [ "definition:bk2_symbolic_partition_funct" ], "forward_ref_roles": [ { "label": "definition:bk2_symbolic_partition_funct", "role": "teaser", "target_type": "definition", "target_line": 369, "line_distance": 153, "context": "re $\\beta = \\sigma^{-2}$ and the partition function is: \\[ Z = \\int_M e^{-\\beta H(x)} \\, d\\mu_g(x) \\quad \\text{(see def~\\ref{definition:bk2_symbolic_partition_funct})} \\] \\end{theorem}" } ], "ref_roles": [ { "label": "axiom:bk2_gradient_structure_drift", "role": "definition_anchor", "target_type": "axiom", "target_file": "book2.tex", "target_line": 162, "logical_support": true, "context": "m_distribution} Under the gradient condition $D = -\\nabla_g H$ (i.e., when the solenoidal component $\\xi = 0$ in Axiom~\\ref{axiom:bk2_gradient_structure_drift}), the unique equilibrium distribution $\\rho_{eq}$ satisfying $\\partial \\rho / \\partial s = 0$ for the symbolic Fokker-P" }, { "label": "definition:bk2_symbolic_partition_funct", "role": "forward_teaser", "target_type": "definition", "target_file": "book2.tex", "target_line": 369, "logical_support": false, "context": "re $\\beta = \\sigma^{-2}$ and the partition function is: \\[ Z = \\int_M e^{-\\beta H(x)} \\, d\\mu_g(x) \\quad \\text{(see def~\\ref{definition:bk2_symbolic_partition_funct})} \\] \\end{theorem}" } ], "depends_on": [ "axiom:bk2_gradient_structure_drift", "definition:bk2__symbolic_probability_density" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-007" ], "statuses": [ "conditional" ], "witnesses": [ "Book2.detailedBalance_stationary", "Book2.gibbs_minimizes", "Book2.gibbs_unique_minimizer" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Finite kernel: stationarity under detailed balance plus unique variational characterization; the PDE derivation is not certified." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_symbolic_drift_equilibrium_yields_gibbs_measure", "type": "proof", "label": "proof:bk2_symbolic_drift_equilibrium_yields_gibbs_measure", "name": "Proof: Symbolic Drift Equilibrium Yields Gibbs Measure", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 228, "latex_body": "\\begin{proof}[Proof: Symbolic Drift Equilibrium Yields Gibbs Measure]\n\\label{proof:bk2_symbolic_drift_equilibrium_yields_gibbs_measure}\n\\leavevmode\n\nAt equilibrium, we require $\\partial \\rho / \\partial s = 0$, which gives:\n\\[\n\\nabla_g \\cdot (\\rho D) = \\sigma^2 \\nabla_g^2 \\rho\n\\]\nDefine the probability current $J = \\rho D - \\sigma^2 \\nabla_g \\rho$. Then the equilibrium condition becomes $\\nabla_g \\cdot J = 0$. For a simply connected manifold, this admits the solution $J = 0$, giving:\n\\[\n\\rho D = \\sigma^2 \\nabla_g \\rho\n\\]\nSubstituting $D = -\\nabla_g H$:\n\\[\n-\\rho \\nabla_g H = \\sigma^2 \\nabla_g \\rho\n\\]\nDividing by $\\rho > 0$:\n\\[\n\\nabla_g \\log \\rho = -\\sigma^{-2} \\nabla_g H = -\\beta \\nabla_g H\n\\]\nThis integrates to give:\n\\[\n\\log \\rho = -\\beta H + C\n\\]\nfor some constant $C$. The normalization condition $\\int_M \\rho \\, d\\mu_g = 1$ determines $C = \\log Z^{-1}$, yielding the Gibbs-Boltzmann distribution (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; see also def~\\ref{definition:bk2__symbolic_probability_density}).\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "theorem:bk2_equilibrium_distribution" ], "proves": "theorem:bk2_equilibrium_distribution", "cites": [ "definition:bk2__symbolic_probability_density", "theorem:bk2_equilibrium_distribution" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "^{-1}$, yielding the Gibbs-Boltzmann distribution (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; see also def~\\ref{definition:bk2__symbolic_probability_density}). \\end{proof}" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "dition $\\int_M \\rho \\, d\\mu_g = 1$ determines $C = \\log Z^{-1}$, yielding the Gibbs-Boltzmann distribution (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; see also def~\\ref{definition:bk2__symbolic_probability_density}). \\end{proof}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "theorem:bk2_equilibrium_distribution" ], "role": "proof" }, { "id": "theorem:bk2_h_theorem_for_symbolic_evol", "type": "theorem", "label": "theorem:bk2_h_theorem_for_symbolic_evol", "name": "H-Theorem for Symbolic Evolution", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 255, "latex_body": "\\begin{theorem}[H-Theorem for Symbolic Evolution] \n\\label{theorem:bk2_h_theorem_for_symbolic_evol} \nUnder the gradient condition $D = -\\nabla_g H$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}), the symbolic free energy functional\n\\[\nF_\\beta[\\rho] = \\int_M \\rho \\left( H + \\beta^{-1} \\log \\rho \\right) \\, d\\mu_g\n\\]\n(see def~\\ref{definition:bk2_symbolic_free_energy}) is a Lyapunov functional for the symbolic Fokker-Planck evolution, satisfying:\n\\[\n\\frac{dF_\\beta[\\rho]}{ds} \\leq 0\n\\]\nwith equality if and only if $\\rho = \\rho_{eq}$ (see also proof~\\ref{proof:bk2_symbolic_free_energy_dissipation}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "proof:bk2_symbolic_free_energy_dissipation", "theorem:bk2_equilibrium_distribution" ], "cites": [ "definition:bk2_symbolic_free_energy", "proof:bk2_symbolic_free_energy_dissipation", "theorem:bk2_equilibrium_distribution" ], "cited_by": [ "axiom:bk5_positive_free_energy", "definition:bk2_symbolic_free_energy", "lemma:bk5_map_fitness_advantage", "proof:bk2_coherence_of_symbolic_therm", "proof:bk2_interpretative_framework", "proof:bk2_symbolic_free_energy_dissipation", "proof:bk2_symbolic_h_theorem", "proof:bk3_membrane_stability_energy_permeability", "proof:bk3_sketch_necessity_for_continuous_operation", "proof:bk5_entropy_increase_from_drift", "proof:bk5_map_resistance_to_drift", "proof:bk5_max_sustainable_drift", "proof:bk5_operator_convergence", "proof:bk8_sr_convergence", "proof:bk9_framework_functional_identity", "sec:bk7_scholium_convergence_as_symbolic_inhalation", "subsec:bk7_pisu_implications", "theorem:bk2_coherence_of_symbolic_therm", "theorem:bk2_emergence_structure_symb_thermo", "theorem:bk8_sr_convergence" ], "proof_labels": [ "proof:bk2_symbolic_free_energy_dissipation" ], "forward_refs": [ "proof:bk2_symbolic_free_energy_dissipation" ], "forward_ref_roles": [ { "label": "proof:bk2_symbolic_free_energy_dissipation", "role": "proof_below", "target_type": "proof", "target_line": 268, "line_distance": 13, "context": "ion, satisfying: \\[ \\frac{dF_\\beta[\\rho]}{ds} \\leq 0 \\] with equality if and only if $\\rho = \\rho_{eq}$ (see also proof~\\ref{proof:bk2_symbolic_free_energy_dissipation}). \\end{theorem}" } ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "lic free energy functional \\[ F_\\beta[\\rho] = \\int_M \\rho \\left( H + \\beta^{-1} \\log \\rho \\right) \\, d\\mu_g \\] (see def~\\ref{definition:bk2_symbolic_free_energy}) is a Lyapunov functional for the symbolic Fokker-Planck evolution, satisfying: \\[ \\frac{dF_\\beta[\\rho]}{ds} \\leq 0 \\]" }, { "label": "proof:bk2_symbolic_free_energy_dissipation", "role": "forward_proof_below", "target_type": "proof", "target_file": "book2.tex", "target_line": 268, "logical_support": false, "context": "ion, satisfying: \\[ \\frac{dF_\\beta[\\rho]}{ds} \\leq 0 \\] with equality if and only if $\\rho = \\rho_{eq}$ (see also proof~\\ref{proof:bk2_symbolic_free_energy_dissipation}). \\end{theorem}" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "formal_dependency", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "volution] \\label{theorem:bk2_h_theorem_for_symbolic_evol} Under the gradient condition $D = -\\nabla_g H$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}), the symbolic free energy functional \\[ F_\\beta[\\rho] = \\int_M \\rho \\left( H + \\beta^{-1} \\log \\rho \\right) \\, d\\mu_g" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_free_energy", "theorem:bk2_equilibrium_distribution" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-008" ], "statuses": [ "conditional" ], "witnesses": [ "Book2.gibbs_minimizes", "Book2.gibbs_unique_minimizer", "Book2H.dataProcessing_kl", "Book2H.h_theorem" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Both halves now certified finitely: unique variational endpoint (Book2) and monotone decrease under any detailed-balance stochastic step via finite data-processing (Book2H); the continuum Fokker-Planck flow is not certified." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_symbolic_free_energy_dissipation", "type": "proof", "label": "proof:bk2_symbolic_free_energy_dissipation", "name": "Symbolic Free Energy Dissipation Principle", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 268, "latex_body": "\\begin{proof}[Symbolic Free Energy Dissipation Principle]\n\\label{proof:bk2_symbolic_free_energy_dissipation}\n\\leavevmode\n\nDefine the symbolic chemical potential:\n\\[\n\\mu := \\frac{\\delta F_\\beta}{\\delta \\rho} = H + \\beta^{-1}(1 + \\log \\rho)\n\\]\nThe time derivative of the free energy (see def~\\ref{definition:bk2_symbolic_free_energy}) is:\n\\[\n\\frac{dF_\\beta[\\rho]}{ds} = \\int_M \\frac{\\partial \\rho}{\\partial s} \\mu \\, d\\mu_g\n\\]\nFrom the Fokker-Planck equation and integration by parts:\n\\[\n\\frac{dF_\\beta[\\rho]}{ds} = \\int_M [\\nabla_g \\cdot (\\rho D) - \\sigma^2 \\nabla_g^2 \\rho] \\mu \\, d\\mu_g = \\int_M [\\rho D - \\sigma^2 \\nabla_g \\rho] \\cdot \\nabla_g \\mu \\, d\\mu_g\n\\]\nUnder the gradient condition $D = -\\nabla_g H$, we have:\n\\[\n\\nabla_g \\mu = \\nabla_g H + \\beta^{-1} \\rho^{-1} \\nabla_g \\rho\n\\]\nTherefore:\n\\[\n\\rho D - \\sigma^2 \\nabla_g \\rho = -\\rho \\nabla_g H - \\beta^{-1} \\nabla_g \\rho = -\\rho \\left( \\nabla_g H + \\beta^{-1} \\rho^{-1} \\nabla_g \\rho \\right) = -\\rho \\nabla_g \\mu\n\\]\nThis gives:\n\\[\n\\frac{dF_\\beta[\\rho]}{ds} = -\\int_M \\rho \\|\\nabla_g \\mu\\|_g^2 \\, d\\mu_g \\leq 0\n\\]\nEquality holds if and only if $\\nabla_g \\mu = 0$, which implies $\\mu$ is constant on the support of $\\rho$, corresponding to the equilibrium distribution $\\rho_{eq}$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; cf. theorem~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}; see also def~\\ref{definition:bk2__symbolic_probability_density}).\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_free_energy", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "proves": "theorem:bk2_h_theorem_for_symbolic_evol", "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_free_energy", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "cited_by": [ "definition:bk4_meta_stable_symbolic_str", "proof:bk2_sketch_wasserstein_gradient_flow", "theorem:bk2_h_theorem_for_symbolic_evol" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "rem~\\ref{theorem:bk2_equilibrium_distribution}; cf. theorem~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}; see also def~\\ref{definition:bk2__symbolic_probability_density}). \\end{proof}" }, { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "= \\frac{\\delta F_\\beta}{\\delta \\rho} = H + \\beta^{-1}(1 + \\log \\rho) \\] The time derivative of the free energy (see def~\\ref{definition:bk2_symbolic_free_energy}) is: \\[ \\frac{dF_\\beta[\\rho]}{ds} = \\int_M \\frac{\\partial \\rho}{\\partial s} \\mu \\, d\\mu_g \\] From the Fokker-Planck equ" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "cf_near_match", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "lies $\\mu$ is constant on the support of $\\rho$, corresponding to the equilibrium distribution $\\rho_{eq}$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; cf. theorem~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}; see also def~\\ref{definition:bk2__symbolic_probability_dens" }, { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "cf_near_match", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": true, "context": "onding to the equilibrium distribution $\\rho_{eq}$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; cf. theorem~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}; see also def~\\ref{definition:bk2__symbolic_probability_density}). \\end{proof}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_free_energy", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "role": "proof" }, { "id": "subsec:bk2_wasserstein_geometry", "type": "section", "subtype": "subsection", "label": "subsec:bk2_wasserstein_geometry", "name": "Wasserstein Geometry and Gradient Flow Structure", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 299, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk2_symbolic_wasserstein_met", "type": "definition", "label": "definition:bk2_symbolic_wasserstein_met", "name": "Symbolic Wasserstein Metric", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 302, "latex_body": "\\begin{definition}[Symbolic Wasserstein Metric] \n\\label{definition:bk2_symbolic_wasserstein_met} \nThe symbolic Wasserstein-2 metric $W_2$ on the space $\\mathcal{P}(M)$ of probability densities (see def~\\ref{definition:bk2__symbolic_probability_density}) is defined as:\n\\[\nW_2(\\rho_1, \\rho_2)^2 = \\inf_{\\pi \\in \\Pi(\\rho_1, \\rho_2)} \\int_{M \\times M} d_g(x,y)^2 \\, d\\pi(x,y)\n\\]\nwhere:\n\\begin{enumerate}\n \\item $\\Pi(\\rho_1, \\rho_2)$ is the set of all couplings (joint probability measures) with marginals $\\rho_1 d\\mu_g$ and $\\rho_2 d\\mu_g$;\n \\item $d_g$ is the geodesic distance on $(M,g)$.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density" ], "cites": [ "definition:bk2__symbolic_probability_density" ], "cited_by": [ "proof:bk2_sketch_wasserstein_gradient_flow", "proof:bk7_reflective_convergence_to_stable_identity", "theorem:bk2_wasserstein_gradient_flow", "theorem:bk7_reflective_convergence_to_stable_identity" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "sserstein_met} The symbolic Wasserstein-2 metric $W_2$ on the space $\\mathcal{P}(M)$ of probability densities (see def~\\ref{definition:bk2__symbolic_probability_density}) is defined as: \\[ W_2(\\rho_1, \\rho_2)^2 = \\inf_{\\pi \\in \\Pi(\\rho_1, \\rho_2)} \\int_{M \\times M} d_g(x,y)^2 \\, d\\pi(x,y)" } ], "depends_on": [ "definition:bk2__symbolic_probability_density" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk2_wasserstein_gradient_flow", "type": "theorem", "label": "theorem:bk2_wasserstein_gradient_flow", "name": "Wasserstein Gradient Flow", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 315, "latex_body": "\\begin{theorem}[Wasserstein Gradient Flow] \n\\label{theorem:bk2_wasserstein_gradient_flow} \nUnder the gradient condition $D = -\\nabla_g H$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}), the symbolic Fokker-Planck equation can be interpreted as the gradient flow of the free energy functional $F_\\beta[\\rho]$ (see def~\\ref{definition:bk2_symbolic_free_energy}) with respect to the symbolic Wasserstein metric (see def~\\ref{definition:bk2_symbolic_wasserstein_met}):\n\\[\n\\frac{\\partial \\rho}{\\partial s} = -\\text{grad}_{W_2} F_\\beta[\\rho]\n\\]\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_wasserstein_met", "theorem:bk2_equilibrium_distribution" ], "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_wasserstein_met", "theorem:bk2_equilibrium_distribution" ], "cited_by": [ "proof:bk2_coherence_of_symbolic_therm", "proof:bk5_operator_convergence", "proof:bk8_sr_convergence", "proof:bk9_framework_functional_identity", "scholium:bk4_ttcs_potential_field", "sec:bk5_srmf_for_symbolic_operators_and_processes", "subsec:bk5_srmf_core_axioms", "subsec:bk7_pisu_formula", "theorem:bk5_operator_convergence", "theorem:bk8_sr_convergence" ], "proof_labels": [ "proof:bk2_sketch_wasserstein_gradient_flow" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "c Fokker-Planck equation can be interpreted as the gradient flow of the free energy functional $F_\\beta[\\rho]$ (see def~\\ref{definition:bk2_symbolic_free_energy}) with respect to the symbolic Wasserstein metric (see def~\\ref{definition:bk2_symbolic_wasserstein_met}): \\[ \\frac{\\par" }, { "label": "definition:bk2_symbolic_wasserstein_met", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 302, "logical_support": true, "context": "eta[\\rho]$ (see def~\\ref{definition:bk2_symbolic_free_energy}) with respect to the symbolic Wasserstein metric (see def~\\ref{definition:bk2_symbolic_wasserstein_met}): \\[ \\frac{\\partial \\rho}{\\partial s} = -\\text{grad}_{W_2} F_\\beta[\\rho] \\] \\end{theorem}" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "interpretive_bridge", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "dient Flow] \\label{theorem:bk2_wasserstein_gradient_flow} Under the gradient condition $D = -\\nabla_g H$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}), the symbolic Fokker-Planck equation can be interpreted as the gradient flow of the free energy functional $F_\\beta[\\r" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_wasserstein_met", "proof:bk2_symbolic_free_energy_dissipation", "theorem:bk1_fundamental_relation_fokker_plank_equation", "theorem:bk2_equilibrium_distribution" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-020" ], "statuses": [ "conditional" ], "witnesses": [ "Book2H.freeEnergy_trajectory_antitone", "Book2H.trajectory_isDensity" ], "countermodels": [], "conditions": [ "See the receipted theorem statement and coverage note for explicit premises." ], "notes": [ "Finite discrete gradient-flow kernel: every repeated detailed-balance step preserves density and the complete free-energy trajectory is antitone. No Wasserstein metric or continuum Fokker-Planck identification is asserted." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_sketch_wasserstein_gradient_flow", "type": "proof", "label": "proof:bk2_sketch_wasserstein_gradient_flow", "name": "Wasserstein Gradient Flow via Jordan--Kinderlehrer--Otto", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 323, "latex_body": "\\begin{proof}[Wasserstein Gradient Flow via Jordan--Kinderlehrer--Otto]\n\\label{proof:bk2_sketch_wasserstein_gradient_flow}\n\\leavevmode\n\n\\textbf{Wasserstein-2 gradient.}\nOn the space $\\mathcal{P}(M)$ equipped with the Wasserstein-2 metric $W_2$\n(Def.~\\ref{definition:bk2_symbolic_wasserstein_met}), the gradient of a functional\n$F[\\rho]$ is characterized as follows: if $\\partial_s\\rho + \\nabla_g\\cdot(\\rho v) = 0$\n(continuity equation), then $v = -\\nabla_g(\\delta F_\\beta/\\delta\\rho)$ defines\nthe $W_2$-gradient direction.\n\n\\textbf{Computing $\\delta F_\\beta/\\delta\\rho$.}\nFrom Def.~\\ref{definition:bk2_symbolic_free_energy},\n$F_\\beta[\\rho] = \\int_M \\rho H\\,d\\mu_g + \\beta^{-1}\\int_M\\rho\\log\\rho\\,d\\mu_g$.\nTaking the functional derivative:\n\\[\n\\frac{\\delta F_\\beta}{\\delta\\rho} = H(x) + \\beta^{-1}(1 + \\log\\rho).\n\\]\nTherefore the $W_2$-gradient velocity field is:\n\\[\nv = -\\nabla_g\\!\\left(H + \\beta^{-1}\\log\\rho\\right)\n = -\\nabla_g H - \\beta^{-1}\\rho^{-1}\\nabla_g\\rho.\n\\]\nUnder the condition $D = -\\nabla_g H$\n(Thm.~\\ref{theorem:bk2_equilibrium_distribution}), this becomes\n$v = D - \\beta^{-1}\\rho^{-1}\\nabla_g\\rho$.\n\n\\textbf{Recovery of Fokker--Planck.}\nSubstituting into the continuity equation\n$\\partial_s\\rho + \\nabla_g\\cdot(\\rho v) = 0$:\n\\[\n\\frac{\\partial\\rho}{\\partial s}\n= -\\nabla_g\\cdot(\\rho v)\n= -\\nabla_g\\cdot(\\rho D) + \\beta^{-1}\\nabla_g\\cdot(\\nabla_g\\rho)\n= -\\nabla_g\\cdot(\\rho D) + \\beta^{-1}\\nabla_g^2\\rho,\n\\]\nwhich is exactly the symbolic Fokker--Planck equation\n(cf.~Thm.~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation},\nproof~\\ref{proof:bk2_symbolic_free_energy_dissipation}).\nHence $\\partial_s\\rho = -\\mathrm{grad}_{W_2}F_\\beta[\\rho]$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_wasserstein_met", "proof:bk2_symbolic_free_energy_dissipation", "theorem:bk1_fundamental_relation_fokker_plank_equation", "theorem:bk2_equilibrium_distribution" ], "proves": "theorem:bk2_wasserstein_gradient_flow", "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_wasserstein_met", "proof:bk2_symbolic_free_energy_dissipation", "theorem:bk1_fundamental_relation_fokker_plank_equation", "theorem:bk2_equilibrium_distribution" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "a F_\\beta/\\delta\\rho)$ defines the $W_2$-gradient direction. \\textbf{Computing $\\delta F_\\beta/\\delta\\rho$.} From Def.~\\ref{definition:bk2_symbolic_free_energy}, $F_\\beta[\\rho] = \\int_M \\rho H\\,d\\mu_g + \\beta^{-1}\\int_M\\rho\\log\\rho\\,d\\mu_g$. Taking the functional derivative: \\[ \\" }, { "label": "definition:bk2_symbolic_wasserstein_met", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 302, "logical_support": true, "context": "mode \\textbf{Wasserstein-2 gradient.} On the space $\\mathcal{P}(M)$ equipped with the Wasserstein-2 metric $W_2$ (Def.~\\ref{definition:bk2_symbolic_wasserstein_met}), the gradient of a functional $F[\\rho]$ is characterized as follows: if $\\partial_s\\rho + \\nabla_g\\cdot(\\rho v) = 0$ (" }, { "label": "proof:bk2_symbolic_free_energy_dissipation", "role": "cf_near_match", "target_type": "proof", "target_file": "book2.tex", "target_line": 268, "logical_support": true, "context": "ctly the symbolic Fokker--Planck equation (cf.~Thm.~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}, proof~\\ref{proof:bk2_symbolic_free_energy_dissipation}). Hence $\\partial_s\\rho = -\\mathrm{grad}_{W_2}F_\\beta[\\rho]$. \\end{proof}" }, { "label": "theorem:bk1_fundamental_relation_fokker_plank_equation", "role": "cf_near_match", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 3098, "logical_support": true, "context": "= -\\nabla_g\\cdot(\\rho D) + \\beta^{-1}\\nabla_g^2\\rho, \\] which is exactly the symbolic Fokker--Planck equation (cf.~Thm.~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}, proof~\\ref{proof:bk2_symbolic_free_energy_dissipation}). Hence $\\partial_s\\rho = -\\mathrm{grad}_{W_2}F_\\beta[\\rho]$. \\" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "a^{-1}\\log\\rho\\right) = -\\nabla_g H - \\beta^{-1}\\rho^{-1}\\nabla_g\\rho. \\] Under the condition $D = -\\nabla_g H$ (Thm.~\\ref{theorem:bk2_equilibrium_distribution}), this becomes $v = D - \\beta^{-1}\\rho^{-1}\\nabla_g\\rho$. \\textbf{Recovery of Fokker--Planck.} Substituting into the c" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_wasserstein_met", "proof:bk2_symbolic_free_energy_dissipation", "theorem:bk1_fundamental_relation_fokker_plank_equation", "theorem:bk2_equilibrium_distribution" ], "role": "proof" }, { "id": "subsec:bk2_symbolic_phase_transitions", "type": "section", "subtype": "subsection", "label": "subsec:bk2_symbolic_phase_transitions", "name": "Symbolic Phase Transitions", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 365, "latex_body": "", "macros_used": [], "cites": [ "definition:bk2_symbolic_free_energy", "theorem:bk2_equilibrium_distribution" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": false, "context": "" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "navigation", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "theorem:bk2_equilibrium_distribution" ], "role": "section" }, { "id": "definition:bk2_symbolic_partition_funct", "type": "definition", "label": "definition:bk2_symbolic_partition_funct", "name": "Symbolic Partition Function", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 369, "latex_body": "\\begin{definition}[Symbolic Partition Function] \n\\label{definition:bk2_symbolic_partition_funct} \nThe symbolic partition function $Z(\\beta)$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; cf. def~\\ref{definition:bk2_symbolic_phase_transitio}), integrating the Hamiltonian (Def.~\\ref{definition:bk2_symbolic_hamiltonian}) over the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), is defined as:\n\\[\nZ(\\beta) = \\int_M e^{-\\beta H(x)} \\, d\\mu_g(x)\n\\]\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_phase_transitio", "theorem:bk2_equilibrium_distribution" ], "cites": [ "definition:bk1_symbolic_manifold", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_phase_transitio", "theorem:bk2_equilibrium_distribution" ], "cited_by": [ "definition:bk2_symbolic_phase_transitio", "proof:bk2_symbolic_h_theorem", "theorem:bk2_equilibrium_distribution" ], "forward_refs": [ "definition:bk2_symbolic_phase_transitio" ], "forward_ref_roles": [ { "label": "definition:bk2_symbolic_phase_transitio", "role": "interpretive_bridge", "target_type": "definition", "target_line": 377, "line_distance": 8, "context": "ion_funct} The symbolic partition function $Z(\\beta)$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; cf. def~\\ref{definition:bk2_symbolic_phase_transitio}), integrating the Hamiltonian (Def.~\\ref{definition:bk2_symbolic_hamiltonian}) over the symbolic manifold $M$ (Def.~\\re" } ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "io}), integrating the Hamiltonian (Def.~\\ref{definition:bk2_symbolic_hamiltonian}) over the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), is defined as: \\[ Z(\\beta) = \\int_M e^{-\\beta H(x)} \\, d\\mu_g(x) \\] \\end{definition}" }, { "label": "definition:bk2_symbolic_hamiltonian", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "k2_equilibrium_distribution}; cf. def~\\ref{definition:bk2_symbolic_phase_transitio}), integrating the Hamiltonian (Def.~\\ref{definition:bk2_symbolic_hamiltonian}) over the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), is defined as: \\[ Z(\\beta) = \\int_M e^{-" }, { "label": "definition:bk2_symbolic_phase_transitio", "role": "forward_interpretive_bridge", "target_type": "definition", "target_file": "book2.tex", "target_line": 377, "logical_support": false, "context": "ion_funct} The symbolic partition function $Z(\\beta)$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; cf. def~\\ref{definition:bk2_symbolic_phase_transitio}), integrating the Hamiltonian (Def.~\\ref{definition:bk2_symbolic_hamiltonian}) over the symbolic manifold $M$ (Def.~\\re" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "cf_near_match", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "ion Function] \\label{definition:bk2_symbolic_partition_funct} The symbolic partition function $Z(\\beta)$ (see theorem~\\ref{theorem:bk2_equilibrium_distribution}; cf. def~\\ref{definition:bk2_symbolic_phase_transitio}), integrating the Hamiltonian (Def.~\\ref{definition:bk2_symbolic" } ], "depends_on": [ "definition:bk1_symbolic_manifold", "definition:bk2_symbolic_hamiltonian", "theorem:bk2_equilibrium_distribution" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-006" ], "statuses": [ "exact" ], "witnesses": [ "Book2.freeEnergy_gibbs", "Book2.gibbs_isDensity" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Finite partition function: positivity and the equilibrium value -1/beta log Z." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:bk2_symbolic_phase_transitio", "type": "definition", "label": "definition:bk2_symbolic_phase_transitio", "name": "Symbolic Phase Transition", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 377, "latex_body": "\\begin{definition}[Symbolic Phase Transition] \n\\label{definition:bk2_symbolic_phase_transitio} \nA symbolic phase transition (see def~\\ref{definition:bk2_symbolic_partition_funct}) occurs at inverse temperature $\\beta_c$ if the free energy\n\\[\nf(\\beta) = -\\beta^{-1} \\ln Z(\\beta)\n\\]\nor its derivatives exhibit non-analytic behavior at $\\beta = \\beta_c$.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_partition_funct" ], "cites": [ "definition:bk2_symbolic_partition_funct" ], "cited_by": [ "definition:bk2_symbolic_partition_funct", "proof:bk2_classification_symb_phase_transitions", "proof:bk2_coherence_of_symbolic_therm", "proof:bk5_map_mad_mas_trichotomy", "proof:bk7_hilbert_banach_bridge", "sec:bk2_foundations_symbolic_thermodynamics", "theorem:bk2_classification_symb_phase_transitions", "theorem:bk5_map_mad_mas_trichotomy", "theorem:bk7_hilbert_banach_bridge" ], "ref_roles": [ { "label": "definition:bk2_symbolic_partition_funct", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 369, "logical_support": true, "context": "tion}[Symbolic Phase Transition] \\label{definition:bk2_symbolic_phase_transitio} A symbolic phase transition (see def~\\ref{definition:bk2_symbolic_partition_funct}) occurs at inverse temperature $\\beta_c$ if the free energy \\[ f(\\beta) = -\\beta^{-1} \\ln Z(\\beta) \\] or its derivative" } ], "depends_on": [ "definition:bk2_symbolic_partition_funct" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK2-012" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book2.no_finite_phase_transition" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "The definition's non-analyticity is proved impossible at finite alphabet." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk2_classification_symb_phase_transitions", "type": "theorem", "label": "theorem:bk2_classification_symb_phase_transitions", "name": "Classification of Symbolic Phase Transitions", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 385, "latex_body": "\\begin{theorem}[Classification of Symbolic Phase Transitions] \n\\label{theorem:bk2_classification_symb_phase_transitions} \nSymbolic phase transitions (see Def.~\\ref{definition:bk2_symbolic_phase_transitio}) are classified\nby the order of the first non-analytic derivative of the free energy $f(\\beta)$ at $\\beta_c$:\n\\textbf{first-order} transitions exhibit a discontinuity in $f'(\\beta)$ (energy discontinuity);\n\\textbf{second-order} transitions exhibit a discontinuity in $f''(\\beta)$ (heat capacity discontinuity);\nand \\textbf{higher-order} transitions exhibit discontinuities in derivatives of order $n \\geq 3$.\nThe order of the transition determines its thermodynamic signature and governs observable behavior near $\\beta_c$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk2_symbolic_phase_transitio" ], "cites": [ "definition:bk2_symbolic_phase_transitio" ], "cited_by": [ "proof:bk1_realization_of_symbolic_phase_transitions", "proof:bk2_coherence_of_symbolic_therm", "theorem:bk5_map_mad_critical_temperature" ], "proof_labels": [ "proof:bk2_classification_symb_phase_transitions" ], "ref_roles": [ { "label": "definition:bk2_symbolic_phase_transitio", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 377, "logical_support": true, "context": "lic Phase Transitions] \\label{theorem:bk2_classification_symb_phase_transitions} Symbolic phase transitions (see Def.~\\ref{definition:bk2_symbolic_phase_transitio}) are classified by the order of the first non-analytic derivative of the free energy $f(\\beta)$ at $\\beta_c$: \\textbf{f" } ], "depends_on": [ "definition:bk2_symbolic_phase_transitio" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-013" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book2.no_finite_phase_transition" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Negative-space kernel: f differentiable at every beta > 0 finitely; the order classification is not certified." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_classification_symb_phase_transitions", "type": "proof", "label": "proof:bk2_classification_symb_phase_transitions", "name": "", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 395, "latex_body": "\\begin{proof}\n\\label{proof:bk2_classification_symb_phase_transitions}\n\\leavevmode\n\nBy Def.~\\ref{definition:bk2_symbolic_phase_transitio}, the datum that makes a\nsymbolic phase transition visible is precisely a non-analyticity of\n$f(\\beta)=-\\beta^{-1}\\ln Z(\\beta)$, or of one of its derivatives, at the critical\ninverse temperature $\\beta_c$. Let $m$ be the least derivative order for which\n$f^{(m)}$ fails to extend analytically through $\\beta_c$. Minimality of $m$\nimplies that all lower derivatives carry the same analytic germ on the two sides\nof $\\beta_c$, so the first failed derivative is well-defined.\n\nWhen $m=1$, the first thermodynamic response obtained from $f$ changes\ndiscontinuously; in the symbolic thermodynamic normalization this is the energy\nresponse. When $m=2$, the first derivative remains continuous while the next\nresponse, the heat-capacity response, is discontinuous. If $m\\geq 3$, the first\ntwo responses remain regular and the singularity is deferred to a higher\nderivative. These three mutually exclusive cases exhaust the possible least\norders $m$, so the classification follows from the definition of the transition.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_phase_transitio" ], "proves": "theorem:bk2_classification_symb_phase_transitions", "cites": [ "definition:bk2_symbolic_phase_transitio" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_phase_transitio", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 377, "logical_support": true, "context": "\\begin{proof} \\label{proof:bk2_classification_symb_phase_transitions} \\leavevmode By Def.~\\ref{definition:bk2_symbolic_phase_transitio}, the datum that makes a symbolic phase transition visible is precisely a non-analyticity of $f(\\beta)=-\\beta^{-1}\\ln Z(" } ], "depends_on": [ "definition:bk2_symbolic_phase_transitio" ], "role": "proof" }, { "id": "subsec:bk2_symbolic_fluctuation_dissipation_relations", "type": "section", "subtype": "subsection", "label": "subsec:bk2_symbolic_fluctuation_dissipation_relations", "name": "Fluctuation-Dissipation Relations", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 416, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk2_symbolic_response_functi", "type": "definition", "label": "definition:bk2_symbolic_response_functi", "name": "Symbolic Response Function", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 419, "latex_body": "\\begin{definition}[Symbolic Response Function] \n\\label{definition:bk2_symbolic_response_functi} \nFor observables $A, B: M \\to \\mathbb{R}$, the linear response function $\\chi_{AB}(t)$ is defined by (see thm~\\ref{theorem:bk2_equilibrium_distribution}):\n\\[\n\\langle A(s+t) \\rangle_h - \\langle A \\rangle_{eq} = \\int_0^t \\chi_{AB}(t-\\tau) h(\\tau) \\, d\\tau + O(h^2)\n\\]\nwhere $\\langle \\cdot \\rangle_h$ denotes expectation under the perturbed Hamiltonian $H' = H - hB$ and $\\langle \\cdot \\rangle_{eq}$ is the equilibrium expectation.\n\\end{definition}", "macros_used": [], "refs": [ "theorem:bk2_equilibrium_distribution" ], "cites": [ "theorem:bk2_equilibrium_distribution" ], "cited_by": [ "proof:bk2_symbolic_fluctuation_dissipation_relation", "theorem:bk2_symbolic_fluctuation_dissipation_relation" ], "ref_roles": [ { "label": "theorem:bk2_equilibrium_distribution", "role": "formal_dependency", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "e_functi} For observables $A, B: M \\to \\mathbb{R}$, the linear response function $\\chi_{AB}(t)$ is defined by (see thm~\\ref{theorem:bk2_equilibrium_distribution}): \\[ \\langle A(s+t) \\rangle_h - \\langle A \\rangle_{eq} = \\int_0^t \\chi_{AB}(t-\\tau) h(\\tau) \\, d\\tau + O(h^2) \\] where" } ], "depends_on": [ "theorem:bk2_equilibrium_distribution" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk2_symbolic_fluctuation_dissipation_relation", "type": "theorem", "label": "theorem:bk2_symbolic_fluctuation_dissipation_relation", "name": "Symbolic Fluctuation-Dissipation Relation", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 428, "latex_body": "\\begin{theorem}[Symbolic Fluctuation-Dissipation Relation] \n\\label{theorem:bk2_symbolic_fluctuation_dissipation_relation} \nFor the symbolic Fokker-Planck dynamics in equilibrium (see thm~\\ref{theorem:bk2_equilibrium_distribution}), the response function (see def~\\ref{definition:bk2_symbolic_response_functi}) is related to the equilibrium correlation function by:\n\\[\n\\chi_{AB}(t) = \\beta \\frac{d}{dt}\\langle A(t) B(0) \\rangle_{eq} \\quad \\text{for } t > 0\n\\]\nwhere $A(t)$ evolves under the unperturbed dynamics.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk2_symbolic_response_functi", "theorem:bk2_equilibrium_distribution" ], "cites": [ "definition:bk2_symbolic_response_functi", "theorem:bk2_equilibrium_distribution" ], "cited_by": [ "proof:bk2_coherence_of_symbolic_therm", "theorem:bk2_coherence_of_symbolic_therm" ], "proof_labels": [ "proof:bk2_symbolic_fluctuation_dissipation_relation" ], "ref_roles": [ { "label": "definition:bk2_symbolic_response_functi", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 419, "logical_support": true, "context": "ker-Planck dynamics in equilibrium (see thm~\\ref{theorem:bk2_equilibrium_distribution}), the response function (see def~\\ref{definition:bk2_symbolic_response_functi}) is related to the equilibrium correlation function by: \\[ \\chi_{AB}(t) = \\beta \\frac{d}{dt}\\langle A(t) B(0) \\rangle_{" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "formal_dependency", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "theorem:bk2_symbolic_fluctuation_dissipation_relation} For the symbolic Fokker-Planck dynamics in equilibrium (see thm~\\ref{theorem:bk2_equilibrium_distribution}), the response function (see def~\\ref{definition:bk2_symbolic_response_functi}) is related to the equilibrium correlati" } ], "depends_on": [ "axiom:bk2_gradient_structure_drift", "definition:bk2_symbolic_response_functi", "theorem:bk2_equilibrium_distribution" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-021" ], "statuses": [ "conditional" ], "witnesses": [ "Book2Response.fluctuation_response_hasDerivAt" ], "countermodels": [], "conditions": [ "see per-anchor coverage-map notes for the exact scope of each conditional/partial grade" ], "notes": [ "Finite static Kubo kernel: under H_h = H - hB, the derivative at h=0 of the Gibbs expectation of A equals beta times the equilibrium covariance of A and B. The continuous-time correlation derivative requires a differentiable equilibrium semigroup and remains outside this kernel." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_symbolic_fluctuation_dissipation_relation", "type": "proof", "label": "proof:bk2_symbolic_fluctuation_dissipation_relation", "name": "", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 437, "latex_body": "\\begin{proof}\n\\label{proof:bk2_symbolic_fluctuation_dissipation_relation}\n\\leavevmode\n\nBy Thm.~\\ref{theorem:bk2_equilibrium_distribution} the unperturbed stationary state is the Gibbs density $\\rho_{eq} = Z^{-1}e^{-\\beta H}$. Following the protocol of Def.~\\ref{definition:bk2_symbolic_response_functi}, prepare the system in the equilibrium of the perturbed Hamiltonian $H' = H - hB$ and release the field at $t=0$. Expanding the perturbed weight $\\propto e^{-\\beta(H-hB)}$ to first order in $h$ and renormalizing,\n\\[\n\\rho_h = \\rho_{eq}\\bigl[\\,1 + \\beta h\\,(B - \\langle B\\rangle_{eq})\\,\\bigr] + O(h^2),\n\\]\nthe correction integrating to zero as required. Evolving $A$ for $t>0$ under the unperturbed symbolic Fokker--Planck flow and using stationarity of $\\rho_{eq}$,\n\\[\n\\langle A(t)\\rangle_h - \\langle A\\rangle_{eq}\n = \\beta h\\,\\bigl[\\langle A(t)B(0)\\rangle_{eq} - \\langle A\\rangle_{eq}\\langle B\\rangle_{eq}\\bigr] + O(h^2).\n\\tag{$\\star$}\n\\]\nBecause the symbolic drift is a gradient, $D = -\\nabla_g H$ (the condition under which $\\rho_{eq}$ is stationary, Ax.~\\ref{axiom:bk2_gradient_structure_drift}, Thm.~\\ref{theorem:bk2_equilibrium_distribution}), the dynamics satisfy detailed balance; the equilibrium correlation is therefore differentiable in $t$, and the disconnected term $\\langle A\\rangle_{eq}\\langle B\\rangle_{eq}$ is constant, so it is annihilated by $d/dt$. Identifying $(\\star)$ with the linear-response kernel of Def.~\\ref{definition:bk2_symbolic_response_functi} and differentiating the switch protocol then gives, with the sign fixed by the convention $H'=H-hB$,\n\\[\n\\chi_{AB}(t) = \\beta \\frac{d}{dt}\\langle A(t)B(0)\\rangle_{eq}, \\qquad t>0 .\n\\]\nEquilibrium fluctuations thus determine the dissipative response: the symbolic Kubo identity.\n\\end{proof}", "macros_used": [], "refs": [ "axiom:bk2_gradient_structure_drift", "definition:bk2_symbolic_response_functi", "theorem:bk2_equilibrium_distribution" ], "proves": "theorem:bk2_symbolic_fluctuation_dissipation_relation", "cites": [ "axiom:bk2_gradient_structure_drift", "definition:bk2_symbolic_response_functi", "theorem:bk2_equilibrium_distribution" ], "cited_by": [], "ref_roles": [ { "label": "axiom:bk2_gradient_structure_drift", "role": "definition_anchor", "target_type": "axiom", "target_file": "book2.tex", "target_line": 162, "logical_support": true, "context": "] Because the symbolic drift is a gradient, $D = -\\nabla_g H$ (the condition under which $\\rho_{eq}$ is stationary, Ax.~\\ref{axiom:bk2_gradient_structure_drift}, Thm.~\\ref{theorem:bk2_equilibrium_distribution}), the dynamics satisfy detailed balance; the equilibrium correlation i" }, { "label": "definition:bk2_symbolic_response_functi", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 419, "logical_support": true, "context": "the unperturbed stationary state is the Gibbs density $\\rho_{eq} = Z^{-1}e^{-\\beta H}$. Following the protocol of Def.~\\ref{definition:bk2_symbolic_response_functi}, prepare the system in the equilibrium of the perturbed Hamiltonian $H' = H - hB$ and release the field at $t=0$. Expan" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "\\begin{proof} \\label{proof:bk2_symbolic_fluctuation_dissipation_relation} \\leavevmode By Thm.~\\ref{theorem:bk2_equilibrium_distribution} the unperturbed stationary state is the Gibbs density $\\rho_{eq} = Z^{-1}e^{-\\beta H}$. Following the protocol of Def.~" } ], "depends_on": [ "axiom:bk2_gradient_structure_drift", "definition:bk2_symbolic_response_functi", "theorem:bk2_equilibrium_distribution" ], "role": "proof" }, { "id": "subsec:bk2_local_temperature_geometry", "type": "section", "subtype": "subsection", "label": "subsec:bk2_local_temperature_geometry", "name": "Local Temperature and Geometric Relations", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 458, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk2_local_symbolic_temperature", "type": "definition", "label": "definition:bk2_local_symbolic_temperature", "name": "Local Symbolic Temperature", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 461, "latex_body": "\\begin{definition}[Local Symbolic Temperature] \n\\label{definition:bk2_local_symbolic_temperature}\nThe local symbolic temperature (see def~\\ref{definition:bk2_symbolic_temperature}) at point $x \\in M$ and time $s$ is defined as:\n\\[\nT(x,s) = \\alpha \\left( \\|\\nabla_g \\cdot D(x)\\|_g + \\gamma \\|D(x)\\|_g \\right)^{-1}\n\\]\nwhere $\\alpha, \\gamma > 0$ are scaling constants, and $\\nabla_g \\cdot D$ is the divergence of the drift field.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_temperature" ], "cites": [ "definition:bk2_symbolic_temperature" ], "cited_by": [ "proof:bk2_global_local_temp_relation", "proposition:bk2_global_local_temp_relation" ], "ref_roles": [ { "label": "definition:bk2_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "[Local Symbolic Temperature] \\label{definition:bk2_local_symbolic_temperature} The local symbolic temperature (see def~\\ref{definition:bk2_symbolic_temperature}) at point $x \\in M$ and time $s$ is defined as: \\[ T(x,s) = \\alpha \\left( \\|\\nabla_g \\cdot D(x)\\|_g + \\gamma \\|D(x)\\|_g" } ], "depends_on": [ "definition:bk2_symbolic_temperature" ], "role": "definition", "proof_status": "definitional" }, { "id": "proposition:bk2_global_local_temp_relation", "type": "proposition", "label": "proposition:bk2_global_local_temp_relation", "name": "Global-Local Temperature Relation", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 470, "latex_body": "\\begin{proposition}[Global-Local Temperature Relation] \n\\label{proposition:bk2_global_local_temp_relation} \nUnder local equilibrium conditions, the global symbolic temperature $T_s$ (def~\\ref{definition:bk2_symbolic_temperature}) relates to the local symbolic temperature $T(x,s)$ (def~\\ref{definition:bk2_local_symbolic_temperature}) through:\n\\[\nT_s^{-1} = \\int_M \\rho(x,s) T(x,s)^{-1} \\, d\\mu_g(x)\n\\]\nwhere $\\rho(\\cdot,s)$ is the symbolic probability density from def~\\ref{definition:bk2__symbolic_probability_density}.\n\\end{proposition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_local_symbolic_temperature", "definition:bk2_symbolic_temperature" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_local_symbolic_temperature", "definition:bk2_symbolic_temperature" ], "cited_by": [ "theorem:bk5_map_mad_critical_temperature" ], "proof_labels": [ "proof:bk2_global_local_temp_relation" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "^{-1} = \\int_M \\rho(x,s) T(x,s)^{-1} \\, d\\mu_g(x) \\] where $\\rho(\\cdot,s)$ is the symbolic probability density from def~\\ref{definition:bk2__symbolic_probability_density}. \\end{proposition}" }, { "label": "definition:bk2_local_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 461, "logical_support": true, "context": "mperature $T_s$ (def~\\ref{definition:bk2_symbolic_temperature}) relates to the local symbolic temperature $T(x,s)$ (def~\\ref{definition:bk2_local_symbolic_temperature}) through: \\[ T_s^{-1} = \\int_M \\rho(x,s) T(x,s)^{-1} \\, d\\mu_g(x) \\] where $\\rho(\\cdot,s)$ is the symbolic probability" }, { "label": "definition:bk2_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "osition:bk2_global_local_temp_relation} Under local equilibrium conditions, the global symbolic temperature $T_s$ (def~\\ref{definition:bk2_symbolic_temperature}) relates to the local symbolic temperature $T(x,s)$ (def~\\ref{definition:bk2_local_symbolic_temperature}) through: \\[ T" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_local_symbolic_temperature", "definition:bk2_symbolic_temperature" ], "role": "proposition", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-019" ], "statuses": [ "exact" ], "witnesses": [ "ThermoRes.global_beta_between" ], "countermodels": [], "conditions": [ "manifold measure form, specific masking free-energy functional, and Hilbert decoherence operator stay open per row notes" ], "notes": [ "Global inverse temperature = density-weighted mean of local inverse temps, bounded by the extremes; the manifold integral stays open." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_global_local_temp_relation", "type": "proof", "label": "proof:bk2_global_local_temp_relation", "name": "", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 479, "latex_body": "\\begin{proof}\n\\label{proof:bk2_global_local_temp_relation}\n\\leavevmode\n\n\\begin{assumption}[Local equilibrium averaging]\nThe phrase ``under local equilibrium conditions'' means that a global\nquasistatic symbolic-energy variation decomposes into uniform local energy\nincrements, while entropy variations add with respect to the symbolic\nprobability density $\\rho(\\cdot,s)$ of Def.~\\ref{definition:bk2__symbolic_probability_density}.\n\\end{assumption}\n\nFor a local cell at $x$, Def.~\\ref{definition:bk2_local_symbolic_temperature}\nidentifies $T(x,s)^{-1}$ as the local entropy response per unit symbolic-energy\nincrement. Hence a quasistatic increment $\\delta E$ contributes\n$T(x,s)^{-1}\\delta E$ to the local entropy variation. Additivity under the\nlocal-equilibrium averaging assumption gives\n\\[\n\\delta S_s\n = \\int_M \\rho(x,s)\\,T(x,s)^{-1}\\delta E\\,d\\mu_g(x).\n\\]\nDividing by the common increment $\\delta E$ and using the thermodynamic\ndefinition $T_s^{-1}=\\delta S_s/\\delta E$ from Def.~\\ref{definition:bk2_symbolic_temperature}\nyields\n\\[\nT_s^{-1} = \\int_M \\rho(x,s) T(x,s)^{-1}\\,d\\mu_g(x),\n\\]\nas claimed.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_local_symbolic_temperature", "definition:bk2_symbolic_temperature" ], "proves": "proposition:bk2_global_local_temp_relation", "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_local_symbolic_temperature", "definition:bk2_symbolic_temperature" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "nergy increments, while entropy variations add with respect to the symbolic probability density $\\rho(\\cdot,s)$ of Def.~\\ref{definition:bk2__symbolic_probability_density}. \\end{assumption} For a local cell at $x$, Def.~\\ref{definition:bk2_local_symbolic_temperature} identifies $T(x,s)^{-1" }, { "label": "definition:bk2_local_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 461, "logical_support": true, "context": "o(\\cdot,s)$ of Def.~\\ref{definition:bk2__symbolic_probability_density}. \\end{assumption} For a local cell at $x$, Def.~\\ref{definition:bk2_local_symbolic_temperature} identifies $T(x,s)^{-1}$ as the local entropy response per unit symbolic-energy increment. Hence a quasistatic incremen" }, { "label": "definition:bk2_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "ding by the common increment $\\delta E$ and using the thermodynamic definition $T_s^{-1}=\\delta S_s/\\delta E$ from Def.~\\ref{definition:bk2_symbolic_temperature} yields \\[ T_s^{-1} = \\int_M \\rho(x,s) T(x,s)^{-1}\\,d\\mu_g(x), \\] as claimed. \\end{proof}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_local_symbolic_temperature", "definition:bk2_symbolic_temperature" ], "role": "proof" }, { "id": "assumption:book2.tex:483", "type": "assumption", "label": "", "name": "Local equilibrium averaging", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 483, "latex_body": "\\begin{assumption}[Local equilibrium averaging]\nThe phrase ``under local equilibrium conditions'' means that a global\nquasistatic symbolic-energy variation decomposes into uniform local energy\nincrements, while entropy variations add with respect to the symbolic\nprobability density $\\rho(\\cdot,s)$ of Def.~\\ref{definition:bk2__symbolic_probability_density}.\n\\end{assumption}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density" ], "cites": [], "cited_by": [], "depends_on": [], "role": "assumption", "proof_status": "definitional" }, { "id": "subsec:bk2_hypotheses_thermodynamic_surfaces", "type": "section", "subtype": "subsection", "label": "subsec:bk2_hypotheses_thermodynamic_surfaces", "name": "Hypotheses as Thermodynamic Surfaces", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 508, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "scholium:bk2_on_hypotheses_as_thermodyn", "type": "scholium", "label": "scholium:bk2_on_hypotheses_as_thermodyn", "name": "On Hypotheses as Thermodynamic Surfaces", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 511, "latex_body": "\\begin{scholium}[On Hypotheses as Thermodynamic Surfaces] \n\\label{scholium:bk2_on_hypotheses_as_thermodyn}\nThe passage from symbolic structure to thermodynamic law requires geometric reconciliation of observation with constraint. Any bounded observer $\\text{Obs}$ (def~\\ref{definition:bk1_bounded_observer}) must partition symbolic space $M$ (def~\\ref{definition:bk1_symbolic_manifold}) into regions of varying accessibility, creating a natural topology of attentional relevance.\n\nWe propose that hypothesis manifolds $\\mathcal{H}_{\\text{Obs}}$ serve as fundamental thermodynamic surfaces across which transformation gradients occur. Each hypothesis $\\mathcal{H}_{\\text{Obs}} \\subset M$ constitutes a differentiable manifold of \\emph{interpretive possibility} (cf.~Def.~\\ref{definition:bk1_observer_relative_interpretability}) supporting observer-relative thermodynamic quantities:\n\n\\begin{itemize}\n \\item \\textbf{Symbolic Free Energy}: $F_{\\mathcal{H}}(s) = E_{\\text{Obs}}(s) - T_{\\text{Obs}} S_{\\mathcal{H}}(s)$\n \\item \\textbf{Symbolic Entropy}: $S_{\\mathcal{H}}(s) = -\\int_{\\mathcal{T}_s\\mathcal{H}} \\rho_{\\text{Obs}}(v) \\ln \\rho_{\\text{Obs}}(v) \\, dv$\n \\item \\textbf{Hypothesis Pressure}: $P_{\\mathcal{H}} = -\\left(\\frac{\\partial F_{\\mathcal{H}}}{\\partial V_{\\mathcal{H}}}\\right)_{T}$\n\\end{itemize}\n\nwhere $\\mathcal{T}_s\\mathcal{H}$ is the tangent space, $\\rho_{\\text{Obs}}(v)$ is the observer's velocity distribution, and $V_{\\mathcal{H}}$ represents the symbolic volume of the hypothesis.\nThese observer-indexed quantities are local refinements of the global symbolic free energy, entropy, and temperature constructs in def~\\ref{definition:bk2_symbolic_free_energy}, def~\\ref{definition:bk2_symbolic_entropy}, and def~\\ref{definition:bk2_symbolic_temperature}.\n\\end{scholium}", "macros_used": [], "refs": [ "definition:bk1_bounded_observer", "definition:bk1_observer_relative_interpretability", "definition:bk1_symbolic_manifold", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk1_observer_relative_interpretability", "definition:bk1_symbolic_manifold", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature" ], "cited_by": [ "axiom:bk8_binding_curvature_limit", "definition:bk8_symbolic_hypothesis_manifold", "proof:bk2_thermodynamic_consistency_hypothesis_manifolds" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "rmodynamic law requires geometric reconciliation of observation with constraint. Any bounded observer $\\text{Obs}$ (def~\\ref{definition:bk1_bounded_observer}) must partition symbolic space $M$ (def~\\ref{definition:bk1_symbolic_manifold}) into regions of varying accessibility," }, { "label": "definition:bk1_observer_relative_interpretability", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 190, "logical_support": true, "context": "$\\mathcal{H}_{\\text{Obs}} \\subset M$ constitutes a differentiable manifold of \\emph{interpretive possibility} (cf.~Def.~\\ref{definition:bk1_observer_relative_interpretability}) supporting observer-relative thermodynamic quantities: \\begin{itemize} \\item \\textbf{Symbolic Free Energy}: $F_{\\" }, { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "t. Any bounded observer $\\text{Obs}$ (def~\\ref{definition:bk1_bounded_observer}) must partition symbolic space $M$ (def~\\ref{definition:bk1_symbolic_manifold}) into regions of varying accessibility, creating a natural topology of attentional relevance. We propose that hypothes" }, { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "global symbolic free energy, entropy, and temperature constructs in def~\\ref{definition:bk2_symbolic_free_energy}, def~\\ref{definition:bk2_symbolic_entropy}, and def~\\ref{definition:bk2_symbolic_temperature}. \\end{scholium}" }, { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "indexed quantities are local refinements of the global symbolic free energy, entropy, and temperature constructs in def~\\ref{definition:bk2_symbolic_free_energy}, def~\\ref{definition:bk2_symbolic_entropy}, and def~\\ref{definition:bk2_symbolic_temperature}. \\end{scholium}" }, { "label": "definition:bk2_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "erature constructs in def~\\ref{definition:bk2_symbolic_free_energy}, def~\\ref{definition:bk2_symbolic_entropy}, and def~\\ref{definition:bk2_symbolic_temperature}. \\end{scholium}" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk1_observer_relative_interpretability", "definition:bk1_symbolic_manifold", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature" ], "role": "scholium" }, { "id": "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds", "type": "lemma", "label": "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds", "name": "Thermodynamic Consistency of Hypothesis Manifolds", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 527, "latex_body": "\\begin{lemma}[Thermodynamic Consistency of Hypothesis Manifolds]\n\\label{lemma:bk2_thermodynamic_consistency_hypothesis_manifolds}\nLet $\\mathcal{H}_{\\text{Obs}}$ be a well-formed hypothesis manifold with\nbounded curvature $\\kappa_{\\mathcal{H}} < K_{\\text{Obs}}$\n(cf.~\\ref{definition:bk1_symbolic_riemann_tensor}). Assume the closed\nhypothesis-surface balance\n\\[\n\\oint_{\\partial\\mathcal H}\n\\bigl(dE_{\\text{Obs}}-T_{\\text{Obs}}\\,dS_{\\mathcal H}\\bigr)=0,\n\\]\nso the observer-energy term and the exact temperature--entropy term have zero\nnet contribution around $\\partial\\mathcal H$. Then the thermodynamic\nconsistency relation holds as an identity of pulled-back one-forms along any\npiecewise-$C^1$ parameterization $\\gamma:[a,b]\\to\\partial\\mathcal H$:\n\\[\n\\oint_{\\partial \\mathcal{H}} dF_{\\mathcal H}\n= -\\oint_{\\partial\\mathcal H} S_{\\mathcal H}\\,dT_{\\text{Obs}}.\n\\]\nEquivalently, in a chart this is the integral of\n$\\frac{d}{dt}(F_{\\mathcal H}\\circ\\gamma)$ against $dt$. Rewriting the\nright-hand boundary integral as an interior integral over $\\mathcal H$\nrequires a separately supplied orientation, differential-form degree, and\nStokes hypothesis; bounded curvature alone does not provide that bridge.\nHere $F_{\\mathcal{H}}$, $S_{\\mathcal{H}}$, and $T_{\\text{Obs}}$ respectively\ncorrespond to symbolic free energy (def~\\ref{definition:bk2_symbolic_free_energy}),\nsymbolic entropy (def~\\ref{definition:bk2_symbolic_entropy}), and symbolic\ntemperature (def~\\ref{definition:bk2_symbolic_temperature}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk1_symbolic_riemann_tensor", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature" ], "cites": [ "definition:bk1_symbolic_riemann_tensor", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature" ], "cited_by": [ "definition:bk4_symbolic_curvature" ], "proof_labels": [ "proof:bk2_thermodynamic_consistency_hypothesis_manifolds" ], "ref_roles": [ { "label": "definition:bk1_symbolic_riemann_tensor", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1905, "logical_support": true, "context": "_{\\text{Obs}}$ be a well-formed hypothesis manifold with bounded curvature $\\kappa_{\\mathcal{H}} < K_{\\text{Obs}}$ (cf.~\\ref{definition:bk1_symbolic_riemann_tensor}). Assume the closed hypothesis-surface balance \\[ \\oint_{\\partial\\mathcal H} \\bigl(dE_{\\text{Obs}}-T_{\\text{Obs}}\\,dS_" }, { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "respectively correspond to symbolic free energy (def~\\ref{definition:bk2_symbolic_free_energy}), symbolic entropy (def~\\ref{definition:bk2_symbolic_entropy}), and symbolic temperature (def~\\ref{definition:bk2_symbolic_temperature}). \\end{lemma}" }, { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "e. Here $F_{\\mathcal{H}}$, $S_{\\mathcal{H}}$, and $T_{\\text{Obs}}$ respectively correspond to symbolic free energy (def~\\ref{definition:bk2_symbolic_free_energy}), symbolic entropy (def~\\ref{definition:bk2_symbolic_entropy}), and symbolic temperature (def~\\ref{definition:bk2_symbo" }, { "label": "definition:bk2_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "bk2_symbolic_free_energy}), symbolic entropy (def~\\ref{definition:bk2_symbolic_entropy}), and symbolic temperature (def~\\ref{definition:bk2_symbolic_temperature}). \\end{lemma}" } ], "depends_on": [ "definition:bk1_symbolic_riemann_tensor", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature", "scholium:bk2_on_hypotheses_as_thermodyn" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-022" ], "statuses": [ "conditional" ], "witnesses": [ "Book2CycleConsistency.path_thermodynamic_consistency", "Book2HypothesisSurfaceStokes.HypothesisSurfaceThermodynamics.boundary_balance_with_residue", "Book2HypothesisSurfaceStokes.HypothesisSurfaceThermodynamics.boundary_consistency_iff_residue_zero", "Book2HypothesisSurfaceStokes.HypothesisSurfaceThermodynamics.boundary_thermodynamic_consistency", "Book2HypothesisSurfaceStokes.HypothesisSurfaceThermodynamics.interior_consistency_iff_residue_zero", "Book2HypothesisSurfaceStokes.HypothesisSurfaceThermodynamics.interior_thermodynamic_consistency", "Book2HypothesisSurfaceStokes.bounded_curvature_does_not_zero_residue", "Book2HypothesisSurfaceStokes.scalar_closed_surface_consistent" ], "countermodels": [ "Book2HypothesisSurfaceStokes.bounded_curvature_does_not_zero_residue" ], "conditions": [ "additive real modules of boundary one-forms and interior two-forms kept as distinct types", "continuous boundary parameter and interval-integrable balance/exchange terms for the analytic path kernel", "degree-correct Stokes identity", "finite closed-cycle hypotheses for the discrete kernel", "linear boundary and interior integration with exterior derivative", "oriented closed surface certificate", "pointwise first-variation decomposition and vanishing closed balance", "pulled-back thermodynamic first-variation identity", "zero observer-energy/temperature-entropy residue for consistency" ], "notes": [ "Conditional differential-form closure: pulled-back first variation exposes free-energy circulation as observer-accounting residue minus entropy-temperature exchange. Boundary consistency is equivalent to zero residue. A separately supplied oriented, degree-correct Stokes calculus transports exactly that identity into the interior. The scalar positive control inhabits the construction; the bounded-curvature countermodel proves regularity cannot manufacture reconciliation." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_thermodynamic_consistency_hypothesis_manifolds", "type": "proof", "label": "proof:bk2_thermodynamic_consistency_hypothesis_manifolds", "name": "", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 556, "latex_body": "\\begin{proof}\n\\label{proof:bk2_thermodynamic_consistency_hypothesis_manifolds}\n\\leavevmode\n\nThe scholium \\ref{scholium:bk2_on_hypotheses_as_thermodyn} defines the\nobserver-relative free energy on a hypothesis surface by\n$F_{\\mathcal H}=E_{\\mathrm{Obs}}-T_{\\mathrm{Obs}}S_{\\mathcal H}$. Taking the\nfirst variation along the hypothesis manifold gives\n\\[\ndF_{\\mathcal H}\n = dE_{\\mathrm{Obs}}\n -T_{\\mathrm{Obs}}\\,dS_{\\mathcal H}\n -S_{\\mathcal H}\\,dT_{\\mathrm{Obs}} .\n\\]\nBounded curvature, relative to the symbolic Riemann tensor of\nDef.~\\ref{definition:bk1_symbolic_riemann_tensor}, supplies the regularity\nneeded to integrate this differential over the closed boundary. By the\nlemma's closed hypothesis-surface balance hypothesis, the first two terms\nhave zero net boundary contribution, leaving only the entropy--temperature\nexchange term. Thus, after pullback along $\\gamma$ and interval integration,\n\\[\n\\oint_{\\partial \\mathcal{H}} dF_{\\mathcal H}\n = -\\oint_{\\partial\\mathcal H}S_{\\mathcal H}\\,dT_{\\mathrm{Obs}},\n\\]\nwhich is the stated thermodynamic consistency relation. Any conversion of\nthis boundary exchange into an integral over $\\mathcal H$ is a subsequent\nStokes step and consumes its own geometric hypotheses.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_symbolic_riemann_tensor", "scholium:bk2_on_hypotheses_as_thermodyn" ], "proves": "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds", "cites": [ "definition:bk1_symbolic_riemann_tensor", "scholium:bk2_on_hypotheses_as_thermodyn" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_symbolic_riemann_tensor", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1905, "logical_support": true, "context": "thcal H} -S_{\\mathcal H}\\,dT_{\\mathrm{Obs}} . \\] Bounded curvature, relative to the symbolic Riemann tensor of Def.~\\ref{definition:bk1_symbolic_riemann_tensor}, supplies the regularity needed to integrate this differential over the closed boundary. By the lemma's closed hypothes" }, { "label": "scholium:bk2_on_hypotheses_as_thermodyn", "role": "proof_support", "target_type": "scholium", "target_file": "book2.tex", "target_line": 511, "logical_support": true, "context": "\\begin{proof} \\label{proof:bk2_thermodynamic_consistency_hypothesis_manifolds} \\leavevmode The scholium \\ref{scholium:bk2_on_hypotheses_as_thermodyn} defines the observer-relative free energy on a hypothesis surface by $F_{\\mathcal H}=E_{\\mathrm{Obs}}-T_{\\mathrm{Obs}}S" } ], "depends_on": [ "definition:bk1_symbolic_riemann_tensor", "scholium:bk2_on_hypotheses_as_thermodyn" ], "role": "proof" }, { "id": "subsec:bk2_summary_interpretive_framework", "type": "section", "subtype": "subsection", "label": "subsec:bk2_summary_interpretive_framework", "name": "Summary and Coherence", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 585, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "theorem:bk2_coherence_of_symbolic_therm", "type": "theorem", "label": "theorem:bk2_coherence_of_symbolic_therm", "name": "Coherence of Symbolic Thermodynamics", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 588, "latex_body": "\\begin{theorem}[Coherence of Symbolic Thermodynamics] \n\\label{theorem:bk2_coherence_of_symbolic_therm} \nThe framework established in this Book forms a coherent symbolic thermodynamic theory that:\n\\begin{enumerate}\n \\item Emerges from the interplay of drift $D$ and reflection $R$ via the Hamiltonian $H$;\n \\item Exhibits proper thermodynamic behavior: unique equilibrium states (thm~\\ref{theorem:bk2_equilibrium_distribution}), free energy minimization (thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}), and fluctuation-dissipation relations (thm~\\ref{theorem:bk2_symbolic_fluctuation_dissipation_relation});\n \\item Links evolution to manifold geometry via the Fokker-Planck equation (cf.~\\ref{corollary:bk1_non_euclidean_necessity});\n \\item Admits phase transitions under appropriate conditions (cf.~\\ref{definition:bk1_paradox_triggered_emergence}).\n\\end{enumerate}\n\\end{theorem}", "macros_used": [], "refs": [ "corollary:bk1_non_euclidean_necessity", "definition:bk1_paradox_triggered_emergence", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk2_symbolic_fluctuation_dissipation_relation" ], "cites": [ "corollary:bk1_non_euclidean_necessity", "definition:bk1_paradox_triggered_emergence", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk2_symbolic_fluctuation_dissipation_relation" ], "cited_by": [ "abs:press", "corollary:bk2_interpretative_framework", "proof:bk2_interpretative_framework", "proof:bk4_drift_stability_local_bounds", "proof:bk4_fuzzy_substitution_drift_smoothing", "remark:bk4_ttpr_entropy" ], "proof_labels": [ "proof:bk2_coherence_of_symbolic_therm" ], "ref_roles": [ { "label": "corollary:bk1_non_euclidean_necessity", "role": "cf_near_match", "target_type": "corollary", "target_file": "scholium_symbolicum.tex", "target_line": 1686, "logical_support": true, "context": "_fluctuation_dissipation_relation}); \\item Links evolution to manifold geometry via the Fokker-Planck equation (cf.~\\ref{corollary:bk1_non_euclidean_necessity}); \\item Admits phase transitions under appropriate conditions (cf.~\\ref{definition:bk1_paradox_triggered_emergence}" }, { "label": "definition:bk1_paradox_triggered_emergence", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2264, "logical_support": true, "context": "(cf.~\\ref{corollary:bk1_non_euclidean_necessity}); \\item Admits phase transitions under appropriate conditions (cf.~\\ref{definition:bk1_paradox_triggered_emergence}). \\end{enumerate} \\end{theorem}" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "formal_dependency", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "eflection $R$ via the Hamiltonian $H$; \\item Exhibits proper thermodynamic behavior: unique equilibrium states (thm~\\ref{theorem:bk2_equilibrium_distribution}), free energy minimization (thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}), and fluctuation-dissipation relations (" }, { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "formal_dependency", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": true, "context": "mic behavior: unique equilibrium states (thm~\\ref{theorem:bk2_equilibrium_distribution}), free energy minimization (thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}), and fluctuation-dissipation relations (thm~\\ref{theorem:bk2_symbolic_fluctuation_dissipation_relation}); \\item Li" }, { "label": "theorem:bk2_symbolic_fluctuation_dissipation_relation", "role": "cf_near_match", "target_type": "theorem", "target_file": "book2.tex", "target_line": 428, "logical_support": true, "context": "ree energy minimization (thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}), and fluctuation-dissipation relations (thm~\\ref{theorem:bk2_symbolic_fluctuation_dissipation_relation}); \\item Links evolution to manifold geometry via the Fokker-Planck equation (cf.~\\ref{corollary:bk1_non_euclidean_n" } ], "depends_on": [ "axiom:bk2_gradient_structure_drift", "corollary:bk1_non_euclidean_necessity", "definition:bk1_paradox_triggered_emergence", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_phase_transitio", "theorem:bk2_classification_symb_phase_transitions", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk2_symbolic_fluctuation_dissipation_relation", "theorem:bk2_wasserstein_gradient_flow" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-016" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book2.detailedBalance_stationary", "Book2.gibbs_minimizes", "Book2.no_finite_phase_transition" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Its clause (2) proper-thermodynamic-behavior claims are the proved kernels above; clauses (1),(3),(4) are not certified." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_coherence_of_symbolic_therm", "type": "proof", "label": "proof:bk2_coherence_of_symbolic_therm", "name": "", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 599, "latex_body": "\\begin{proof}\n\\label{proof:bk2_coherence_of_symbolic_therm}\n\\leavevmode\n\nEach clause restates an established result of this Book; coherence is the claim that they issue from one structure and impose no mutually incompatible conditions. We verify both.\n\n\\emph{(1)} The symbolic Hamiltonian $H$ is constructed from the drift $D$ and reflection $R$ (Def.~\\ref{definition:bk2_symbolic_hamiltonian}), and the symbolic Fokker--Planck equation is generated by it; drift and reflection thus enter every subsequent quantity only through $H$.\n\n\\emph{(2)} Uniqueness of the Gibbs equilibrium $\\rho_{eq}=Z^{-1}e^{-\\beta H}$ (Thm.~\\ref{theorem:bk2_equilibrium_distribution}), free-energy minimization (the $H$-theorem, Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}), and the fluctuation--dissipation relation (Thm.~\\ref{theorem:bk2_symbolic_fluctuation_dissipation_relation}) are mutually consistent because all three follow from the \\emph{single} gradient condition $D=-\\nabla_g H$ (Ax.~\\ref{axiom:bk2_gradient_structure_drift}): the same condition makes $\\rho_{eq}$ stationary, makes $F_\\beta$ a Lyapunov functional, and (via detailed balance) yields the Kubo identity. No clause requires a hypothesis another clause forbids.\n\n\\emph{(3)} Under that condition the Fokker--Planck flow is the Wasserstein gradient flow of $F_\\beta$ on the curved symbolic manifold (Thm.~\\ref{theorem:bk2_wasserstein_gradient_flow}), tying evolution to geometry, whose non-Euclidean necessity is Cor.~\\ref{corollary:bk1_non_euclidean_necessity}.\n\n\\emph{(4)} Phase transitions enter as non-analyticities of $f(\\beta)=-\\beta^{-1}\\ln Z$ (Def.~\\ref{definition:bk2_symbolic_phase_transitio}), classified by Thm.~\\ref{theorem:bk2_classification_symb_phase_transitions} and realized when reframing fails within a membrane (Def.~\\ref{definition:bk1_paradox_triggered_emergence}); these are compatible with, not contrary to, the smooth equilibration of~(2), occurring only on the measure-zero critical set.\n\nSince every component derives from the common drift--reflection Hamiltonian via the gradient condition, and the four clauses are pairwise consistent, the framework is coherent.\n\\end{proof}", "macros_used": [], "refs": [ "axiom:bk2_gradient_structure_drift", "corollary:bk1_non_euclidean_necessity", "definition:bk1_paradox_triggered_emergence", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_phase_transitio", "theorem:bk2_classification_symb_phase_transitions", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk2_symbolic_fluctuation_dissipation_relation", "theorem:bk2_wasserstein_gradient_flow" ], "proves": "theorem:bk2_coherence_of_symbolic_therm", "cites": [ "axiom:bk2_gradient_structure_drift", "corollary:bk1_non_euclidean_necessity", "definition:bk1_paradox_triggered_emergence", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_phase_transitio", "theorem:bk2_classification_symb_phase_transitions", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk2_symbolic_fluctuation_dissipation_relation", "theorem:bk2_wasserstein_gradient_flow" ], "cited_by": [], "ref_roles": [ { "label": "axiom:bk2_gradient_structure_drift", "role": "definition_anchor", "target_type": "axiom", "target_file": "book2.tex", "target_line": 162, "logical_support": true, "context": "ation}) are mutually consistent because all three follow from the \\emph{single} gradient condition $D=-\\nabla_g H$ (Ax.~\\ref{axiom:bk2_gradient_structure_drift}): the same condition makes $\\rho_{eq}$ stationary, makes $F_\\beta$ a Lyapunov functional, and (via detailed balance) yi" }, { "label": "corollary:bk1_non_euclidean_necessity", "role": "proof_support", "target_type": "corollary", "target_file": "scholium_symbolicum.tex", "target_line": 1686, "logical_support": true, "context": "(Thm.~\\ref{theorem:bk2_wasserstein_gradient_flow}), tying evolution to geometry, whose non-Euclidean necessity is Cor.~\\ref{corollary:bk1_non_euclidean_necessity}. \\emph{(4)} Phase transitions enter as non-analyticities of $f(\\beta)=-\\beta^{-1}\\ln Z$ (Def.~\\ref{definition:bk2_symb" }, { "label": "definition:bk1_paradox_triggered_emergence", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2264, "logical_support": true, "context": "Thm.~\\ref{theorem:bk2_classification_symb_phase_transitions} and realized when reframing fails within a membrane (Def.~\\ref{definition:bk1_paradox_triggered_emergence}); these are compatible with, not contrary to, the smooth equilibration of~(2), occurring only on the measure-zero criti" }, { "label": "definition:bk2_symbolic_hamiltonian", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "ns. We verify both. \\emph{(1)} The symbolic Hamiltonian $H$ is constructed from the drift $D$ and reflection $R$ (Def.~\\ref{definition:bk2_symbolic_hamiltonian}), and the symbolic Fokker--Planck equation is generated by it; drift and reflection thus enter every subsequent quantit" }, { "label": "definition:bk2_symbolic_phase_transitio", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 377, "logical_support": true, "context": "non_euclidean_necessity}. \\emph{(4)} Phase transitions enter as non-analyticities of $f(\\beta)=-\\beta^{-1}\\ln Z$ (Def.~\\ref{definition:bk2_symbolic_phase_transitio}), classified by Thm.~\\ref{theorem:bk2_classification_symb_phase_transitions} and realized when reframing fails within a" }, { "label": "theorem:bk2_classification_symb_phase_transitions", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 385, "logical_support": true, "context": "n-analyticities of $f(\\beta)=-\\beta^{-1}\\ln Z$ (Def.~\\ref{definition:bk2_symbolic_phase_transitio}), classified by Thm.~\\ref{theorem:bk2_classification_symb_phase_transitions} and realized when reframing fails within a membrane (Def.~\\ref{definition:bk1_paradox_triggered_emergence}); these are" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "sequent quantity only through $H$. \\emph{(2)} Uniqueness of the Gibbs equilibrium $\\rho_{eq}=Z^{-1}e^{-\\beta H}$ (Thm.~\\ref{theorem:bk2_equilibrium_distribution}), free-energy minimization (the $H$-theorem, Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}), and the fluctuation--" }, { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": true, "context": "=Z^{-1}e^{-\\beta H}$ (Thm.~\\ref{theorem:bk2_equilibrium_distribution}), free-energy minimization (the $H$-theorem, Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}), and the fluctuation--dissipation relation (Thm.~\\ref{theorem:bk2_symbolic_fluctuation_dissipation_relation}) are mutu" }, { "label": "theorem:bk2_symbolic_fluctuation_dissipation_relation", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 428, "logical_support": true, "context": "(the $H$-theorem, Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}), and the fluctuation--dissipation relation (Thm.~\\ref{theorem:bk2_symbolic_fluctuation_dissipation_relation}) are mutually consistent because all three follow from the \\emph{single} gradient condition $D=-\\nabla_g H$ (Ax.~\\ref{a" }, { "label": "theorem:bk2_wasserstein_gradient_flow", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 315, "logical_support": true, "context": "t condition the Fokker--Planck flow is the Wasserstein gradient flow of $F_\\beta$ on the curved symbolic manifold (Thm.~\\ref{theorem:bk2_wasserstein_gradient_flow}), tying evolution to geometry, whose non-Euclidean necessity is Cor.~\\ref{corollary:bk1_non_euclidean_necessity}. \\emp" } ], "depends_on": [ "axiom:bk2_gradient_structure_drift", "corollary:bk1_non_euclidean_necessity", "definition:bk1_paradox_triggered_emergence", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_phase_transitio", "theorem:bk2_classification_symb_phase_transitions", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk2_symbolic_fluctuation_dissipation_relation", "theorem:bk2_wasserstein_gradient_flow" ], "role": "proof" }, { "id": "corollary:bk2_interpretative_framework", "type": "corollary", "label": "corollary:bk2_interpretative_framework", "name": "Physical Interpretation", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 616, "latex_body": "\\begin{corollary}[Physical Interpretation] \n\\label{corollary:bk2_interpretative_framework} \nAs an interpretive consequence of thm~\\ref{theorem:bk2_coherence_of_symbolic_therm}, the symbolic thermodynamic quantities (def~\\ref{definition:bk2_symbolic_hamiltonian}, def~\\ref{definition:bk2_symbolic_entropy}, def~\\ref{definition:bk2_symbolic_temperature}, def~\\ref{definition:bk2_symbolic_free_energy}) admit the following interpretations:\n\\begin{enumerate}\n \\item[\\textbf{Hamiltonian $H$}]: Measures local symbolic coherence through drift-reflection balance;\n \\item[\\textbf{Entropy $S_s$}]: Quantifies uncertainty in symbolic state distribution;\n \\item[\\textbf{Temperature $T_s$}]: Sets the scale of stochastic fluctuations driving exploration;\n \\item[\\textbf{Free Energy $F_\\beta$}]: Balances coherence against dispersion, minimized at equilibrium.\n\\end{enumerate}\n\\end{corollary}", "macros_used": [], "refs": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_temperature", "theorem:bk2_coherence_of_symbolic_therm" ], "cites": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_temperature", "theorem:bk2_coherence_of_symbolic_therm" ], "cited_by": [], "proof_labels": [ "proof:bk2_interpretative_framework" ], "ref_roles": [ { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "coherence_of_symbolic_therm}, the symbolic thermodynamic quantities (def~\\ref{definition:bk2_symbolic_hamiltonian}, def~\\ref{definition:bk2_symbolic_entropy}, def~\\ref{definition:bk2_symbolic_temperature}, def~\\ref{definition:bk2_symbolic_free_energy}) admit the following inte" }, { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "k2_symbolic_hamiltonian}, def~\\ref{definition:bk2_symbolic_entropy}, def~\\ref{definition:bk2_symbolic_temperature}, def~\\ref{definition:bk2_symbolic_free_energy}) admit the following interpretations: \\begin{enumerate} \\item[\\textbf{Hamiltonian $H$}]: Measures local symbolic co" }, { "label": "definition:bk2_symbolic_hamiltonian", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "terpretive consequence of thm~\\ref{theorem:bk2_coherence_of_symbolic_therm}, the symbolic thermodynamic quantities (def~\\ref{definition:bk2_symbolic_hamiltonian}, def~\\ref{definition:bk2_symbolic_entropy}, def~\\ref{definition:bk2_symbolic_temperature}, def~\\ref{definition:bk2_symb" }, { "label": "definition:bk2_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "thermodynamic quantities (def~\\ref{definition:bk2_symbolic_hamiltonian}, def~\\ref{definition:bk2_symbolic_entropy}, def~\\ref{definition:bk2_symbolic_temperature}, def~\\ref{definition:bk2_symbolic_free_energy}) admit the following interpretations: \\begin{enumerate} \\item[\\textb" }, { "label": "theorem:bk2_coherence_of_symbolic_therm", "role": "application", "target_type": "theorem", "target_file": "book2.tex", "target_line": 588, "logical_support": true, "context": "ollary}[Physical Interpretation] \\label{corollary:bk2_interpretative_framework} As an interpretive consequence of thm~\\ref{theorem:bk2_coherence_of_symbolic_therm}, the symbolic thermodynamic quantities (def~\\ref{definition:bk2_symbolic_hamiltonian}, def~\\ref{definition:bk2_symbolic" } ], "depends_on": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_temperature", "theorem:bk2_coherence_of_symbolic_therm", "theorem:bk2_h_theorem_for_symbolic_evol" ], "role": "corollary", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-023" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book2.entropy_nonneg", "Book2.gibbs_minimizes", "Book2Response.fluctuation_response_hasDerivAt" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "see per-anchor coverage-map notes for the exact scope of each conditional/partial grade", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Quantitative roles are certified: entropy is nonnegative uncertainty, Gibbs free energy is minimized at equilibrium, and beta scales finite linear response. The prose interpretations remain authored semantics, not propositions promoted by Lean." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_interpretative_framework", "type": "proof", "label": "proof:bk2_interpretative_framework", "name": "", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 627, "latex_body": "\\begin{proof}\n\\label{proof:bk2_interpretative_framework}\n\\leavevmode\n\nThm.~\\ref{theorem:bk2_coherence_of_symbolic_therm} establishes that the\nthermodynamic vocabulary of this Book is generated by one drift--reflection\nHamiltonian and by the associated equilibrium and dissipation structure. The\ninterpretation of $H$ follows from Def.~\\ref{definition:bk2_symbolic_hamiltonian},\nwhere $H$ is built from the balance between drift magnitude and reflective\nstabilization. The interpretation of $S_s$ follows from\nDef.~\\ref{definition:bk2_symbolic_entropy}, since the Shannon-type integral\nmeasures dispersion of the symbolic probability density.\n\nThe interpretation of $T_s$ follows from Def.~\\ref{definition:bk2_symbolic_temperature}:\nit is the inverse sensitivity of entropy to symbolic energy and therefore sets\nthe scale at which energy changes become exploratory fluctuations. Finally,\nDef.~\\ref{definition:bk2_symbolic_free_energy} defines $F_\\beta$ as the\nenergy--entropy tradeoff, while Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}\nshows that this quantity decreases toward equilibrium. These four readings are\ntherefore consequences of the coherent symbolic thermodynamic structure rather\nthan additional postulates.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_temperature", "theorem:bk2_coherence_of_symbolic_therm", "theorem:bk2_h_theorem_for_symbolic_evol" ], "proves": "corollary:bk2_interpretative_framework", "cites": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_temperature", "theorem:bk2_coherence_of_symbolic_therm", "theorem:bk2_h_theorem_for_symbolic_evol" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "lt from the balance between drift magnitude and reflective stabilization. The interpretation of $S_s$ follows from Def.~\\ref{definition:bk2_symbolic_entropy}, since the Shannon-type integral measures dispersion of the symbolic probability density. The interpretation of $T_s$" }, { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "to symbolic energy and therefore sets the scale at which energy changes become exploratory fluctuations. Finally, Def.~\\ref{definition:bk2_symbolic_free_energy} defines $F_\\beta$ as the energy--entropy tradeoff, while Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol} shows that" }, { "label": "definition:bk2_symbolic_hamiltonian", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "on Hamiltonian and by the associated equilibrium and dissipation structure. The interpretation of $H$ follows from Def.~\\ref{definition:bk2_symbolic_hamiltonian}, where $H$ is built from the balance between drift magnitude and reflective stabilization. The interpretation of $S_s$" }, { "label": "definition:bk2_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "n-type integral measures dispersion of the symbolic probability density. The interpretation of $T_s$ follows from Def.~\\ref{definition:bk2_symbolic_temperature}: it is the inverse sensitivity of entropy to symbolic energy and therefore sets the scale at which energy changes becom" }, { "label": "theorem:bk2_coherence_of_symbolic_therm", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 588, "logical_support": true, "context": "\\begin{proof} \\label{proof:bk2_interpretative_framework} \\leavevmode Thm.~\\ref{theorem:bk2_coherence_of_symbolic_therm} establishes that the thermodynamic vocabulary of this Book is generated by one drift--reflection Hamiltonian and by the" }, { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": true, "context": ". Finally, Def.~\\ref{definition:bk2_symbolic_free_energy} defines $F_\\beta$ as the energy--entropy tradeoff, while Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol} shows that this quantity decreases toward equilibrium. These four readings are therefore consequences of the coherent s" } ], "depends_on": [ "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_temperature", "theorem:bk2_coherence_of_symbolic_therm", "theorem:bk2_h_theorem_for_symbolic_evol" ], "role": "proof" }, { "id": "theorem:bk2_emergence_structure_symb_thermo", "type": "theorem", "label": "theorem:bk2_emergence_structure_symb_thermo", "name": "Emergence of Symbolic Structure", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 650, "latex_body": "\\begin{theorem}[Emergence of Symbolic Structure] \n\\label{theorem:bk2_emergence_structure_symb_thermo} \nThe interplay of drift (destabilizing), reflection (stabilizing), stochastic fluctuations (enabling exploration), and geometric constraints provides a formal basis for understanding how persistent symbolic configurations emerge and maintain themselves within the framework—see thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol} and thm~\\ref{theorem:bk2_equilibrium_distribution}.\n\\end{theorem}", "macros_used": [], "refs": [ "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "cites": [ "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "cited_by": [], "proof_labels": [ "proof:bk2_symbolic_h_theorem" ], "ref_roles": [ { "label": "theorem:bk2_equilibrium_distribution", "role": "formal_dependency", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "tions emerge and maintain themselves within the framework—see thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol} and thm~\\ref{theorem:bk2_equilibrium_distribution}. \\end{theorem}" }, { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "formal_dependency", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": true, "context": "is for understanding how persistent symbolic configurations emerge and maintain themselves within the framework—see thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol} and thm~\\ref{theorem:bk2_equilibrium_distribution}. \\end{theorem}" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_partition_funct", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK2-024" ], "statuses": [ "conditional" ], "witnesses": [ "Book2.gibbs_minimizes", "Book2H.h_theorem" ], "countermodels": [], "conditions": [ "finite nonempty symbolic alphabet (NeZero n)", "positive beta for the variational principle; nonzero beta for the equilibrium value", "the stochastic-kernel evolution law and detailed balance are named structures, not derived from the PDE" ], "notes": [ "Drift/reflection/fluctuation yielding persistent emergent structure: the H-theorem descent kernel; the synthesis stays interpretive." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk2_symbolic_h_theorem", "type": "proof", "label": "proof:bk2_symbolic_h_theorem", "name": "Symbolic H-Theorem and Emergent Structure", "book": "book2", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book2.tex", "line": 655, "latex_body": "\\begin{proof}[Symbolic H-Theorem and Emergent Structure]\n\\label{proof:bk2_symbolic_h_theorem}\n\\leavevmode\n\nThe Hamiltonian $H$ encodes local stability through drift-reflection balance. The Fokker-Planck equation governs evolution under competing influences of deterministic drift and stochastic diffusion. The H-theorem (thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}) guarantees evolution toward free energy minima (def~\\ref{definition:bk2_symbolic_free_energy}), representing optimal trade-offs between achieving coherent structures (low $H$) and exploring available states (high $S$). The equilibrium distribution $\\rho_{eq} = Z^{-1}e^{-\\beta H}$ (thm~\\ref{theorem:bk2_equilibrium_distribution}, def~\\ref{definition:bk2_symbolic_partition_funct}) concentrates probability in regions of high coherence (low $H$), with concentration sharpened at low temperatures. This formalism explains how structured symbolic systems emerge and persist through dynamic equilibration.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_partition_funct", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "proves": "theorem:bk2_emergence_structure_symb_thermo", "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_partition_funct", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": ". The H-theorem (thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}) guarantees evolution toward free energy minima (def~\\ref{definition:bk2_symbolic_free_energy}), representing optimal trade-offs between achieving coherent structures (low $H$) and exploring available states (high" }, { "label": "definition:bk2_symbolic_partition_funct", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 369, "logical_support": true, "context": "S$). The equilibrium distribution $\\rho_{eq} = Z^{-1}e^{-\\beta H}$ (thm~\\ref{theorem:bk2_equilibrium_distribution}, def~\\ref{definition:bk2_symbolic_partition_funct}) concentrates probability in regions of high coherence (low $H$), with concentration sharpened at low temperatures. Thi" }, { "label": "theorem:bk2_equilibrium_distribution", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 216, "logical_support": true, "context": "(low $H$) and exploring available states (high $S$). The equilibrium distribution $\\rho_{eq} = Z^{-1}e^{-\\beta H}$ (thm~\\ref{theorem:bk2_equilibrium_distribution}, def~\\ref{definition:bk2_symbolic_partition_funct}) concentrates probability in regions of high coherence (low $H$), wi" }, { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": true, "context": "uation governs evolution under competing influences of deterministic drift and stochastic diffusion. The H-theorem (thm~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}) guarantees evolution toward free energy minima (def~\\ref{definition:bk2_symbolic_free_energy}), representing optimal t" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_partition_funct", "theorem:bk2_equilibrium_distribution", "theorem:bk2_h_theorem_for_symbolic_evol" ], "role": "proof" }, { "id": "sec:bk3_foundations_symbolic_membranes_symbiosis", "type": "section", "subtype": "section", "label": "sec:bk3_foundations_symbolic_membranes_symbiosis", "name": "Foundations of Symbolic Membranes and Symbiosis", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 1, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:bk3_symbolic_membranes_structure", "type": "section", "subtype": "subsection", "label": "subsec:bk3_symbolic_membranes_structure", "name": "Symbolic Membranes and Their Structure", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 4, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:bk3_preamble_to_symbiosis", "type": "section", "subtype": "subsubsection", "label": "subsec:bk3_preamble_to_symbiosis", "name": "Preamble to Symbiosis", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 5, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_bounded_observer", "definition:bk1_reflection_operator", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": false, "context": "" }, { "label": "definition:bk1_reflection_operator", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": false, "context": "" }, { "label": "definition:bk2_symbolic_entropy", "role": "navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": false, "context": "" }, { "label": "definition:bk2_symbolic_free_energy", "role": "navigation", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk1_reflection_operator", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy" ], "role": "section" }, { "id": "definition:bk3_symbolic_membrane", "type": "definition", "label": "definition:bk3_symbolic_membrane", "name": "Symbolic Membrane", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 10, "latex_body": "\\begin{definition}[Symbolic Membrane] \\label{definition:bk3_symbolic_membrane}\nA symbolic membrane $\\mathcal{M}_i$ is a connected open submanifold of $M$ with compact closure $\\overline{\\mathcal{M}}_i$ and smooth boundary $\\partial\\mathcal{M}_i$, endowed with:\n\\begin{enumerate}\n \\item An internal drift field $D_i: \\mathcal{M}_i \\rightarrow T\\mathcal{M}_i$ that is a restriction and modification of the global drift field $D$ (Def.~\\ref{definition:bk1_drift_field}), satisfying $\\|D_i(x) - D(x)\\|_g \\leq \\delta_i$ for some bound $\\delta_i > 0$.\n \\item A boundary permeability function $\\pi_i: \\partial\\mathcal{M}_i \\times TM \\rightarrow [0,1]$ that regulates symbolic exchange, where $\\pi_i(p,v)$ represents the probability of a symbolic flow with tangent vector $v$ at boundary point $p$ passing through the membrane.\n \\item A stability functional $S_i: \\mathcal{M}_i \\rightarrow \\mathbb{R}_+$ measuring the membrane's resilience to external perturbations.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_drift_field" ], "cites": [ "definition:bk1_drift_field" ], "cited_by": [ "definition:bk3_autophagic_drift", "definition:bk3_compressed_relational_structure", "definition:bk3_conceptual_bridge", "definition:bk3_conceptual_bridge_sequence", "definition:bk3_coupling_map", "definition:bk3_membrane_thermodynamics", "definition:bk3_reflexive_encoding", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_autopoiesis", "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_metabolism", "definition:bk3_symbolic_refinement", "definition:bk3_symbolic_symbiosis", "definition:bk4_critical_symbolic_bifurc", "definition:bk4_differentiation_boundary", "definition:bk4_fragmentation_measure", "definition:bk4_fragmented_identity", "definition:bk4_fuzzy_symbolic_substitution", "definition:bk4_hierarchical_auto_encodi", "definition:bk4_individuated_symbolic_id", "definition:bk4_meta_stable_symbolic_str", "definition:bk4_order_parameter", "definition:bk4_recursive_identity_encod", "definition:bk4_symbolic_auto_encoder", "definition:bk4_symbolic_emergence", "definition:bk4_symbolic_identity_carrie", "definition:bk6_symbolic_system", "definition:bk8_symbolic_adjacency", "definition:bk9_symbolic_accountability", "lemma:bk3_reflexive_encodings_generate_conceptual_bridges", "lemma:bk3_symbiotic_stability_conditions", "lemma:bk3_wellposedness_of_symbolic_membranes", "lemma:bk4_fragmentation_cascade", "proof:bk3_coupling_energy_symbolic_hamiltonian", "proof:bk3_sketch_evolutionary_dynamics", "proof:bk4_fragmentation_identity_stability", "proof:bk4_multiplication_to_curvature", "proof:bk4_symbolic_curvature_fragmentation", "proof:bk4_top_level_information_inequality", "proof:bk9_betrayal_and_recovery", "scholium:bk4_o_boundedness_unifying_principle", "scholium:bk4_symbolic_interference", "scholium:bk4_symbolic_regularization", "scholium:bk4_tt_integrative_expansion_action", "scholium:bk6_hypotheses_as_regulatory_mutation_manifolds", "sec:bk7_symbolic_reflexive_validation", "theorem:bk3_closure_conceptual_bridge_sequence", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_cyclic_reflexive_encodings", "theorem:bk3_membrane_stability_criteria", "theorem:bk3_symbiotic_curvature_and_resilience", "theorem:bk4_conditions_for_self_healing", "theorem:bk4_drift_reflection_imbalance", "theorem:bk4_emergence_criterion", "theorem:bk4_formation_differentiation_boundaries", "theorem:bk4_multiplication_to_curvature", "theorem:bk4_recursive_identity_enhancem", "theorem:bk4_reflective_reentry", "theorem:bk5_symbolic_coherence_conservation" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "i: \\mathcal{M}_i \\rightarrow T\\mathcal{M}_i$ that is a restriction and modification of the global drift field $D$ (Def.~\\ref{definition:bk1_drift_field}), satisfying $\\|D_i(x) - D(x)\\|_g \\leq \\delta_i$ for some bound $\\delta_i > 0$. \\item A boundary permeability funct" } ], "depends_on": [ "definition:bk1_drift_field" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK3-005" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book3.membrane_complement_permeability_mem" ], "countermodels": [], "conditions": [], "notes": [ "Drift-deviation bound, permeability in [0,1], and nonnegative stability captured as structure fields over Real; the submanifold (connected, compact closure, smooth boundary) is not modeled." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "lemma:bk3_wellposedness_of_symbolic_membranes", "type": "lemma", "label": "lemma:bk3_wellposedness_of_symbolic_membranes", "name": "Conditional Well-posedness of Symbolic Membranes", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 20, "latex_body": "\\begin{lemma}[Conditional Well-posedness of Symbolic Membranes]\n\\label{lemma:bk3_wellposedness_of_symbolic_membranes}\nLet $M$ contain a nonempty connected open submanifold $U$ whose closure is\ncompact and whose boundary is smooth. Suppose the global drift field $D$ and\nsymbolic Hamiltonian $H$ are smooth on the relevant domains. Then for every\nperturbation budget $\\delta_i>0$ and every $\\alpha>0$, $U$ carries symbolic\nmembrane data in the sense of Def.~\\ref{definition:bk3_symbolic_membrane}.\nThe perturbation budget controls the drift modification; it does not supply the\nexistence or regularity of $U$.\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_symbolic_membrane" ], "cited_by": [], "proof_labels": [ "proof:bk3_local_regulation_smooth_membranes" ], "ref_roles": [ { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "or every perturbation budget $\\delta_i>0$ and every $\\alpha>0$, $U$ carries symbolic membrane data in the sense of Def.~\\ref{definition:bk3_symbolic_membrane}. The perturbation budget controls the drift modification; it does not supply the existence or regularity of $U$. \\end{l" } ], "depends_on": [ "definition:bk3_symbolic_membrane" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-004" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.canonicalMembrane_stability_pos", "Book3.conditional_symbolic_membrane_wellposed", "Book3.exists_chart_membrane", "Book3.exists_static_membrane", "Book3.perturbation_budget_does_not_supply_domain" ], "countermodels": [ "Book3.perturbation_budget_does_not_supply_domain" ], "conditions": [ "nonempty connected open carrier with compact closure and smooth boundary", "positive perturbation budget and alpha", "regularity calculus closed under x ↦ exp(-alpha f(x))", "supplied smooth global drift and Hamiltonian" ], "notes": [ "Conditional source-faithful construction: a supplied nonempty connected open relatively compact smooth-boundary domain, smooth global drift, and smooth Hamiltonian yield canonical membrane data for every positive perturbation budget and alpha. Internal drift is the supplied restriction, permeability is zero, and exp(-alpha H) is positive and smooth through the supplied regularity calculus. The Empty countermodel proves a positive budget cannot manufacture the load-bearing domain." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_local_regulation_smooth_membranes", "type": "proof", "label": "proof:bk3_local_regulation_smooth_membranes", "name": "Local Regulation of Drift on a Supplied Smooth Domain", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 31, "latex_body": "\\begin{proof}[Local Regulation of Drift on a Supplied Smooth Domain]\n\\label{proof:bk3_local_regulation_smooth_membranes}\n\\leavevmode\n\nTake $\\mathcal{M}_i=U$ and let $D_i$ be the restriction of $D$ to $U$.\nThen $D_i(x)-D(x)=0$, so\n$\\|D_i(x)-D(x)\\|_g=0\\leq\\delta_i$ for every $\\delta_i>0$. Define the\nboundary permeability by the constant function $\\pi_i(p,v)=0$, which takes\nvalues in $[0,1]$. Finally set\n\\begin{equation}\nS_i(x)=\\exp(-\\alpha H(x)).\n\\end{equation}\nThis is strictly positive, and it is smooth whenever $H$ is smooth. Thus the\nsupplied domain and fields carry all of the stated membrane data. Notice that\nno smallness condition on $\\delta_i$ is needed for this canonical witness; the\ngeometric hypotheses on $U$ are separate and load-bearing.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "lemma:bk3_wellposedness_of_symbolic_membranes", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "definition:bk3_membrane_thermodynamics", "type": "definition", "label": "definition:bk3_membrane_thermodynamics", "name": "Membrane Thermodynamics", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 49, "latex_body": "\\begin{definition}[Membrane Thermodynamics] \\label{definition:bk3_membrane_thermodynamics}\nFor a symbolic membrane $\\mathcal{M}_i$ (Def.~\\ref{definition:bk3_symbolic_membrane}), we define:\n\\begin{enumerate}\n \\item Membrane energy: $E_i(s) = \\int_{\\mathcal{M}_i} \\rho_i(x,s)H_i(x)d\\mu_g(x)$, where $\\rho_i$ is the probability density (cf. Def.~\\ref{definition:bk2__symbolic_probability_density}) restricted to $\\mathcal{M}_i$ and normalized, and $H_i$ is the symbolic Hamiltonian (cf. Def.~\\ref{definition:bk2_symbolic_hamiltonian}) restricted to $\\mathcal{M}_i$. (This builds upon the general symbolic energy, cf. Def.~\\ref{definition:bk2_symbolic_energy}).\n \\item Membrane entropy: $S_i(s) = -\\int_{\\mathcal{M}_i} \\rho_i(x,s)\\log\\rho_i(x,s)d\\mu_g(x)$ (cf. Def.~\\ref{definition:bk2_symbolic_entropy}).\n \\item Membrane temperature: $T_i(s) = \\left(\\frac{\\partial S_i(s)}{\\partial E_i(s)}\\right)^{-1}$ (cf. Def.~\\ref{definition:bk2_symbolic_temperature}).\n \\item Membrane free energy: $F_i(\\beta_i) = E_i(s) - \\beta_i^{-1}S_i(s)$, where $\\beta_i = T_i^{-1}$ (cf. Def.~\\ref{definition:bk2_symbolic_free_energy}).\n\\end{enumerate}\n(The underlying manifold and measure are from Def.~\\ref{definition:bk2_symbolic_probability_spa}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_energy", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_probability_spa", "definition:bk2_symbolic_temperature", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_energy", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_probability_spa", "definition:bk2_symbolic_temperature", "definition:bk3_symbolic_membrane" ], "cited_by": [ "remark:bk3_symbolic_membrane_remark", "theorem:bk3_evolution_of_symbolic_knowledge", "theorem:bk3_membrane_stability_criteria" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "energy: $E_i(s) = \\int_{\\mathcal{M}_i} \\rho_i(x,s)H_i(x)d\\mu_g(x)$, where $\\rho_i$ is the probability density (cf. Def.~\\ref{definition:bk2__symbolic_probability_density}) restricted to $\\mathcal{M}_i$ and normalized, and $H_i$ is the symbolic Hamiltonian (cf. Def.~\\ref{definition:bk2_symb" }, { "label": "definition:bk2_symbolic_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 105, "logical_support": true, "context": "ition:bk2_symbolic_hamiltonian}) restricted to $\\mathcal{M}_i$. (This builds upon the general symbolic energy, cf. Def.~\\ref{definition:bk2_symbolic_energy}). \\item Membrane entropy: $S_i(s) = -\\int_{\\mathcal{M}_i} \\rho_i(x,s)\\log\\rho_i(x,s)d\\mu_g(x)$ (cf. Def.~\\ref{defin" }, { "label": "definition:bk2_symbolic_entropy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "ic_energy}). \\item Membrane entropy: $S_i(s) = -\\int_{\\mathcal{M}_i} \\rho_i(x,s)\\log\\rho_i(x,s)d\\mu_g(x)$ (cf. Def.~\\ref{definition:bk2_symbolic_entropy}). \\item Membrane temperature: $T_i(s) = \\left(\\frac{\\partial S_i(s)}{\\partial E_i(s)}\\right)^{-1}$ (cf. Def.~\\ref{d" }, { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "e}). \\item Membrane free energy: $F_i(\\beta_i) = E_i(s) - \\beta_i^{-1}S_i(s)$, where $\\beta_i = T_i^{-1}$ (cf. Def.~\\ref{definition:bk2_symbolic_free_energy}). \\end{enumerate} (The underlying manifold and measure are from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\e" }, { "label": "definition:bk2_symbolic_hamiltonian", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "lic_probability_density}) restricted to $\\mathcal{M}_i$ and normalized, and $H_i$ is the symbolic Hamiltonian (cf. Def.~\\ref{definition:bk2_symbolic_hamiltonian}) restricted to $\\mathcal{M}_i$. (This builds upon the general symbolic energy, cf. Def.~\\ref{definition:bk2_symbolic_en" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "cf. Def.~\\ref{definition:bk2_symbolic_free_energy}). \\end{enumerate} (The underlying manifold and measure are from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\end{definition}" }, { "label": "definition:bk2_symbolic_temperature", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "tropy}). \\item Membrane temperature: $T_i(s) = \\left(\\frac{\\partial S_i(s)}{\\partial E_i(s)}\\right)^{-1}$ (cf. Def.~\\ref{definition:bk2_symbolic_temperature}). \\item Membrane free energy: $F_i(\\beta_i) = E_i(s) - \\beta_i^{-1}S_i(s)$, where $\\beta_i = T_i^{-1}$ (cf. Def.~\\r" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "}[Membrane Thermodynamics] \\label{definition:bk3_membrane_thermodynamics} For a symbolic membrane $\\mathcal{M}_i$ (Def.~\\ref{definition:bk3_symbolic_membrane}), we define: \\begin{enumerate} \\item Membrane energy: $E_i(s) = \\int_{\\mathcal{M}_i} \\rho_i(x,s)H_i(x)d\\mu_g(x)$, w" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_energy", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_probability_spa", "definition:bk2_symbolic_temperature", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK3-006" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book3.membrane_viable_iff" ], "countermodels": [], "conditions": [], "notes": [ "Energy/entropy/temperature/free-energy algebra captured (mirrors the Book5 thermodynamic snapshot pattern); the manifold integrals defining E_i, S_i, T_i are not modeled." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk3_membrane_stability_criteria", "type": "theorem", "label": "theorem:bk3_membrane_stability_criteria", "name": "Membrane Stability Criteria", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 61, "latex_body": "\\begin{theorem}[Membrane Stability Criteria] \\label{theorem:bk3_membrane_stability_criteria}\nA symbolic membrane $\\mathcal{M}_i$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is stable under small perturbations if:\n\\begin{enumerate}\n \\item The membrane free energy $F_i(\\beta_i)$ (cf. Def.~\\ref{definition:bk3_membrane_thermodynamics}) is at a local minimum.\n \\item The symbolic flow $\\Phi^s$ induced by the internal drift field $D_i$ has no unstable fixed points in $\\mathcal{M}_i$.\n \\item For all boundary points $p \\in \\partial\\mathcal{M}_i$, the permeability function $\\pi_i(p,v)$ satisfies $\\pi_i(p,v) < \\gamma_i$ for some threshold $\\gamma_i < 1$ when $v$ points outward and $\\|v\\|_g > \\epsilon_i$ for some $\\epsilon_i > 0$.\n\\end{enumerate}\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk3_symbolic_autopoiesis", "definition:bk3_symbolic_homeostasis", "proof:bk1_sketch_observed_consequences", "proof:bk3_membrane_stability_energy_permeability", "proof:bk3_sketch_field_perturbation", "proof:bk3_sketch_necessity_for_continuous_operation", "proof:bk3_sketch_perturbation_dissiptation", "proof:bk4_information_bottleneck_symbolic_filter", "proof:bk4_symbolic_identity_persistence", "scholium:bk6_semantic_network_regulation", "theorem:bk3_evolution_of_symbolic_knowledge", "theorem:bk4_existence_of_symbolic_ident", "theorem:bk6_symbolic_bifurcation_classification" ], "proof_labels": [ "proof:bk3_membrane_stability_energy_permeability" ], "ref_roles": [ { "label": "definition:bk3_membrane_thermodynamics", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 49, "logical_support": true, "context": ") is stable under small perturbations if: \\begin{enumerate} \\item The membrane free energy $F_i(\\beta_i)$ (cf. Def.~\\ref{definition:bk3_membrane_thermodynamics}) is at a local minimum. \\item The symbolic flow $\\Phi^s$ induced by the internal drift field $D_i$ has no unstable" }, { "label": "definition:bk3_symbolic_membrane", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "[Membrane Stability Criteria] \\label{theorem:bk3_membrane_stability_criteria} A symbolic membrane $\\mathcal{M}_i$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is stable under small perturbations if: \\begin{enumerate} \\item The membrane free energy $F_i(\\beta_i)$ (cf. Def.~" } ], "depends_on": [ "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_membrane", "theorem:bk2_h_theorem_for_symbolic_evol" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-007" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.membrane_stable_of_conditions", "Book3.membrane_stable_permeability_lt_one" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "The three named conditions are kept as explicit hypothesis fields (free-energy local-min and no-unstable-fixed-point are opaque Prop witnesses); stability is proved as their conjunction, not asserted to hold generally." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_membrane_stability_energy_permeability", "type": "proof", "label": "proof:bk3_membrane_stability_energy_permeability", "name": "Membrane Stability from Free Energy and Bounded Permeability", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 70, "latex_body": "\\begin{proof}[Membrane Stability from Free Energy and Bounded Permeability]\n\\label{proof:bk3_membrane_stability_energy_permeability}\n\\leavevmode\n\nIf membrane free energy $F_i(\\beta_i)$ is at a local minimum, small\nperturbations in $\\rho_i$ induce restorative forces back toward equilibrium\n(Theorem~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}).\nIf the symbolic flow has no unstable fixed points, trajectories within the membrane do not exponentially diverge, preserving internal coherence.\nThe permeability condition restricts large outward flows, preventing rapid symbolic diffusion across the boundary.\nTogether these conditions force perturbations to dissipate rather than amplify, yielding structural stability (supporting Thm.~\\ref{theorem:bk3_membrane_stability_criteria}).\n\\end{proof}", "macros_used": [], "refs": [ "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk3_membrane_stability_criteria" ], "proves": "theorem:bk3_membrane_stability_criteria", "cites": [ "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk3_membrane_stability_criteria" ], "cited_by": [], "ref_roles": [ { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": true, "context": "a_i)$ is at a local minimum, small perturbations in $\\rho_i$ induce restorative forces back toward equilibrium (Theorem~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}). If the symbolic flow has no unstable fixed points, trajectories within the membrane do not exponentially diverge, pre" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "r these conditions force perturbations to dissipate rather than amplify, yielding structural stability (supporting Thm.~\\ref{theorem:bk3_membrane_stability_criteria}). \\end{proof}" } ], "depends_on": [ "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk3_membrane_stability_criteria" ], "role": "proof" }, { "id": "section:book3.tex:82", "type": "section", "subtype": "subsection", "label": "", "name": "Coupling and Symbiotic Relations", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 82, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_coupling_map", "type": "definition", "label": "definition:bk3_coupling_map", "name": "Coupling Map", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 85, "latex_body": "\\begin{definition}[Coupling Map] \\label{definition:bk3_coupling_map}\nGiven symbolic membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$ (Def.~\\ref{definition:bk3_symbolic_membrane}), a coupling map $\\Phi_{ij}: \\mathcal{M}_i \\times \\mathcal{M}_j \\rightarrow S$ is a smooth function to a shared symbolic substrate $S$ (typically a vector space or manifold) satisfying:\n\\begin{enumerate}\n \\item Symmetry: $\\Phi_{ij}(x,y) = \\Phi_{ji}(y,x)$ for all $x \\in \\mathcal{M}_i, y \\in \\mathcal{M}_j$.\n \\item Boundedness: $\\|\\Phi_{ij}(x,y)\\|_S \\leq C_{ij}$ for some constant $C_{ij} > 0$ and an appropriate norm $\\|\\cdot\\|_S$ on $S$.\n \\item Sensitivity: The gradients $\\nabla_x\\Phi_{ij}$ and $\\nabla_y\\Phi_{ij}$ exist and are non-vanishing on open dense subsets of $\\mathcal{M}_i$ and $\\mathcal{M}_j$ respectively.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk3_induced_coupling_energy", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_autopoiesis", "definition:bk3_symbolic_metabolism", "lemma:bk3_symbiotic_stability_conditions", "proof:bk3_coupling_energy_symbolic_hamiltonian", "proof:bk3_sketch_evolutionary_dynamics" ], "ref_roles": [ { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "n}[Coupling Map] \\label{definition:bk3_coupling_map} Given symbolic membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$ (Def.~\\ref{definition:bk3_symbolic_membrane}), a coupling map $\\Phi_{ij}: \\mathcal{M}_i \\times \\mathcal{M}_j \\rightarrow S$ is a smooth function to a shared symboli" } ], "depends_on": [ "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk3_induced_coupling_energy", "type": "definition", "label": "definition:bk3_induced_coupling_energy", "name": "Induced Coupling Energy", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 95, "latex_body": "\\begin{definition}[Induced Coupling Energy] \\label{definition:bk3_induced_coupling_energy}\nThe coupling map $\\Phi_{ij}$ (Def.~\\ref{definition:bk3_coupling_map}) induces an energy function $H_{ij}: \\mathcal{M}_i \\times \\mathcal{M}_j \\rightarrow \\mathbb{R}$ defined as:\n\\[\nH_{ij}(x,y) = \\lambda_{ij} \\|\\Phi_{ij}(x,y) - \\Phi_{ij}^*\\|_S^2\n\\]\nwhere $\\lambda_{ij} > 0$ is a coupling strength parameter and $\\Phi_{ij}^*$ represents an optimal coupling configuration in $S$.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_coupling_map" ], "cites": [ "definition:bk3_coupling_map" ], "cited_by": [ "definition:bk3_symbolic_autopoiesis", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_metabolism", "lemma:bk3_symbiotic_stability_conditions", "proof:bk3_coupling_energy_symbolic_hamiltonian", "proof:bk3_sketch_evolutionary_dynamics", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_homeostatic_reflexes" ], "ref_roles": [ { "label": "definition:bk3_coupling_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 85, "logical_support": true, "context": "{definition}[Induced Coupling Energy] \\label{definition:bk3_induced_coupling_energy} The coupling map $\\Phi_{ij}$ (Def.~\\ref{definition:bk3_coupling_map}) induces an energy function $H_{ij}: \\mathcal{M}_i \\times \\mathcal{M}_j \\rightarrow \\mathbb{R}$ defined as: \\[ H_{ij}(x" } ], "depends_on": [ "definition:bk3_coupling_map" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK3-009" ], "statuses": [ "exact" ], "witnesses": [ "Book3.couplingEnergy_nonneg" ], "countermodels": [], "conditions": [], "notes": [ "H_ij = lambda*(phi-target)^2 and its nonnegativity for lambda>=0, fully proved." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk3_couplinginduced_drift_modification", "type": "theorem", "label": "theorem:bk3_couplinginduced_drift_modification", "name": "Coupling-Induced Drift Modification", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 104, "latex_body": "\\begin{theorem}[Coupling-Induced Drift Modification] \\label{theorem:bk3_couplinginduced_drift_modification}\n\\leavevmode\\newline\nThe coupling energy $H_{ij}$ (Def.~\\ref{definition:bk3_induced_coupling_energy}) induces modifications to the drift fields $D_i$ and $D_j$ within the respective membranes (Def.~\\ref{definition:bk3_symbolic_membrane}):\n\\[\nD_i^{\\text{coupled}}(x) = D_i(x) - \\eta_i \\int_{\\mathcal{M}_j} \\rho_j(y)\\nabla_x H_{ij}(x,y)d\\mu_g(y)\n\\]\n\\[\nD_j^{\\text{coupled}}(y) = D_j(y) - \\eta_j \\int_{\\mathcal{M}_i} \\rho_i(x)\\nabla_y H_{ij}(x,y)d\\mu_g(x)\n\\]\nwhere $\\eta_i, \\eta_j > 0$ are response parameters, and $\\rho_i, \\rho_j$ are\nthe corresponding probability densities\n(Def.~\\ref{definition:bk2__symbolic_probability_density}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk3_symbolic_autopoiesis", "definition:bk3_symbolic_metabolic_rate", "lemma:bk3_symbiotic_stability_conditions", "proof:bk3_coupling_energy_symbolic_hamiltonian", "proof:bk3_sketch_evolutionary_dynamics", "proof:bk3_sketch_field_perturbation", "theorem:bk3_homeostatic_reflexes" ], "proof_labels": [ "proof:bk3_coupling_energy_symbolic_hamiltonian" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "re $\\eta_i, \\eta_j > 0$ are response parameters, and $\\rho_i, \\rho_j$ are the corresponding probability densities (Def.~\\ref{definition:bk2__symbolic_probability_density}). \\end{theorem}" }, { "label": "definition:bk3_induced_coupling_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 95, "logical_support": true, "context": "fication] \\label{theorem:bk3_couplinginduced_drift_modification} \\leavevmode\\newline The coupling energy $H_{ij}$ (Def.~\\ref{definition:bk3_induced_coupling_energy}) induces modifications to the drift fields $D_i$ and $D_j$ within the respective membranes (Def.~\\ref{definition:bk3_sy" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "duced_coupling_energy}) induces modifications to the drift fields $D_i$ and $D_j$ within the respective membranes (Def.~\\ref{definition:bk3_symbolic_membrane}): \\[ D_i^{\\text{coupled}}(x) = D_i(x) - \\eta_i \\int_{\\mathcal{M}_j} \\rho_j(y)\\nabla_x H_{ij}(x,y)d\\mu_g(y) \\] \\[ D_j^{\\" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_probability_spa", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-010" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.coupled_drift_deviation_bound" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Scalar model: the correction integral is replaced by a single bounded real; the theorem proved is the triangle-inequality consequence |D_coupled - D| <= eta*bound, given the bound as a hypothesis rather than derived from an actual integral." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_coupling_energy_symbolic_hamiltonian", "type": "proof", "label": "proof:bk3_coupling_energy_symbolic_hamiltonian", "name": "Effect of Coupling Energy on Symbolic Hamiltonian", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 118, "latex_body": "\\begin{proof}[Effect of Coupling Energy on Symbolic Hamiltonian]\n\\label{proof:bk3_coupling_energy_symbolic_hamiltonian}\n\\leavevmode\n\nThe coupling energy \\( H_{ij} \\) (Def.~\\ref{definition:bk3_induced_coupling_energy}) contributes an additional potential term to the symbolic Hamiltonian (cf. Def.~\\ref{definition:bk2_symbolic_hamiltonian}) of each membrane.\nFrom standard results in statistical mechanics (analogous to mean-field theory), the expected force on a point \\( x \\in \\mathcal{M}_i \\) due to all points in \\( \\mathcal{M}_j \\) is given by:\n\\[\n-\\int_{\\mathcal{M}_j} \\rho_j(y) \\nabla_x H_{ij}(x, y) \\, d\\mu_g(y).\n\\]\nThis force modifies the drift field with strength parameter \\( \\eta_i \\), resulting in the coupled drift expression (Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}). The modification to \\( D_j \\) follows symmetrically.\nThis coupling creates a feedback loop where the dynamics in each membrane (Def.~\\ref{definition:bk3_symbolic_membrane}) are influenced by the state of the other membrane, mediated by the coupling map \\( \\Phi_{ij} \\) (Def.~\\ref{definition:bk3_coupling_map}). (The measure $d\\mu_g$ is from Def.~\\ref{definition:bk2_symbolic_probability_spa}).\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_probability_spa", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "theorem:bk3_couplinginduced_drift_modification" ], "proves": "theorem:bk3_couplinginduced_drift_modification", "cites": [ "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_probability_spa", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "theorem:bk3_couplinginduced_drift_modification" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_hamiltonian", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 67, "logical_support": true, "context": "definition:bk3_induced_coupling_energy}) contributes an additional potential term to the symbolic Hamiltonian (cf. Def.~\\ref{definition:bk2_symbolic_hamiltonian}) of each membrane. From standard results in statistical mechanics (analogous to mean-field theory), the expected force" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "diated by the coupling map \\( \\Phi_{ij} \\) (Def.~\\ref{definition:bk3_coupling_map}). (The measure $d\\mu_g$ is from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\end{proof}" }, { "label": "definition:bk3_coupling_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 85, "logical_support": true, "context": "mbolic_membrane}) are influenced by the state of the other membrane, mediated by the coupling map \\( \\Phi_{ij} \\) (Def.~\\ref{definition:bk3_coupling_map}). (The measure $d\\mu_g$ is from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\end{proof}" }, { "label": "definition:bk3_induced_coupling_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 95, "logical_support": true, "context": "Hamiltonian] \\label{proof:bk3_coupling_energy_symbolic_hamiltonian} \\leavevmode The coupling energy \\( H_{ij} \\) (Def.~\\ref{definition:bk3_induced_coupling_energy}) contributes an additional potential term to the symbolic Hamiltonian (cf. Def.~\\ref{definition:bk2_symbolic_hamiltonia" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "ion to \\( D_j \\) follows symmetrically. This coupling creates a feedback loop where the dynamics in each membrane (Def.~\\ref{definition:bk3_symbolic_membrane}) are influenced by the state of the other membrane, mediated by the coupling map \\( \\Phi_{ij} \\) (Def.~\\ref{definition:" }, { "label": "theorem:bk3_couplinginduced_drift_modification", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 104, "logical_support": true, "context": "is force modifies the drift field with strength parameter \\( \\eta_i \\), resulting in the coupled drift expression (Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}). The modification to \\( D_j \\) follows symmetrically. This coupling creates a feedback loop where the dynamics in each" } ], "depends_on": [ "definition:bk2_symbolic_hamiltonian", "definition:bk2_symbolic_probability_spa", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "theorem:bk3_couplinginduced_drift_modification" ], "role": "proof" }, { "id": "definition:bk3_symbolic_symbiosis", "type": "definition", "label": "definition:bk3_symbolic_symbiosis", "name": "Symbolic Symbiosis", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 132, "latex_body": "\\begin{definition}[Symbolic Symbiosis] \\label{definition:bk3_symbolic_symbiosis}\nTwo symbolic membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$ (Def.~\\ref{definition:bk3_symbolic_membrane}) are in symbiosis if their coupling satisfies:\n\\begin{enumerate}\n \\item \\textbf{Mutual stability enhancement:} \n \\[\n S_i^{\\text{coupled}} > S_i^{\\text{isolated}} \\quad \\text{and} \\quad \n S_j^{\\text{coupled}} > S_j^{\\text{isolated}},\n \\]\n where \\( S_k^{\\text{coupled}} \\) is the stability of membrane \\( k \\) under coupling.\n \\item \\textbf{Information transfer:} \n \\[\n I(\\mathcal{M}_i; \\mathcal{M}_j) = \\int_{\\mathcal{M}_i \\times \\mathcal{M}_j} \n \\rho_{ij}(x,y) \\log \\frac{\\rho_{ij}(x,y)}{\\rho_i(x) \\rho_j(y)} \\, d\\mu_g(x) d\\mu_g(y) > 0,\n \\]\n where \\( \\rho_{ij} \\) is the joint probability density (cf. Def.~\\ref{definition:bk2__symbolic_probability_density}). (The measure $d\\mu_g$ is from Def.~\\ref{definition:bk2_symbolic_probability_spa}).\n \\item \\textbf{Drift compensation:} For perturbations \\( \\delta D_i \\) to the drift field of \\( \\mathcal{M}_i \\), the coupling response reduces the perturbation effect:\n \\[\n \\left\\| \\delta D_i + \\delta D_i^{\\text{response}} \\right\\|_g \n < \\left\\| \\delta D_i \\right\\|_g,\n \\]\n where \\( \\delta D_i^{\\text{response}} \\) is the change in drift induced by the coupling in response to the perturbation.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_autopoiesis", "definition:bk3_symbolic_metabolism", "definition:bk6_symbolic_recombination", "lemma:bk3_symbiotic_stability_conditions", "proof:bk3_sketch_field_perturbation", "proof:bk3_sketch_necessity_for_continuous_operation", "proof:bk3_sketch_perturbation_dissiptation", "proof:bk3_symbolic_coupling_properties_enumerated", "theorem:bk3_criteria_persistent_symbolic_life", "theorem:bk3_properties_of_symbiotic_curvature", "theorem:bk9_irreversibility_of_covenant_breach_without_grace" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "i(x) \\rho_j(y)} \\, d\\mu_g(x) d\\mu_g(y) > 0, \\] where \\( \\rho_{ij} \\) is the joint probability density (cf. Def.~\\ref{definition:bk2__symbolic_probability_density}). (The measure $d\\mu_g$ is from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\item \\textbf{Drift compensati" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "t probability density (cf. Def.~\\ref{definition:bk2__symbolic_probability_density}). (The measure $d\\mu_g$ is from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\item \\textbf{Drift compensation:} For perturbations \\( \\delta D_i \\) to the drift field of \\( \\mathcal{M}_i \\)," }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "c Symbiosis] \\label{definition:bk3_symbolic_symbiosis} Two symbolic membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$ (Def.~\\ref{definition:bk3_symbolic_membrane}) are in symbiosis if their coupling satisfies: \\begin{enumerate} \\item \\textbf{Mutual stability enhancement:}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK3-011" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.in_symbiosis_of_conditions", "Book3.symbiosis_drift_perturbation_ne_zero" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "All three named clauses (mutual stability enhancement, information transfer positivity, drift compensation) kept as explicit hypothesis fields; a genuine corollary (perturbation must be nonzero under compensation) is derived." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "lemma:bk3_symbiotic_stability_conditions", "type": "lemma", "label": "lemma:bk3_symbiotic_stability_conditions", "name": "Symbiotic Stability Conditions", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 157, "latex_body": "\\begin{lemma}[Symbiotic Stability Conditions] \\label{lemma:bk3_symbiotic_stability_conditions}\nSymbiotic coupling (Def.~\\ref{definition:bk3_symbolic_symbiosis}) enhances stability when the coupling strength $\\lambda_{ij}$ and response parameters $\\eta_i, \\eta_j$ (from Def.~\\ref{definition:bk3_induced_coupling_energy} and Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}) satisfy:\n\\[\n\\lambda_{ij} > \\max\\left\\{\\frac{\\delta_i^2}{4\\eta_i \\int_{\\mathcal{M}_j} \\rho_j(y)\\|\\nabla_x \\Phi_{ij}(x,y)\\|_g^2 d\\mu_g(y)}, \\frac{\\delta_j^2}{4\\eta_j \\int_{\\mathcal{M}_i} \\rho_i(x)\\|\\nabla_y \\Phi_{ij}(x,y)\\|_g^2 d\\mu_g(x)}\\right\\}\n\\]\nwhere $\\delta_i, \\delta_j$ are the maximum internal drift perturbations in the respective membranes (Def.~\\ref{definition:bk3_symbolic_membrane}). (Probabilities $\\rho_i, \\rho_j$ are from Def.~\\ref{definition:bk2__symbolic_probability_density}, measure $d\\mu_g$ from Def.~\\ref{definition:bk2_symbolic_probability_spa}, coupling map $\\Phi_{ij}$ from Def.~\\ref{definition:bk3_coupling_map}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis", "theorem:bk3_couplinginduced_drift_modification" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis", "theorem:bk3_couplinginduced_drift_modification" ], "cited_by": [ "proof:bk3_coupling_vs_perturbation_stability", "proof:bk3_sketch_perturbation_dissiptation" ], "proof_labels": [ "proof:bk3_coupling_vs_perturbation_stability" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "n the respective membranes (Def.~\\ref{definition:bk3_symbolic_membrane}). (Probabilities $\\rho_i, \\rho_j$ are from Def.~\\ref{definition:bk2__symbolic_probability_density}, measure $d\\mu_g$ from Def.~\\ref{definition:bk2_symbolic_probability_spa}, coupling map $\\Phi_{ij}$ from Def.~\\ref{defi" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "abilities $\\rho_i, \\rho_j$ are from Def.~\\ref{definition:bk2__symbolic_probability_density}, measure $d\\mu_g$ from Def.~\\ref{definition:bk2_symbolic_probability_spa}, coupling map $\\Phi_{ij}$ from Def.~\\ref{definition:bk3_coupling_map}). \\end{lemma}" }, { "label": "definition:bk3_coupling_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 85, "logical_support": true, "context": "_density}, measure $d\\mu_g$ from Def.~\\ref{definition:bk2_symbolic_probability_spa}, coupling map $\\Phi_{ij}$ from Def.~\\ref{definition:bk3_coupling_map}). \\end{lemma}" }, { "label": "definition:bk3_induced_coupling_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 95, "logical_support": true, "context": "osis}) enhances stability when the coupling strength $\\lambda_{ij}$ and response parameters $\\eta_i, \\eta_j$ (from Def.~\\ref{definition:bk3_induced_coupling_energy} and Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}) satisfy: \\[ \\lambda_{ij} > \\max\\left\\{\\frac{\\delta_i^2}{" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": ")}\\right\\} \\] where $\\delta_i, \\delta_j$ are the maximum internal drift perturbations in the respective membranes (Def.~\\ref{definition:bk3_symbolic_membrane}). (Probabilities $\\rho_i, \\rho_j$ are from Def.~\\ref{definition:bk2__symbolic_probability_density}, measure $d\\mu_g$ fr" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "\\begin{lemma}[Symbiotic Stability Conditions] \\label{lemma:bk3_symbiotic_stability_conditions} Symbiotic coupling (Def.~\\ref{definition:bk3_symbolic_symbiosis}) enhances stability when the coupling strength $\\lambda_{ij}$ and response parameters $\\eta_i, \\eta_j$ (from Def.~\\ref{" }, { "label": "theorem:bk3_couplinginduced_drift_modification", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 104, "logical_support": true, "context": "\\lambda_{ij}$ and response parameters $\\eta_i, \\eta_j$ (from Def.~\\ref{definition:bk3_induced_coupling_energy} and Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}) satisfy: \\[ \\lambda_{ij} > \\max\\left\\{\\frac{\\delta_i^2}{4\\eta_i \\int_{\\mathcal{M}_j} \\rho_j(y)\\|\\nabla_x \\Phi_{ij}(x,y" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis", "theorem:bk3_couplinginduced_drift_modification" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-012" ], "statuses": [ "exact" ], "witnesses": [ "Book3.symbiotic_threshold_clears_i", "Book3.symbiotic_threshold_clears_j" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "The max-of-two-bounds threshold algebra is fully proved: lambda above the max clears each side of the enhancement inequality delta^2 < 4*eta*infoGrad*lambda." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_coupling_vs_perturbation_stability", "type": "proof", "label": "proof:bk3_coupling_vs_perturbation_stability", "name": "Coupling-Induced Drift Must Outweigh Internal Perturbations", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 165, "latex_body": "\\begin{proof}[Coupling-Induced Drift Must Outweigh Internal Perturbations]\n\\label{proof:bk3_coupling_vs_perturbation_stability}\n\\leavevmode\n\nFor stability enhancement, the coupling-induced drift modification must counteract potential internal perturbations.\nThe condition in Lem.~\\ref{lemma:bk3_symbiotic_stability_conditions} ensures that expected restoring force from coupling exceeds the maximum destabilizing force from $\\delta_i$ and $\\delta_j$.\nThe factor of 4 comes from worst-case alignment between perturbation and gradient directions.\nThe integrals represent average coupling sensitivity, weighted by probability distributions.\n\\end{proof}", "macros_used": [], "refs": [ "lemma:bk3_symbiotic_stability_conditions" ], "proves": "lemma:bk3_symbiotic_stability_conditions", "cites": [ "lemma:bk3_symbiotic_stability_conditions" ], "cited_by": [], "ref_roles": [ { "label": "lemma:bk3_symbiotic_stability_conditions", "role": "proof_support", "target_type": "lemma", "target_file": "book3.tex", "target_line": 157, "logical_support": true, "context": "cement, the coupling-induced drift modification must counteract potential internal perturbations. The condition in Lem.~\\ref{lemma:bk3_symbiotic_stability_conditions} ensures that expected restoring force from coupling exceeds the maximum destabilizing force from $\\delta_i$ and $\\delta" } ], "depends_on": [ "lemma:bk3_symbiotic_stability_conditions" ], "role": "proof" }, { "id": "scholium:bk3_hypotheses_as_cognitive_membranes", "type": "scholium", "label": "scholium:bk3_hypotheses_as_cognitive_membranes", "name": "Hypotheses as Cognitive Membranes", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 175, "latex_body": "\\begin{scholium}[Hypotheses as Cognitive Membranes] \\label{scholium:bk3_hypotheses_as_cognitive_membranes}\nIn the symbiotic framing, hypotheses no longer serve as fixed conjectures or static predictions (cf.~Definition~\\ref{definition:bk1_symbolic_hypothesis}). Instead, they behave as \\emph{semi-permeable cognitive membranes}—interfaces between symbolic subsystems that mediate flows of drift and reflection (cf.~Definition~\\ref{definition:bk1_drift_field}, Proposition~\\ref{proposition:bk1_observer_relative_bounded_approximation}).\nJust as biological membranes allow selective exchange, symbolic hypotheses regulate which transformations are permitted, reinforced, or resisted. Each hypothesis \\(\\mathcal{H}_\\Obs\\) thus becomes a site of \\emph{selective resonance}, structured by the observer’s internal metrics (cf.~Definition~\\ref{definition:bk1_bounded_observer}) and bounded by its epistemic curvature (cf.~Scholium~\\ref{scholium:bk1_hypotheses_as_submanifolds}).\nThis reframes cognition not as isolated modeling, but as relational attunement—where hypotheses evolve through interaction with symbolic environments and co-adaptive membranes. Reflexive updates to hypotheses correspond to metabolic exchanges across symbolic membranes, driven by free-energy gradients (cf.~Definition~\\ref{definition:bk2_symbolic_free_energy}) and stabilized through drift-reflection dynamics (cf.~Theorem~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}, Lemma~\\ref{lemma:bk1_local_stability_analysis}).\\end{scholium}", "macros_used": [ "Obs" ], "refs": [ "definition:bk1_bounded_observer", "definition:bk1_drift_field", "definition:bk1_symbolic_hypothesis", "definition:bk2_symbolic_free_energy", "lemma:bk1_local_stability_analysis", "proposition:bk1_observer_relative_bounded_approximation", "scholium:bk1_hypotheses_as_submanifolds", "theorem:bk1_fundamental_relation_fokker_plank_equation" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk1_drift_field", "definition:bk1_symbolic_hypothesis", "definition:bk2_symbolic_free_energy", "lemma:bk1_local_stability_analysis", "proposition:bk1_observer_relative_bounded_approximation", "scholium:bk1_hypotheses_as_submanifolds", "theorem:bk1_fundamental_relation_fokker_plank_equation" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "\\Obs\\) thus becomes a site of \\emph{selective resonance}, structured by the observer’s internal metrics (cf.~Definition~\\ref{definition:bk1_bounded_observer}) and bounded by its epistemic curvature (cf.~Scholium~\\ref{scholium:bk1_hypotheses_as_submanifolds}). This reframes cog" }, { "label": "definition:bk1_drift_field", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "cognitive membranes}—interfaces between symbolic subsystems that mediate flows of drift and reflection (cf.~Definition~\\ref{definition:bk1_drift_field}, Proposition~\\ref{proposition:bk1_observer_relative_bounded_approximation}). Just as biological membranes allow selecti" }, { "label": "definition:bk1_symbolic_hypothesis", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1257, "logical_support": true, "context": "branes} In the symbiotic framing, hypotheses no longer serve as fixed conjectures or static predictions (cf.~Definition~\\ref{definition:bk1_symbolic_hypothesis}). Instead, they behave as \\emph{semi-permeable cognitive membranes}—interfaces between symbolic subsystems that mediate" }, { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "hypotheses correspond to metabolic exchanges across symbolic membranes, driven by free-energy gradients (cf.~Definition~\\ref{definition:bk2_symbolic_free_energy}) and stabilized through drift-reflection dynamics (cf.~Theorem~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equat" }, { "label": "lemma:bk1_local_stability_analysis", "role": "cf_near_match", "target_type": "lemma", "target_file": "scholium_symbolicum.tex", "target_line": 3707, "logical_support": true, "context": "ized through drift-reflection dynamics (cf.~Theorem~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}, Lemma~\\ref{lemma:bk1_local_stability_analysis}).\\end{scholium}" }, { "label": "proposition:bk1_observer_relative_bounded_approximation", "role": "cf_near_match", "target_type": "proposition", "target_file": "scholium_symbolicum.tex", "target_line": 155, "logical_support": true, "context": "lic subsystems that mediate flows of drift and reflection (cf.~Definition~\\ref{definition:bk1_drift_field}, Proposition~\\ref{proposition:bk1_observer_relative_bounded_approximation}). Just as biological membranes allow selective exchange, symbolic hypotheses regulate which transformations are permitt" }, { "label": "scholium:bk1_hypotheses_as_submanifolds", "role": "cf_near_match", "target_type": "scholium", "target_file": "scholium_symbolicum.tex", "target_line": 1253, "logical_support": true, "context": "nal metrics (cf.~Definition~\\ref{definition:bk1_bounded_observer}) and bounded by its epistemic curvature (cf.~Scholium~\\ref{scholium:bk1_hypotheses_as_submanifolds}). This reframes cognition not as isolated modeling, but as relational attunement—where hypotheses evolve through intera" }, { "label": "theorem:bk1_fundamental_relation_fokker_plank_equation", "role": "cf_near_match", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 3098, "logical_support": true, "context": "cf.~Definition~\\ref{definition:bk2_symbolic_free_energy}) and stabilized through drift-reflection dynamics (cf.~Theorem~\\ref{theorem:bk1_fundamental_relation_fokker_plank_equation}, Lemma~\\ref{lemma:bk1_local_stability_analysis}).\\end{scholium}" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk1_drift_field", "definition:bk1_symbolic_hypothesis", "definition:bk2_symbolic_free_energy", "lemma:bk1_local_stability_analysis", "proposition:bk1_observer_relative_bounded_approximation", "scholium:bk1_hypotheses_as_submanifolds", "theorem:bk1_fundamental_relation_fokker_plank_equation" ], "role": "scholium" }, { "id": "section:book3.tex:180", "type": "section", "subtype": "subsection", "label": "", "name": "Reflexive Encoding", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 180, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_reflexive_encoding", "type": "definition", "label": "definition:bk3_reflexive_encoding", "name": "Reflexive Encoding", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 183, "latex_body": "\\begin{definition}[Reflexive Encoding] \\label{definition:bk3_reflexive_encoding}\nA reflexive encoding for a symbolic membrane $\\mathcal{M}_i$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is a smooth map $E_i: \\mathcal{M}_i \\rightarrow \\mathcal{M}_j$ to another membrane $\\mathcal{M}_j$ satisfying:\n\\begin{enumerate}\n \\item Bounded distortion: $d_g(E_j \\circ E_i(x), x) \\leq \\epsilon_{ij}$ for all $x \\in \\mathcal{M}_i$ and some bound $\\epsilon_{ij} > 0$, where $d_g$ is the distance induced by the symbolic metric $g$.\n \\item Stability preservation: $S_i(x) \\approx S_j(E_i(x))$ up to a scaling factor, meaning that stable regions map to stable regions.\n \\item Information preservation: The map preserves a significant portion of the information content, quantified by the conditional entropy $H(\\mathcal{M}_i | E_i(\\mathcal{M}_i)) < H(\\mathcal{M}_i) - \\kappa_i$ for some threshold $\\kappa_i > 0$ (cf. Def.~\\ref{definition:bk2_symbolic_entropy}).\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_entropy", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk2_symbolic_entropy", "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk3_conceptual_bridge", "definition:bk3_symbolic_autopoiesis", "definition:bk4_recursive_identity_encod", "lemma:bk3_reflexive_encodings_generate_conceptual_bridges", "proof:bk3_reflexive_encoding_preserves_structure", "proof:bk3_triangle_inequality_encoding_bound", "theorem:bk3_cyclic_reflexive_encodings" ], "ref_roles": [ { "label": "definition:bk2_symbolic_entropy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "tropy $H(\\mathcal{M}_i | E_i(\\mathcal{M}_i)) < H(\\mathcal{M}_i) - \\kappa_i$ for some threshold $\\kappa_i > 0$ (cf. Def.~\\ref{definition:bk2_symbolic_entropy}). \\end{enumerate} \\end{definition}" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "Encoding] \\label{definition:bk3_reflexive_encoding} A reflexive encoding for a symbolic membrane $\\mathcal{M}_i$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is a smooth map $E_i: \\mathcal{M}_i \\rightarrow \\mathcal{M}_j$ to another membrane $\\mathcal{M}_j$ satisfying: \\begin{" } ], "depends_on": [ "definition:bk2_symbolic_entropy", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK3-013" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book3.reflexive_encoding_information_strictly_preserved" ], "countermodels": [], "conditions": [], "notes": [ "Bounded round-trip distortion and the information-preservation inequality (conditionalEntropy < totalEntropy - kappa) are modeled; the approximate-equality 'stability preservation up to scaling' clause is not formalized." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk3_cyclic_reflexive_encodings", "type": "theorem", "label": "theorem:bk3_cyclic_reflexive_encodings", "name": "Cyclic Reflexive Encodings", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 193, "latex_body": "\\begin{theorem}[Cyclic Reflexive Encodings] \\label{theorem:bk3_cyclic_reflexive_encodings}\nFor a cycle of reflexive encodings $E_i: \\mathcal{M}_i \\rightarrow \\mathcal{M}_{i+1}$ for $i = 1,2,...,n$ with $\\mathcal{M}_{n+1} = \\mathcal{M}_1$ (Def.~\\ref{definition:bk3_symbolic_membrane}), the composition $E = E_n \\circ E_{n-1} \\circ \\cdots \\circ E_1$ satisfies:\n\\[\nd_g(E(x), x) \\leq \\sum_{i=1}^{n} \\epsilon_{i,i+1}\n\\]\nfor all $x \\in \\mathcal{M}_1$, where $\\epsilon_{i,i+1}$ is the distortion bound for encoding $E_i$ (from Def.~\\ref{definition:bk3_reflexive_encoding}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "cited_by": [], "proof_labels": [ "proof:bk3_triangle_inequality_encoding_bound" ], "ref_roles": [ { "label": "definition:bk3_reflexive_encoding", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 183, "logical_support": true, "context": "i,i+1} \\] for all $x \\in \\mathcal{M}_1$, where $\\epsilon_{i,i+1}$ is the distortion bound for encoding $E_i$ (from Def.~\\ref{definition:bk3_reflexive_encoding}). \\end{theorem}" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "s $E_i: \\mathcal{M}_i \\rightarrow \\mathcal{M}_{i+1}$ for $i = 1,2,...,n$ with $\\mathcal{M}_{n+1} = \\mathcal{M}_1$ (Def.~\\ref{definition:bk3_symbolic_membrane}), the composition $E = E_n \\circ E_{n-1} \\circ \\cdots \\circ E_1$ satisfies: \\[ d_g(E(x), x) \\leq \\sum_{i=1}^{n} \\epsilo" } ], "depends_on": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-014" ], "statuses": [ "exact" ], "witnesses": [ "Book3.cyclic_distortion_bound" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Telescoping triangle-inequality bound on a chain of n composed maps in a PseudoMetricSpace, proved by induction. Directly instantiates the cyclic case since the theorem is agnostic to whether the chain closes into a loop." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_triangle_inequality_encoding_bound", "type": "proof", "label": "proof:bk3_triangle_inequality_encoding_bound", "name": "Triangle Inequality Bounds Reflexive Encoding Drift", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 201, "latex_body": "\\begin{proof}[Triangle Inequality Bounds Reflexive Encoding Drift]\n\\label{proof:bk3_triangle_inequality_encoding_bound}\n\\leavevmode\n\nUsing the triangle inequality for the metric $d_g$:\n\\begin{align*}\nd_g(E(x), x) &= d_g(E_n \\circ \\cdots \\circ E_1(x), x) \\\\\n&\\leq d_g(E_n \\circ \\cdots \\circ E_1(x), E_{n-1} \\circ \\cdots \\circ E_1(x)) \\\\\n&\\quad + d_g(E_{n-1} \\circ \\cdots \\circ E_1(x), E_{n-2} \\circ \\cdots \\circ E_1(x)) \\\\\n&\\quad + \\cdots + d_g(E_1(x), x)\n\\end{align*}\nSetting $x_0 = x$ and $x_k = E_k(x_{k-1})$ for $k = 1, \\ldots, n$, so that $E(x) = x_n$, each consecutive pair satisfies $d_g(x_k, x_{k-1}) \\leq \\epsilon_{k-1, k}$ by the distortion bound of Def.~\\ref{definition:bk3_reflexive_encoding}. Substituting into the triangle inequality expansion above:\n\\[\nd_g(E(x), x) \\leq \\sum_{k=1}^{n} d_g(x_k, x_{k-1}) \\leq \\sum_{i=1}^{n} \\epsilon_{i,i+1}\n\\]\nThus compositions of reflexive encodings maintain bounded total distortion, allowing information to circulate through networks of symbolic membranes while preserving essential structure.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk3_reflexive_encoding" ], "proves": "theorem:bk3_cyclic_reflexive_encodings", "cites": [ "definition:bk3_reflexive_encoding" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_reflexive_encoding", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 183, "logical_support": true, "context": "E(x) = x_n$, each consecutive pair satisfies $d_g(x_k, x_{k-1}) \\leq \\epsilon_{k-1, k}$ by the distortion bound of Def.~\\ref{definition:bk3_reflexive_encoding}. Substituting into the triangle inequality expansion above: \\[ d_g(E(x), x) \\leq \\sum_{k=1}^{n} d_g(x_k, x_{k-1}) \\leq" } ], "depends_on": [ "definition:bk3_reflexive_encoding" ], "role": "proof" }, { "id": "definition:bk3_conceptual_bridge", "type": "definition", "label": "definition:bk3_conceptual_bridge", "name": "Conceptual Bridge", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 219, "latex_body": "\\begin{definition}[Conceptual Bridge] \\label{definition:bk3_conceptual_bridge}\nA conceptual bridge between symbolic domains $\\mathcal{D}_1$ and $\\mathcal{D}_2$ (which can be symbolic membranes, cf. Def.~\\ref{definition:bk3_symbolic_membrane}) is a pair of maps $(f_{12}, f_{21})$ where $f_{12}: \\mathcal{D}_1 \\rightarrow \\mathcal{D}_2$ and $f_{21}: \\mathcal{D}_2 \\rightarrow \\mathcal{D}_1$ satisfy:\n\\begin{enumerate}\n \\item Approximate invertibility: $f_{21} \\circ f_{12}$ and $f_{12} \\circ f_{21}$ are approximately identity maps on their respective domains, with bounded distortion (related to Def.~\\ref{definition:bk3_reflexive_encoding}).\n \\item Structure preservation: The maps preserve key structural relations within each domain.\n \\item Semantic consistency: The meanings or interpretations associated with mapped elements remain coherent across domains.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk3_conceptual_bridge_sequence", "definition:bk3_symbolic_autopoiesis", "definition:bk3_symbolic_metabolism", "definition:bk3_symbolic_network", "lemma:bk3_reflexive_encodings_generate_conceptual_bridges" ], "ref_roles": [ { "label": "definition:bk3_reflexive_encoding", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 183, "logical_support": true, "context": "12} \\circ f_{21}$ are approximately identity maps on their respective domains, with bounded distortion (related to Def.~\\ref{definition:bk3_reflexive_encoding}). \\item Structure preservation: The maps preserve key structural relations within each domain. \\item Semantic c" }, { "label": "definition:bk3_symbolic_membrane", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "nceptual bridge between symbolic domains $\\mathcal{D}_1$ and $\\mathcal{D}_2$ (which can be symbolic membranes, cf. Def.~\\ref{definition:bk3_symbolic_membrane}) is a pair of maps $(f_{12}, f_{21})$ where $f_{12}: \\mathcal{D}_1 \\rightarrow \\mathcal{D}_2$ and $f_{21}: \\mathcal{D}_" } ], "depends_on": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional" }, { "id": "lemma:bk3_reflexive_encodings_generate_conceptual_bridges", "type": "lemma", "label": "lemma:bk3_reflexive_encodings_generate_conceptual_bridges", "name": "Reflexive Encodings Generate Conceptual Bridges", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 229, "latex_body": "\\begin{lemma}[Reflexive Encodings Generate Conceptual Bridges] \\label{lemma:bk3_reflexive_encodings_generate_conceptual_bridges}\nGiven reflexive encodings $E_i: \\mathcal{M}_i \\rightarrow \\mathcal{M}_j$ and $E_j: \\mathcal{M}_j \\rightarrow \\mathcal{M}_i$ between symbolic membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$ (Def.~\\ref{definition:bk3_symbolic_membrane}, Def.~\\ref{definition:bk3_reflexive_encoding}), the pair $(E_i, E_j)$ forms a conceptual bridge (Def.~\\ref{definition:bk3_conceptual_bridge}) between the symbolic domains represented by these membranes.\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk3_conceptual_bridge", "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_conceptual_bridge", "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "cited_by": [ "proof:bk3_reflexive_encoding_preserves_structure" ], "proof_labels": [ "proof:bk3_reflexive_encoding_preserves_structure" ], "ref_roles": [ { "label": "definition:bk3_conceptual_bridge", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 219, "logical_support": true, "context": "ymbolic_membrane}, Def.~\\ref{definition:bk3_reflexive_encoding}), the pair $(E_i, E_j)$ forms a conceptual bridge (Def.~\\ref{definition:bk3_conceptual_bridge}) between the symbolic domains represented by these membranes. \\end{lemma}" }, { "label": "definition:bk3_reflexive_encoding", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 183, "logical_support": true, "context": "M}_i$ between symbolic membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$ (Def.~\\ref{definition:bk3_symbolic_membrane}, Def.~\\ref{definition:bk3_reflexive_encoding}), the pair $(E_i, E_j)$ forms a conceptual bridge (Def.~\\ref{definition:bk3_conceptual_bridge}) between the symbolic do" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "and $E_j: \\mathcal{M}_j \\rightarrow \\mathcal{M}_i$ between symbolic membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$ (Def.~\\ref{definition:bk3_symbolic_membrane}, Def.~\\ref{definition:bk3_reflexive_encoding}), the pair $(E_i, E_j)$ forms a conceptual bridge (Def.~\\ref{definition:b" } ], "depends_on": [ "definition:bk3_conceptual_bridge", "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-016" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.reflexive_pair_generates_bridge" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Shows that reflexive-encoding-style round-trip bounds are literally sufficient data to construct a BoundedRoundTrip; existence-style construction rather than a deep theorem." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_reflexive_encoding_preserves_structure", "type": "proof", "label": "proof:bk3_reflexive_encoding_preserves_structure", "name": "Symbolic Reflexive Encoding Preserves Semantic Structure", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 233, "latex_body": "\\begin{proof}[Symbolic Reflexive Encoding Preserves Semantic Structure]\n\\label{proof:bk3_reflexive_encoding_preserves_structure}\n\\leavevmode\n\nBounded distortion (Def.~\\ref{definition:bk3_reflexive_encoding}) gives\napproximate invertibility:\n$d_g(E_j \\circ E_i(x), x) \\leq \\epsilon_{ij}$ and\n$d_g(E_i \\circ E_j(y), y) \\leq \\epsilon_{ji}$.\nStability preservation keeps structural relations intact, since stable\nconfigurations in one membrane map to stable configurations in the other.\nInformation preservation keeps semantic consistency across the mapping.\nTherefore reflexive encodings generate conceptual bridges\n(Lem.~\\ref{lemma:bk3_reflexive_encodings_generate_conceptual_bridges}) that\nsupport coherent transfer of symbolic structure between membranes.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk3_reflexive_encoding", "lemma:bk3_reflexive_encodings_generate_conceptual_bridges" ], "proves": "lemma:bk3_reflexive_encodings_generate_conceptual_bridges", "cites": [ "definition:bk3_reflexive_encoding", "lemma:bk3_reflexive_encodings_generate_conceptual_bridges" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_reflexive_encoding", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 183, "logical_support": true, "context": "rves Semantic Structure] \\label{proof:bk3_reflexive_encoding_preserves_structure} \\leavevmode Bounded distortion (Def.~\\ref{definition:bk3_reflexive_encoding}) gives approximate invertibility: $d_g(E_j \\circ E_i(x), x) \\leq \\epsilon_{ij}$ and $d_g(E_i \\circ E_j(y), y) \\leq \\eps" }, { "label": "lemma:bk3_reflexive_encodings_generate_conceptual_bridges", "role": "proof_support", "target_type": "lemma", "target_file": "book3.tex", "target_line": 229, "logical_support": true, "context": "ervation keeps semantic consistency across the mapping. Therefore reflexive encodings generate conceptual bridges (Lem.~\\ref{lemma:bk3_reflexive_encodings_generate_conceptual_bridges}) that support coherent transfer of symbolic structure between membranes. \\end{proof}" } ], "depends_on": [ "definition:bk3_reflexive_encoding", "lemma:bk3_reflexive_encodings_generate_conceptual_bridges" ], "role": "proof" }, { "id": "subsec:bk3_symbiotic_curvature_system_properties", "type": "section", "subtype": "subsection", "label": "subsec:bk3_symbiotic_curvature_system_properties", "name": "Symbiotic Curvature and System Properties", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 249, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_symbiotic_curvature", "type": "definition", "label": "definition:bk3_symbiotic_curvature", "name": "Symbiotic Curvature", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 252, "latex_body": "\\begin{definition}[Symbiotic Curvature] \\label{definition:bk3_symbiotic_curvature}\nFor a system of coupled symbolic membranes $\\{\\mathcal{M}_i\\}_{i=1}^n$ (Def.~\\ref{definition:bk3_symbolic_membrane}) with coupling maps $\\{\\Phi_{ij}\\}$ (Def.~\\ref{definition:bk3_coupling_map}) and symbiotic relations (Def.~\\ref{definition:bk3_symbolic_symbiosis}), the symbiotic curvature $\\kappa_{\\text{symb}}$ is defined as:\n\\[\n\\kappa_{\\text{symb}}(\\{\\mathcal{M}_i\\}) = \\frac{1}{n}\\sum_{i=1}^n \\frac{S_i^{\\text{coupled}}}{S_i^{\\text{isolated}}} \\cdot \\left(1 + \\gamma \\sum_{j \\neq i} I(\\mathcal{M}_i; \\mathcal{M}_j)\\right)\n\\]\nwhere $S_i^{\\text{coupled}}$ and $S_i^{\\text{isolated}}$ are the stability measures of membrane $i$ in coupled and isolated states respectively, $I(\\mathcal{M}_i; \\mathcal{M}_j)$ is the mutual information between membranes, and $\\gamma > 0$ is a scaling parameter.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_coupling_map", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis" ], "cites": [ "definition:bk3_coupling_map", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis" ], "cited_by": [ "lemma:bk4_fragmentation_cascade", "proof:bk3_sketch_necessity_for_continuous_operation", "proof:bk3_sketch_perturbation_dissiptation", "proof:bk3_symbolic_coupling_properties_enumerated", "proof:bk4_sketch_cross_field_product", "proof:bk4_symbolic_curvature_boundary", "proof:bk4_symbolic_curvature_fragmentation", "scholium:bk4_o_boundedness_unifying_principle", "theorem:bk3_criteria_persistent_symbolic_life", "theorem:bk3_properties_of_symbiotic_curvature", "theorem:bk3_symbiotic_curvature_and_resilience", "theorem:bk4_formation_differentiation_boundaries", "theorem:bk4_fuzzy_sum_rule" ], "ref_roles": [ { "label": "definition:bk3_coupling_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 85, "logical_support": true, "context": "anes $\\{\\mathcal{M}_i\\}_{i=1}^n$ (Def.~\\ref{definition:bk3_symbolic_membrane}) with coupling maps $\\{\\Phi_{ij}\\}$ (Def.~\\ref{definition:bk3_coupling_map}) and symbiotic relations (Def.~\\ref{definition:bk3_symbolic_symbiosis}), the symbiotic curvature $\\kappa_{\\text{symb}}$" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "\\label{definition:bk3_symbiotic_curvature} For a system of coupled symbolic membranes $\\{\\mathcal{M}_i\\}_{i=1}^n$ (Def.~\\ref{definition:bk3_symbolic_membrane}) with coupling maps $\\{\\Phi_{ij}\\}$ (Def.~\\ref{definition:bk3_coupling_map}) and symbiotic relations (Def.~\\ref{definit" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "ic_membrane}) with coupling maps $\\{\\Phi_{ij}\\}$ (Def.~\\ref{definition:bk3_coupling_map}) and symbiotic relations (Def.~\\ref{definition:bk3_symbolic_symbiosis}), the symbiotic curvature $\\kappa_{\\text{symb}}$ is defined as: \\[ \\kappa_{\\text{symb}}(\\{\\mathcal{M}_i\\}) = \\frac{1}{n" } ], "depends_on": [ "definition:bk3_coupling_map", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk3_properties_of_symbiotic_curvature", "type": "theorem", "label": "theorem:bk3_properties_of_symbiotic_curvature", "name": "Properties of Symbiotic Curvature", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 261, "latex_body": "\\begin{theorem}[Properties of Symbiotic Curvature] \\label{theorem:bk3_properties_of_symbiotic_curvature}\nThe symbiotic curvature $\\kappa_{\\text{symb}}$ (Def.~\\ref{definition:bk3_symbiotic_curvature}) satisfies:\n\\begin{enumerate}\n \\item Positivity: $\\kappa_{\\text{symb}}(\\{\\mathcal{M}_i\\}) > 0$ for any non-empty set of membranes.\n \\item Symbiotic enhancement: If all pairs of membranes are in symbiosis (Definition~\\ref{definition:bk3_symbolic_symbiosis}), then $\\kappa_{\\text{symb}}(\\{\\mathcal{M}_i\\}) > 1$.\n \\item Monotonicity under information increase: If the mutual information $I(\\mathcal{M}_i; \\mathcal{M}_j)$ increases while stability ratios remain constant, $\\kappa_{\\text{symb}}$ increases.\n \\item Subadditivity: For disjoint sets of membranes $A$ and $B$ with no coupling between them, $\\kappa_{\\text{symb}}(A \\cup B) \\leq \\max(\\kappa_{\\text{symb}}(A), \\kappa_{\\text{symb}}(B))$.\n\\end{enumerate}\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis" ], "cites": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis" ], "cited_by": [ "proof:bk3_sketch_necessity_for_continuous_operation", "proof:bk3_symbolic_coupling_properties_enumerated", "proof:bk4_sketch_cross_field_product", "proof:bk4_sketch_symbolic_path_interference", "scholium:bk4_o_boundedness_unifying_principle", "theorem:bk3_criteria_persistent_symbolic_life" ], "proof_labels": [ "proof:bk3_symbolic_coupling_properties_enumerated" ], "ref_roles": [ { "label": "definition:bk3_symbiotic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 252, "logical_support": true, "context": "c Curvature] \\label{theorem:bk3_properties_of_symbiotic_curvature} The symbiotic curvature $\\kappa_{\\text{symb}}$ (Def.~\\ref{definition:bk3_symbiotic_curvature}) satisfies: \\begin{enumerate} \\item Positivity: $\\kappa_{\\text{symb}}(\\{\\mathcal{M}_i\\}) > 0$ for any non-empty set" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "any non-empty set of membranes. \\item Symbiotic enhancement: If all pairs of membranes are in symbiosis (Definition~\\ref{definition:bk3_symbolic_symbiosis}), then $\\kappa_{\\text{symb}}(\\{\\mathcal{M}_i\\}) > 1$. \\item Monotonicity under information increase: If the mutual" } ], "depends_on": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-018" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.symbioticCurvature_gt_one", "Book3.symbioticCurvature_mono_info", "Book3.symbioticCurvature_pos", "Book3.weighted_avg_le_max" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Positivity and symbiotic-enhancement (>1) are proved in full for the finite-n formula. Monotonicity is proved as a non-strict comparison across two info matrices. Subadditivity is only covered at the level of its abstract mediant/convex-combination core (weighted_avg_le_max); the full derivation from summing over two disjoint index sets is not carried out." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_symbolic_coupling_properties_enumerated", "type": "proof", "label": "proof:bk3_symbolic_coupling_properties_enumerated", "name": "Categorical Properties of Symbolic Coupling", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 271, "latex_body": "\\begin{proof}[Categorical Properties of Symbolic Coupling]\n\\label{proof:bk3_symbolic_coupling_properties_enumerated}\n\\leavevmode\n\n\\begin{enumerate}\n \\item Positivity follows from the positivity of stability measures ($S_i > 0$) and mutual information ($I \\geq 0$). Since $S_i^{\\text{coupled}} > 0$ and $S_i^{\\text{isolated}} > 0$, their ratio is positive. The term in parentheses is $1 + (\\text{non-negative terms}) \\geq 1$. The sum of positive terms divided by $n$ is positive.\n \\item By the definition of symbiosis (Definition~\\ref{definition:bk3_symbolic_symbiosis}), each $S_i^{\\text{coupled}} > S_i^{\\text{isolated}}$, so their ratio exceeds 1. The mutual information terms $I(\\mathcal{M}_i; \\mathcal{M}_j)$ are positive under symbiosis. Thus, the term $\\left(1 + \\gamma \\sum_{j \\neq i} I(\\mathcal{M}_i; \\mathcal{M}_j)\\right)$ is strictly greater than 1. The average of terms, each being a product of a number $>1$ and another number $>1$, will be greater than 1.\n \\item This follows directly from the definition (Def.~\\ref{definition:bk3_symbiotic_curvature}), as $\\kappa_{\\text{symb}}$ is an increasing function of the mutual information terms $I(\\mathcal{M}_i; \\mathcal{M}_j)$ when all else is held constant.\n \\item Without coupling between sets $A = \\{\\mathcal{M}_k\\}_{k \\in K_A}$ and $B = \\{\\mathcal{M}_l\\}_{l \\in K_B}$, the mutual information terms $I(\\mathcal{M}_k; \\mathcal{M}_l)$ are zero for $k \\in K_A, l \\in K_B$. Let $n_A = |A|$ and $n_B = |B|$, so $n = n_A + n_B$.\n \\[\n \\kappa_{\\text{symb}}(A \\cup B) = \\frac{1}{n_A+n_B} \\left( \\sum_{k \\in K_A} \\frac{S_k^{\\text{c}}}{S_k^{\\text{i}}} (1 + \\gamma \\sum_{k' \\in K_A, k' \\neq k} I_{kk'}) + \\sum_{l \\in K_B} \\frac{S_l^{\\text{c}}}{S_l^{\\text{i}}} (1 + \\gamma \\sum_{l' \\in K_B, l' \\neq l} I_{ll'}) \\right)\n \\]\n \\[\n = \\frac{1}{n_A+n_B} (n_A \\kappa_{\\text{symb}}(A) + n_B \\kappa_{\\text{symb}}(B))\n \\]\n This is a weighted average of $\\kappa_{\\text{symb}}(A)$ and $\\kappa_{\\text{symb}}(B)$, which is bounded above by the maximum of the two. (This supports Thm.~\\ref{theorem:bk3_properties_of_symbiotic_curvature}).\n\\end{enumerate}\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis", "theorem:bk3_properties_of_symbiotic_curvature" ], "proves": "theorem:bk3_properties_of_symbiotic_curvature", "cites": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis", "theorem:bk3_properties_of_symbiotic_curvature" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_symbiotic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 252, "logical_support": true, "context": "number $>1$ and another number $>1$, will be greater than 1. \\item This follows directly from the definition (Def.~\\ref{definition:bk3_symbiotic_curvature}), as $\\kappa_{\\text{symb}}$ is an increasing function of the mutual information terms $I(\\mathcal{M}_i; \\mathcal{M}_j)$" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "s}) \\geq 1$. The sum of positive terms divided by $n$ is positive. \\item By the definition of symbiosis (Definition~\\ref{definition:bk3_symbolic_symbiosis}), each $S_i^{\\text{coupled}} > S_i^{\\text{isolated}}$, so their ratio exceeds 1. The mutual information terms $I(\\mathc" }, { "label": "theorem:bk3_properties_of_symbiotic_curvature", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 261, "logical_support": true, "context": "_{\\text{symb}}(A)$ and $\\kappa_{\\text{symb}}(B)$, which is bounded above by the maximum of the two. (This supports Thm.~\\ref{theorem:bk3_properties_of_symbiotic_curvature}). \\end{enumerate} \\end{proof}" } ], "depends_on": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis", "theorem:bk3_properties_of_symbiotic_curvature" ], "role": "proof" }, { "id": "definition:bk3_perturbation_response_function", "type": "definition", "label": "definition:bk3_perturbation_response_function", "name": "Perturbation Response Function", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 290, "latex_body": "\\begin{definition}[Perturbation Response Function] \\label{definition:bk3_perturbation_response_function}\nFor a system of coupled symbolic membranes, the perturbation response function $R(\\delta, t)$ measures how the system's state deviation evolves over time $t$ after an initial perturbation of magnitude $\\delta$:\n\\[\nR(\\delta, t) = \\frac{\\|\\Delta S(t)\\|_g}{\\delta}\n\\]\nwhere $\\Delta S(t)$ is the state deviation at time $t$ after the initial perturbation (measured appropriately, e.g., in terms of probability density deviation). (This is key for Thm.~\\ref{theorem:bk3_symbiotic_curvature_and_resilience}).\n\\end{definition}", "macros_used": [], "refs": [ "theorem:bk3_symbiotic_curvature_and_resilience" ], "cites": [ "theorem:bk3_symbiotic_curvature_and_resilience" ], "cited_by": [ "proof:bk3_sketch_perturbation_dissiptation", "theorem:bk3_symbiotic_curvature_and_resilience" ], "forward_refs": [ "theorem:bk3_symbiotic_curvature_and_resilience" ], "forward_ref_roles": [ { "label": "theorem:bk3_symbiotic_curvature_and_resilience", "role": "teaser", "target_type": "theorem", "target_line": 299, "line_distance": 9, "context": "e initial perturbation (measured appropriately, e.g., in terms of probability density deviation). (This is key for Thm.~\\ref{theorem:bk3_symbiotic_curvature_and_resilience}). \\end{definition}" } ], "ref_roles": [ { "label": "theorem:bk3_symbiotic_curvature_and_resilience", "role": "forward_teaser", "target_type": "theorem", "target_file": "book3.tex", "target_line": 299, "logical_support": false, "context": "e initial perturbation (measured appropriately, e.g., in terms of probability density deviation). (This is key for Thm.~\\ref{theorem:bk3_symbiotic_curvature_and_resilience}). \\end{definition}" } ], "depends_on": [], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk3_symbiotic_curvature_and_resilience", "type": "theorem", "label": "theorem:bk3_symbiotic_curvature_and_resilience", "name": "Symbiotic Curvature and Resilience", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 299, "latex_body": "\\begin{theorem}[Symbiotic Curvature and Resilience] \\label{theorem:bk3_symbiotic_curvature_and_resilience}\nHigher symbiotic curvature (Def.~\\ref{definition:bk3_symbiotic_curvature}; cf.~\\ref{theorem:bk1_symbolic_emergence_and_curvature}, \\ref{corollary:bk1_non_euclidean_necessity}) correlates with enhanced resilience to perturbations (Def.~\\ref{definition:bk3_perturbation_response_function}) for coupled symbolic membranes (Def.~\\ref{definition:bk3_symbolic_membrane}):\n\\[\n\\lim_{t \\rightarrow \\infty} R(\\delta, t) \\leq \\frac{C}{\\kappa_{\\text{symb}}(\\{\\mathcal{M}_i\\})}\n\\]\nfor some constant $C > 0$ and sufficiently small perturbations $\\delta$.\n\\end{theorem}", "macros_used": [], "refs": [ "corollary:bk1_non_euclidean_necessity", "definition:bk3_perturbation_response_function", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_membrane", "theorem:bk1_symbolic_emergence_and_curvature" ], "cites": [ "corollary:bk1_non_euclidean_necessity", "definition:bk3_perturbation_response_function", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_membrane", "theorem:bk1_symbolic_emergence_and_curvature" ], "cited_by": [ "definition:bk3_perturbation_response_function", "remark:bk3_symbolic_membrane_remark", "remark:bk4_fuzzy", "scholium:bk4_symbolic_entanglement" ], "proof_labels": [ "proof:bk3_sketch_perturbation_dissiptation" ], "ref_roles": [ { "label": "corollary:bk1_non_euclidean_necessity", "role": "cf_near_match", "target_type": "corollary", "target_file": "scholium_symbolicum.tex", "target_line": 1686, "logical_support": true, "context": "iotic curvature (Def.~\\ref{definition:bk3_symbiotic_curvature}; cf.~\\ref{theorem:bk1_symbolic_emergence_and_curvature}, \\ref{corollary:bk1_non_euclidean_necessity}) correlates with enhanced resilience to perturbations (Def.~\\ref{definition:bk3_perturbation_response_function}) for co" }, { "label": "definition:bk3_perturbation_response_function", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 290, "logical_support": true, "context": "and_curvature}, \\ref{corollary:bk1_non_euclidean_necessity}) correlates with enhanced resilience to perturbations (Def.~\\ref{definition:bk3_perturbation_response_function}) for coupled symbolic membranes (Def.~\\ref{definition:bk3_symbolic_membrane}): \\[ \\lim_{t \\rightarrow \\infty} R(\\delta," }, { "label": "definition:bk3_symbiotic_curvature", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 252, "logical_support": true, "context": "iotic Curvature and Resilience] \\label{theorem:bk3_symbiotic_curvature_and_resilience} Higher symbiotic curvature (Def.~\\ref{definition:bk3_symbiotic_curvature}; cf.~\\ref{theorem:bk1_symbolic_emergence_and_curvature}, \\ref{corollary:bk1_non_euclidean_necessity}) correlates with e" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "lience to perturbations (Def.~\\ref{definition:bk3_perturbation_response_function}) for coupled symbolic membranes (Def.~\\ref{definition:bk3_symbolic_membrane}): \\[ \\lim_{t \\rightarrow \\infty} R(\\delta, t) \\leq \\frac{C}{\\kappa_{\\text{symb}}(\\{\\mathcal{M}_i\\})} \\] for some consta" }, { "label": "theorem:bk1_symbolic_emergence_and_curvature", "role": "cf_near_match", "target_type": "theorem", "target_file": "scholium_symbolicum.tex", "target_line": 2029, "logical_support": true, "context": ":bk3_symbiotic_curvature_and_resilience} Higher symbiotic curvature (Def.~\\ref{definition:bk3_symbiotic_curvature}; cf.~\\ref{theorem:bk1_symbolic_emergence_and_curvature}, \\ref{corollary:bk1_non_euclidean_necessity}) correlates with enhanced resilience to perturbations (Def.~\\ref{definitio" } ], "depends_on": [ "corollary:bk1_non_euclidean_necessity", "definition:bk3_perturbation_response_function", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis", "lemma:bk3_symbiotic_stability_conditions", "theorem:bk1_symbolic_emergence_and_curvature", "theorem:bk3_membrane_stability_criteria" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-020" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.resilience_bound_antitone" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Honest static kernel: the bound C/kappa_symb is antitone in kappa_symb for fixed C>0. The limiting behaviour of R(delta,t) as t->infinity is not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_sketch_perturbation_dissiptation", "type": "proof", "label": "proof:bk3_sketch_perturbation_dissiptation", "name": "Perturbation Dissipation via Lyapunov Argument", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 307, "latex_body": "\\begin{proof}[Perturbation Dissipation via Lyapunov Argument]\n\\label{proof:bk3_sketch_perturbation_dissiptation}\n\\leavevmode\n\n\\textbf{Lyapunov function.}\nDefine $V(t) = \\|\\Delta S(t)\\|_g^2$, where $\\Delta S(t)$ is the state\ndeviation after perturbation $\\delta$.\nCf.~Def.~\\ref{definition:bk3_perturbation_response_function}.\nSince $\\|\\cdot\\|_g$ is a Riemannian norm, $V \\geq 0$ with $V = 0$ if and only if $\\Delta S = 0$ (equilibrium).\n\n\\textbf{Region of attraction.}\nBy Thm.~\\ref{theorem:bk3_membrane_stability_criteria}, the membrane free energy\n$F_i(\\beta_i)$ is at a local minimum at equilibrium.\nLet $\\Omega_c = \\{\\Delta S \\mid V(\\Delta S) \\leq c\\}$ be a sublevel set contained\nin the basin of this local minimum; such $c > 0$ exists by continuity.\nThe condition ``sufficiently small perturbation $\\delta$'' in the theorem\nstatement means precisely $V(0) = \\delta^2 \\leq c$, i.e.\\ $\\delta \\leq \\sqrt{c}$.\n\n\\textbf{Rate bound.}\nWithin $\\Omega_c$, $\\kappa_{\\text{symb}}$ encodes two restorative mechanisms\n(Def.~\\ref{definition:bk3_symbiotic_curvature}):\n\\begin{enumerate}\n \\item $S_i^{\\text{coupled}}/S_i^{\\text{isolated}} > 1$ under symbiosis\n (Def.~\\ref{definition:bk3_symbolic_symbiosis}, condition 1) strengthens\n restorative drift forces proportionally to the excess stability ratio.\n \\item $I(\\mathcal{M}_i;\\mathcal{M}_j) > 0$ (condition 2) enables cross-membrane\n drift compensation (condition 3):\n $\\|\\delta D_i + \\delta D_i^{\\text{response}}\\|_g < \\|\\delta D_i\\|_g$,\n directly reducing $\\dot{V}$.\n\\end{enumerate}\nBy Lemma~\\ref{lemma:bk3_symbiotic_stability_conditions} and the coupling\nparameters $\\lambda_{ij}, \\eta_i$, both effects combine to give\n\\[\n \\dot{V}(t) \\leq -\\alpha\\,\\kappa_{\\text{symb}}\\,V(t), \\quad \\alpha > 0,\n\\]\nso $\\dot{V} < 0$ strictly for $V > 0$ (asymptotic stability).\n\n\\textbf{Convergence and bound.}\nSince $\\dot{V} \\leq 0$ within $\\Omega_c$ and the only invariant set where\n$\\dot{V} = 0$ is $\\{\\Delta S = 0\\}$, LaSalle's invariance principle implies\nall trajectories starting in $\\Omega_c$ converge to $\\Delta S = 0$.\nBy Gr\\\"{o}nwall's inequality the explicit rate gives\n$V(t) \\leq \\delta^2 e^{-\\alpha\\,\\kappa_{\\text{symb}}\\,t}$, hence:\n\\[\n\\lim_{t \\to \\infty} R(\\delta, t)\n\\;=\\; \\lim_{t \\to \\infty} \\frac{\\|\\Delta S(t)\\|_g}{\\delta}\n\\;\\leq\\; \\lim_{t \\to \\infty} e^{-(\\alpha/2)\\kappa_{\\text{symb}}\\,t} = 0\n\\;\\leq\\; \\frac{C}{\\kappa_{\\text{symb}}}\n\\]\nfor any $C > 0$, establishing the stated bound.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk3_perturbation_response_function", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis", "lemma:bk3_symbiotic_stability_conditions", "theorem:bk3_membrane_stability_criteria" ], "proves": "theorem:bk3_symbiotic_curvature_and_resilience", "cites": [ "definition:bk3_perturbation_response_function", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis", "lemma:bk3_symbiotic_stability_conditions", "theorem:bk3_membrane_stability_criteria" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_perturbation_response_function", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 290, "logical_support": true, "context": "} Define $V(t) = \\|\\Delta S(t)\\|_g^2$, where $\\Delta S(t)$ is the state deviation after perturbation $\\delta$. Cf.~Def.~\\ref{definition:bk3_perturbation_response_function}. Since $\\|\\cdot\\|_g$ is a Riemannian norm, $V \\geq 0$ with $V = 0$ if and only if $\\Delta S = 0$ (equilibrium). \\textb" }, { "label": "definition:bk3_symbiotic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 252, "logical_support": true, "context": "leq \\sqrt{c}$. \\textbf{Rate bound.} Within $\\Omega_c$, $\\kappa_{\\text{symb}}$ encodes two restorative mechanisms (Def.~\\ref{definition:bk3_symbiotic_curvature}): \\begin{enumerate} \\item $S_i^{\\text{coupled}}/S_i^{\\text{isolated}} > 1$ under symbiosis (Def.~\\ref{definitio" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "tic_curvature}): \\begin{enumerate} \\item $S_i^{\\text{coupled}}/S_i^{\\text{isolated}} > 1$ under symbiosis (Def.~\\ref{definition:bk3_symbolic_symbiosis}, condition 1) strengthens restorative drift forces proportionally to the excess stability ratio. \\item $I(\\math" }, { "label": "lemma:bk3_symbiotic_stability_conditions", "role": "proof_support", "target_type": "lemma", "target_file": "book3.tex", "target_line": 157, "logical_support": true, "context": "a D_i + \\delta D_i^{\\text{response}}\\|_g < \\|\\delta D_i\\|_g$, directly reducing $\\dot{V}$. \\end{enumerate} By Lemma~\\ref{lemma:bk3_symbiotic_stability_conditions} and the coupling parameters $\\lambda_{ij}, \\eta_i$, both effects combine to give \\[ \\dot{V}(t) \\leq -\\alpha\\,\\kappa" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "nian norm, $V \\geq 0$ with $V = 0$ if and only if $\\Delta S = 0$ (equilibrium). \\textbf{Region of attraction.} By Thm.~\\ref{theorem:bk3_membrane_stability_criteria}, the membrane free energy $F_i(\\beta_i)$ is at a local minimum at equilibrium. Let $\\Omega_c = \\{\\Delta S \\mid V(\\Delta" } ], "depends_on": [ "definition:bk3_perturbation_response_function", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_symbiosis", "lemma:bk3_symbiotic_stability_conditions", "theorem:bk3_membrane_stability_criteria" ], "role": "proof" }, { "id": "sec:bk3_symbolic_integration_differentiation", "type": "section", "subtype": "section", "label": "sec:bk3_symbolic_integration_differentiation", "name": "Symbolic Integration and Differentiation", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 359, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "section:book3.tex:361", "type": "section", "subtype": "subsection", "label": "", "name": "Symbolic Refinement Flows", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 361, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_symbolic_refinement", "type": "definition", "label": "definition:bk3_symbolic_refinement", "name": "Symbolic Refinement", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 364, "latex_body": "\\begin{definition}[Symbolic Refinement] \\label{definition:bk3_symbolic_refinement}\nSymbolic refinement is a continuous process on a symbolic membrane $\\mathcal{M}$ (Def.~\\ref{definition:bk3_symbolic_membrane}), parameterized by $r \\in [0, \\infty)$, that enhances the symbolic structure by:\n\\begin{enumerate}\n \\item Increasing internal differentiation (creating more distinct symbolic states).\n \\item Strengthening integration (enhancing relationships between symbolic states).\n\\end{enumerate}\n(This process is governed by the Refinement Vector Field, Def.~\\ref{definition:bk3_refinement_vector_field}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_refinement_vector_field", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_refinement_vector_field", "definition:bk3_symbolic_membrane" ], "cited_by": [ "axiom:bk8_curvature_transformation", "definition:bk3_refinement_vector_field", "definition:bk3_symbolic_knowledge_structure", "definition:bk8_refinement_objective", "theorem:bk3_evolution_of_symbolic_knowledge" ], "forward_refs": [ "definition:bk3_refinement_vector_field" ], "forward_ref_roles": [ { "label": "definition:bk3_refinement_vector_field", "role": "teaser", "target_type": "definition", "target_line": 374, "line_distance": 10, "context": "relationships between symbolic states). \\end{enumerate} (This process is governed by the Refinement Vector Field, Def.~\\ref{definition:bk3_refinement_vector_field}). \\end{definition}" } ], "ref_roles": [ { "label": "definition:bk3_refinement_vector_field", "role": "forward_teaser", "target_type": "definition", "target_file": "book3.tex", "target_line": 374, "logical_support": false, "context": "relationships between symbolic states). \\end{enumerate} (This process is governed by the Refinement Vector Field, Def.~\\ref{definition:bk3_refinement_vector_field}). \\end{definition}" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "inition:bk3_symbolic_refinement} Symbolic refinement is a continuous process on a symbolic membrane $\\mathcal{M}$ (Def.~\\ref{definition:bk3_symbolic_membrane}), parameterized by $r \\in [0, \\infty)$, that enhances the symbolic structure by: \\begin{enumerate} \\item Increasing" } ], "depends_on": [ "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk3_refinement_vector_field", "type": "definition", "label": "definition:bk3_refinement_vector_field", "name": "Refinement Vector Field", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 374, "latex_body": "\\begin{definition}[Refinement Vector Field] \\label{definition:bk3_refinement_vector_field}\nThe symbolic refinement vector field $V_r: \\mathcal{M} \\rightarrow T\\mathcal{M}$ governs the evolution of symbolic states under refinement (Def.~\\ref{definition:bk3_symbolic_refinement}):\n\\[\n\\frac{dx}{dr} = V_r(x)\n\\]\nwhere $x \\in \\mathcal{M}$ represents a point in the symbolic manifold.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_symbolic_refinement" ], "cites": [ "definition:bk3_symbolic_refinement" ], "cited_by": [ "definition:bk3_integration_differentiation_pressures", "definition:bk3_symbolic_refinement", "proof:bk3_differentiation_knowledge_structure" ], "ref_roles": [ { "label": "definition:bk3_symbolic_refinement", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 364, "logical_support": true, "context": "ector field $V_r: \\mathcal{M} \\rightarrow T\\mathcal{M}$ governs the evolution of symbolic states under refinement (Def.~\\ref{definition:bk3_symbolic_refinement}): \\[ \\frac{dx}{dr} = V_r(x) \\] where $x \\in \\mathcal{M}$ represents a point in the symbolic manifold. \\end{definition}" } ], "depends_on": [ "definition:bk3_symbolic_refinement" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk3_integration_differentiation_pressures", "type": "definition", "label": "definition:bk3_integration_differentiation_pressures", "name": "Integration and Differentiation Pressures", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 383, "latex_body": "\\begin{definition}[Integration and Differentiation Pressures] \\label{definition:bk3_integration_differentiation_pressures}\nAt refinement level $r$, the integration pressure $I(r)$ and differentiation pressure $D(r)$ are defined as:\n\\[\nI(r) = \\int_{\\mathcal{M}} \\rho(x,r) \\|\\nabla_g \\cdot V_r(x)\\|_g d\\mu_g(x)\n\\]\n\\[\nD(r) = \\int_{\\mathcal{M}} \\rho(x,r) \\|\\text{curl}_g(V_r)(x)\\|_g d\\mu_g(x)\n\\]\nwhere $\\nabla_g \\cdot$ is the divergence operator and $\\text{curl}_g$ is the curl operator (appropriately defined on the manifold) with respect to the symbolic metric $g$. (Here $\\rho$ is from Def.~\\ref{definition:bk2__symbolic_probability_density}, $V_r$ from Def.~\\ref{definition:bk3_refinement_vector_field}, and the manifold measure from Def.~\\ref{definition:bk2_symbolic_probability_spa}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_refinement_vector_field" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_refinement_vector_field" ], "cited_by": [ "proof:bk3_differentiation_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "url operator (appropriately defined on the manifold) with respect to the symbolic metric $g$. (Here $\\rho$ is from Def.~\\ref{definition:bk2__symbolic_probability_density}, $V_r$ from Def.~\\ref{definition:bk3_refinement_vector_field}, and the manifold measure from Def.~\\ref{definition:bk2_s" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "_probability_density}, $V_r$ from Def.~\\ref{definition:bk3_refinement_vector_field}, and the manifold measure from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\end{definition}" }, { "label": "definition:bk3_refinement_vector_field", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 374, "logical_support": true, "context": "the symbolic metric $g$. (Here $\\rho$ is from Def.~\\ref{definition:bk2__symbolic_probability_density}, $V_r$ from Def.~\\ref{definition:bk3_refinement_vector_field}, and the manifold measure from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\end{definition}" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_refinement_vector_field" ], "role": "definition", "proof_status": "definitional" }, { "id": "lemma:bk3_helmholtz_decomposition_refinement_field", "type": "lemma", "label": "lemma:bk3_helmholtz_decomposition_refinement_field", "name": "Hodge--Helmholtz Decomposition of the Refinement Field", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 395, "latex_body": "\\begin{lemma}[Hodge--Helmholtz Decomposition of the Refinement Field]\n\\label{lemma:bk3_helmholtz_decomposition_refinement_field}\nLet $(\\mathcal{M},g)$ be a compact, connected, oriented smooth Riemannian\nmanifold without boundary, and let $V_r$ be a smooth refinement vector field.\nWriting $V_r^\\flat$ for its metric-dual one-form, there exist a smooth scalar\npotential $\\phi$, a smooth two-form $\\beta$, and a harmonic one-form $h$ such\nthat\n\\begin{equation}\nV_r^\\flat=d\\phi+\\delta\\beta+h.\n\\end{equation}\nThe three summands are pairwise orthogonal in $L^2$, and the decomposition is\nunique after the usual normalization of the scalar potential. The harmonic\nterm represents the de Rham cohomology class of $V_r^\\flat$; in particular it\nvanishes when $H^1_{\\mathrm{dR}}(\\mathcal{M})=0$. In dimension three, after\nusing the metric and orientation to identify forms and vector fields, the\ncoexact term $\\delta\\beta$ is the conventional curl component.\n\nFor a finite-dimensional inner-product model with a chosen integrative\nsubspace $G$, the corresponding certified kernel is the orthogonal split\n\\begin{equation}\nV_r=P_GV_r+(I-P_G)V_r,\n\\end{equation}\nwhose two components are orthogonal and unique relative to $G$.\n\\end{lemma}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "proof_labels": [ "proof:bk3_symbolic_helmholtz_decomposition" ], "depends_on": [], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-003" ], "statuses": [ "conditional" ], "witnesses": [ "Book3Helmholtz.FiniteHodgeData.nonzero_harmonic_component_exists", "Book3Helmholtz.FiniteHodgeData.reconstruction", "Book3Helmholtz.GlobalHodgeCertificate.components", "Book3Helmholtz.GlobalHodgeCertificate.faithful_readout_detects_harmonic", "Book3Helmholtz.GlobalHodgeCertificate.harmonic_eq_zero_of_subsingleton_cohomology", "Book3Helmholtz.GlobalHodgeCertificate.multimodal_readout_reconstructs", "Book3Helmholtz.GlobalHodgeCertificate.operational_readout_reconstructs", "Book3Helmholtz.GlobalHodgeCertificate.refinement_energy_decomposes", "Book3Helmholtz.harmonic_channel_can_be_operationally_detected", "Book3Helmholtz.unfaithful_readout_can_erase_harmonic" ], "countermodels": [], "conditions": [ "carrier-indexed linear instruments; injectivity or another explicit faithfulness witness for detection claims", "curvature coupling, general minimal period, and covariant transport remain open", "drift and reflection are jointly supplied and both nonidentity in the concrete witness", "explicit unique orthogonal Hodge decomposition and faithful first-cohomology class map", "finite model: selected orthogonal exact/coexact subspaces", "global certificate: compact, connected, oriented, smooth Riemannian membrane without boundary", "linear operational readout for perceptual or computational exposure", "the reader/operator and operate action are explicit data; the process description does not enact itself", "the recursive phase certificate is finite and observer-relative, not a smooth spinor bundle" ], "notes": [ "Conditional global Hodge bridge: a certificate retains the compact, connected, oriented, smooth Riemannian, boundaryless membrane hypotheses; exact, coexact, and harmonic sectors reconstruct uniquely and orthogonally; squared refinement energy separates by sector; and a faithful harmonic-class map kills the harmonic part when first cohomology is trivial. Any linear operational readout, including sonification, preserves the certified split but does not manufacture its geometric hypotheses. The readout bridge is carrier-neutral across sound, light, temperature, pressure, and other linear instruments; nonzero-residue detection additionally requires a faithful instrument, while the zero-readout countermodel shows silence cannot establish absence." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_symbolic_helmholtz_decomposition", "type": "proof", "label": "proof:bk3_symbolic_helmholtz_decomposition", "name": "Symbolic Forces via Hodge Decomposition", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 420, "latex_body": "\\begin{proof}[Symbolic Forces via Hodge Decomposition]\n\\label{proof:bk3_symbolic_helmholtz_decomposition}\n\\leavevmode\n\nThe Hodge decomposition theorem on compact oriented Riemannian manifolds gives\nthe orthogonal direct sum\n\\begin{equation}\n\\Omega^1(\\mathcal{M})\n =\\operatorname{im}d\\;\\oplus\\;\\operatorname{im}\\delta\n \\;\\oplus\\;\\mathcal{H}^1(\\mathcal{M}).\n\\end{equation}\nApplying it to $V_r^\\flat$ yields the displayed decomposition. Hodge theory\nidentifies $\\mathcal{H}^1(\\mathcal{M})$ with\n$H^1_{\\mathrm{dR}}(\\mathcal{M})$, proving the stated vanishing criterion. The\nthree-dimensional curl reading follows only after the stated metric and\norientation identifications.\n\nIn the finite-dimensional model, orthogonal projection onto $G$ gives\n$P_GV_r\\in G$ and $(I-P_G)V_r\\in G^\\perp$. Their sum reconstructs $V_r$;\northogonality and uniqueness follow from\n$G\\cap G^\\perp=\\{0\\}$. This finite kernel captures the identifiable\nintegration--differentiation split without claiming the omitted global\nanalytic machinery.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "lemma:bk3_helmholtz_decomposition_refinement_field", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "subsec:bk3_evolution_symbolic_knowledge_structure", "type": "section", "subtype": "subsection", "label": "subsec:bk3_evolution_symbolic_knowledge_structure", "name": "Evolution of Symbolic Knowledge Structure", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 445, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_symbolic_knowledge_structure", "type": "definition", "label": "definition:bk3_symbolic_knowledge_structure", "name": "Symbolic Knowledge Structure", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 448, "latex_body": "\\begin{definition}[Symbolic Knowledge Structure] \\label{definition:bk3_symbolic_knowledge_structure}\nThe symbolic knowledge structure $K(r)$ at refinement level $r$ (Def.~\\ref{definition:bk3_symbolic_refinement}) quantifies the accumulated coherent symbolic organization, defined as:\n\\[\nK(r) = \\int_{\\mathcal{M}} \\rho(x,r) \\cdot \\kappa(x,r) \\cdot d\\mu_g(x)\n\\]\nwhere $\\kappa(x,r)$ is a local measure of symbolic coherence at point $x$ and refinement level $r$. (Here $\\rho$ is from Def.~\\ref{definition:bk2__symbolic_probability_density}, and the manifold measure from Def.~\\ref{definition:bk2_symbolic_probability_spa}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_symbolic_refinement" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_symbolic_refinement" ], "cited_by": [ "corollary:bk3_integrated_knowledge_structure", "proof:bk3_differentiation_knowledge_structure", "theorem:bk3_conditions_sustained_symbolic_growth", "theorem:bk3_criteria_persistent_symbolic_life", "theorem:bk3_evolution_of_symbolic_knowledge" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "$\\kappa(x,r)$ is a local measure of symbolic coherence at point $x$ and refinement level $r$. (Here $\\rho$ is from Def.~\\ref{definition:bk2__symbolic_probability_density}, and the manifold measure from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\end{definition}" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "l $r$. (Here $\\rho$ is from Def.~\\ref{definition:bk2__symbolic_probability_density}, and the manifold measure from Def.~\\ref{definition:bk2_symbolic_probability_spa}). \\end{definition}" }, { "label": "definition:bk3_symbolic_refinement", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 364, "logical_support": true, "context": "abel{definition:bk3_symbolic_knowledge_structure} The symbolic knowledge structure $K(r)$ at refinement level $r$ (Def.~\\ref{definition:bk3_symbolic_refinement}) quantifies the accumulated coherent symbolic organization, defined as: \\[ K(r) = \\int_{\\mathcal{M}} \\rho(x,r) \\cdot \\k" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_probability_spa", "definition:bk3_symbolic_refinement" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk3_evolution_of_symbolic_knowledge", "type": "theorem", "label": "theorem:bk3_evolution_of_symbolic_knowledge", "name": "Evolution of Symbolic Knowledge", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 457, "latex_body": "\\begin{theorem}[Evolution of Symbolic Knowledge] \\label{theorem:bk3_evolution_of_symbolic_knowledge}\nThe rate of change of symbolic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) with respect to refinement (Def.~\\ref{definition:bk3_symbolic_refinement}) satisfies (cf.~Def.~\\ref{definition:bk3_membrane_thermodynamics}, Thm.~\\ref{theorem:bk3_membrane_stability_criteria}):\n\\[\n\\frac{dK}{dr} = \\mathcal{I}(r) - \\mathcal{D}(r) + \\mathcal{R}(r)\n\\]\nwhere $\\mathcal{I}(r)$ relates to integration pressure, $\\mathcal{D}(r)$ relates to differentiation pressure (Def.~\\ref{definition:bk3_integration_differentiation_pressures}), and $\\mathcal{R}(r)$ represents higher-order interactions and the direct change in coherence $\\kappa$. (Note: The text uses $I(r)$ and $D(r)$, let's maintain that notation assuming they represent the net effect).\n\\[\n\\frac{dK}{dr} = I'(r) - D'(r) + \\mathcal{R}(r)\n\\]\nwhere $I'(r)$ and $D'(r)$ represent the contributions of integration and differentiation pressures to the change in $K$, and $\\mathcal{R}(r)$ includes other effects.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_integration_differentiation_pressures", "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_knowledge_structure", "definition:bk3_symbolic_refinement", "theorem:bk3_membrane_stability_criteria" ], "cites": [ "definition:bk3_integration_differentiation_pressures", "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_knowledge_structure", "definition:bk3_symbolic_refinement", "theorem:bk3_membrane_stability_criteria" ], "cited_by": [ "proof:bk3_differentiation_knowledge_structure", "proof:bk3_integrated_knowledge_dynamics", "theorem:bk3_conditions_sustained_symbolic_growth" ], "proof_labels": [ "proof:bk3_differentiation_knowledge_structure" ], "ref_roles": [ { "label": "definition:bk3_integration_differentiation_pressures", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 383, "logical_support": true, "context": ") \\] where $\\mathcal{I}(r)$ relates to integration pressure, $\\mathcal{D}(r)$ relates to differentiation pressure (Def.~\\ref{definition:bk3_integration_differentiation_pressures}), and $\\mathcal{R}(r)$ represents higher-order interactions and the direct change in coherence $\\kappa$. (Note: The tex" }, { "label": "definition:bk3_membrane_thermodynamics", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 49, "logical_support": true, "context": "ic_knowledge_structure}) with respect to refinement (Def.~\\ref{definition:bk3_symbolic_refinement}) satisfies (cf.~Def.~\\ref{definition:bk3_membrane_thermodynamics}, Thm.~\\ref{theorem:bk3_membrane_stability_criteria}): \\[ \\frac{dK}{dr} = \\mathcal{I}(r) - \\mathcal{D}(r) + \\mathcal{R}(" }, { "label": "definition:bk3_symbolic_knowledge_structure", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 448, "logical_support": true, "context": "ge] \\label{theorem:bk3_evolution_of_symbolic_knowledge} The rate of change of symbolic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) with respect to refinement (Def.~\\ref{definition:bk3_symbolic_refinement}) satisfies (cf.~Def.~\\ref{definition:bk3_mem" }, { "label": "definition:bk3_symbolic_refinement", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 364, "logical_support": true, "context": "ic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) with respect to refinement (Def.~\\ref{definition:bk3_symbolic_refinement}) satisfies (cf.~Def.~\\ref{definition:bk3_membrane_thermodynamics}, Thm.~\\ref{theorem:bk3_membrane_stability_criteria}):" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "cf_near_match", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "(Def.~\\ref{definition:bk3_symbolic_refinement}) satisfies (cf.~Def.~\\ref{definition:bk3_membrane_thermodynamics}, Thm.~\\ref{theorem:bk3_membrane_stability_criteria}): \\[ \\frac{dK}{dr} = \\mathcal{I}(r) - \\mathcal{D}(r) + \\mathcal{R}(r) \\] where $\\mathcal{I}(r)$ relates to integration" } ], "depends_on": [ "definition:bk2_symbolic_probability_spa", "definition:bk3_integration_differentiation_pressures", "definition:bk3_membrane_thermodynamics", "definition:bk3_refinement_vector_field", "definition:bk3_symbolic_knowledge_structure", "definition:bk3_symbolic_refinement", "theorem:bk3_membrane_stability_criteria" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-021" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.integration_rate_eq" ], "countermodels": [], "conditions": [ "See the receipted theorem statement and coverage note for explicit premises." ], "notes": [ "The rate equation dK/dr = I'-D'+R is kept as a structure field (a modeling commitment, not derived); one algebraic rearrangement is proved." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_differentiation_knowledge_structure", "type": "proof", "label": "proof:bk3_differentiation_knowledge_structure", "name": "Derivative of Knowledge Structure with Respect to Refinement", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 469, "latex_body": "\\begin{proof}[Derivative of Knowledge Structure with Respect to Refinement]\n\\label{proof:bk3_differentiation_knowledge_structure}\n\\leavevmode\n\nDifferentiate the knowledge structure $K(r)$\n(Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) with respect to $r$:\n\\[\n\\frac{dK}{dr} = \\int_{\\mathcal{M}} \\frac{\\partial}{\\partial r}(\\rho(x,r) \\cdot \\kappa(x,r)) d\\mu_g(x)\n\\]\nUsing the product rule and the continuity equation for $\\rho$ (assuming $\\rho$ evolves according to the flow $V_r$ (Def.~\\ref{definition:bk3_refinement_vector_field}), i.e., $\\frac{\\partial \\rho}{\\partial r} + \\nabla_g \\cdot (\\rho V_r) = 0$):\n\\begin{align*}\n\\frac{dK}{dr} &= \\int_{\\mathcal{M}} \\left[ \\frac{\\partial \\rho}{\\partial r} \\cdot \\kappa + \\rho \\cdot \\frac{\\partial \\kappa}{\\partial r} \\right] d\\mu_g(x) \\\\\n&= \\int_{\\mathcal{M}} \\left[ -\\nabla_g \\cdot (\\rho V_r) \\cdot \\kappa + \\rho \\cdot \\frac{\\partial \\kappa}{\\partial r} \\right] d\\mu_g(x)\n\\end{align*}\nUsing integration by parts (divergence theorem) on the first term (measure from Def.~\\ref{definition:bk2_symbolic_probability_spa}):\n\\[\n-\\int_{\\mathcal{M}} (\\nabla_g \\cdot (\\rho V_r)) \\kappa \\, d\\mu_g = \\int_{\\mathcal{M}} (\\rho V_r) \\cdot (\\nabla_g \\kappa) \\, d\\mu_g - \\int_{\\partial\\mathcal{M}} \\kappa (\\rho V_r) \\cdot \\mathbf{n} \\, dS\n\\]\nAssuming boundary terms vanish or are negligible. The evolution then depends on how $V_r$ relates to $\\kappa$ and how $\\kappa$ itself changes ($\\partial \\kappa / \\partial r$).\n\\[\n\\frac{dK}{dr} = \\int_{\\mathcal{M}} \\rho \\left[ V_r \\cdot \\nabla_g \\kappa + \\frac{\\partial \\kappa}{\\partial r} \\right] d\\mu_g\n\\]\nFurther analysis relating $V_r$ (via its divergence and curl components) and $\\partial \\kappa / \\partial r$ to the concepts of integration and differentiation pressures $I(r)$ and $D(r)$ (Def.~\\ref{definition:bk3_integration_differentiation_pressures}) defined earlier (perhaps $\\kappa$ increases with convergence and decreases with curl) would lead to the form $I'(r) - D'(r) + \\mathcal{R}(r)$ (as in Thm.~\\ref{theorem:bk3_evolution_of_symbolic_knowledge}). The exact relationship depends on the specific definition of $\\kappa$ and its coupling to $V_r$. The terms $I'(r)$ and $D'(r)$ would be integrals involving $\\rho$, $\\kappa$, and components of $V_r$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_probability_spa", "definition:bk3_integration_differentiation_pressures", "definition:bk3_refinement_vector_field", "definition:bk3_symbolic_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "proves": "theorem:bk3_evolution_of_symbolic_knowledge", "cites": [ "definition:bk2_symbolic_probability_spa", "definition:bk3_integration_differentiation_pressures", "definition:bk3_refinement_vector_field", "definition:bk3_symbolic_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": "r} \\right] d\\mu_g(x) \\end{align*} Using integration by parts (divergence theorem) on the first term (measure from Def.~\\ref{definition:bk2_symbolic_probability_spa}): \\[ -\\int_{\\mathcal{M}} (\\nabla_g \\cdot (\\rho V_r)) \\kappa \\, d\\mu_g = \\int_{\\mathcal{M}} (\\rho V_r) \\cdot (\\nabla_g \\" }, { "label": "definition:bk3_integration_differentiation_pressures", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 383, "logical_support": true, "context": "and $\\partial \\kappa / \\partial r$ to the concepts of integration and differentiation pressures $I(r)$ and $D(r)$ (Def.~\\ref{definition:bk3_integration_differentiation_pressures}) defined earlier (perhaps $\\kappa$ increases with convergence and decreases with curl) would lead to the form $I'(r) -" }, { "label": "definition:bk3_refinement_vector_field", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 374, "logical_support": true, "context": "sing the product rule and the continuity equation for $\\rho$ (assuming $\\rho$ evolves according to the flow $V_r$ (Def.~\\ref{definition:bk3_refinement_vector_field}), i.e., $\\frac{\\partial \\rho}{\\partial r} + \\nabla_g \\cdot (\\rho V_r) = 0$): \\begin{align*} \\frac{dK}{dr} &= \\int_{\\mat" }, { "label": "definition:bk3_symbolic_knowledge_structure", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 448, "logical_support": true, "context": "] \\label{proof:bk3_differentiation_knowledge_structure} \\leavevmode Differentiate the knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) with respect to $r$: \\[ \\frac{dK}{dr} = \\int_{\\mathcal{M}} \\frac{\\partial}{\\partial r}(\\rho(x,r) \\cdot \\kappa(x,r)) d\\" }, { "label": "theorem:bk3_evolution_of_symbolic_knowledge", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 457, "logical_support": true, "context": "increases with convergence and decreases with curl) would lead to the form $I'(r) - D'(r) + \\mathcal{R}(r)$ (as in Thm.~\\ref{theorem:bk3_evolution_of_symbolic_knowledge}). The exact relationship depends on the specific definition of $\\kappa$ and its coupling to $V_r$. The terms $I'(r)$ an" } ], "depends_on": [ "definition:bk2_symbolic_probability_spa", "definition:bk3_integration_differentiation_pressures", "definition:bk3_refinement_vector_field", "definition:bk3_symbolic_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "role": "proof" }, { "id": "corollary:bk3_integrated_knowledge_structure", "type": "corollary", "label": "corollary:bk3_integrated_knowledge_structure", "name": "Integrated Knowledge Structure", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 494, "latex_body": "\\begin{corollary}[Integrated Knowledge Structure] \\label{corollary:bk3_integrated_knowledge_structure}\nThe accumulated symbolic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) from initial refinement state $r_0$ to state $r$ is:\n\\[\nK(r) = K(r_0) + \\int_{r_0}^r (I'(s) - D'(s) + \\mathcal{R}(s)) ds\n\\]\n\\end{corollary}", "macros_used": [], "refs": [ "definition:bk3_symbolic_knowledge_structure" ], "cites": [ "definition:bk3_symbolic_knowledge_structure" ], "cited_by": [ "proof:bk3_integrated_knowledge_dynamics" ], "proof_labels": [ "proof:bk3_integrated_knowledge_dynamics" ], "ref_roles": [ { "label": "definition:bk3_symbolic_knowledge_structure", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 448, "logical_support": true, "context": "ructure] \\label{corollary:bk3_integrated_knowledge_structure} The accumulated symbolic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) from initial refinement state $r_0$ to state $r$ is: \\[ K(r) = K(r_0) + \\int_{r_0}^r (I'(s) - D'(s) + \\mathcal{R}(s))" } ], "depends_on": [ "definition:bk3_symbolic_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "role": "corollary", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-022" ], "statuses": [ "exact" ], "witnesses": [ "Book3.knowledge_structure_telescopes" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Discrete telescoping-sum analogue of the continuous FTC-style corollary, proved by induction on Nat." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_integrated_knowledge_dynamics", "type": "proof", "label": "proof:bk3_integrated_knowledge_dynamics", "name": "Integration of Knowledge Refinement Dynamics", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 501, "latex_body": "\\begin{proof}[Integration of Knowledge Refinement Dynamics]\n\\label{proof:bk3_integrated_knowledge_dynamics}\n\\leavevmode\n\nThis follows directly from integrating the differential equation in Theorem~\\ref{theorem:bk3_evolution_of_symbolic_knowledge} with respect to the refinement parameter $s$ from $r_0$ to $r$. (This supports Cor.~\\ref{corollary:bk3_integrated_knowledge_structure}).\n\\end{proof}", "macros_used": [], "refs": [ "corollary:bk3_integrated_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "proves": "corollary:bk3_integrated_knowledge_structure", "cites": [ "corollary:bk3_integrated_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "cited_by": [], "ref_roles": [ { "label": "corollary:bk3_integrated_knowledge_structure", "role": "proof_support", "target_type": "corollary", "target_file": "book3.tex", "target_line": 494, "logical_support": true, "context": "k3_evolution_of_symbolic_knowledge} with respect to the refinement parameter $s$ from $r_0$ to $r$. (This supports Cor.~\\ref{corollary:bk3_integrated_knowledge_structure}). \\end{proof}" }, { "label": "theorem:bk3_evolution_of_symbolic_knowledge", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 457, "logical_support": true, "context": "integrated_knowledge_dynamics} \\leavevmode This follows directly from integrating the differential equation in Theorem~\\ref{theorem:bk3_evolution_of_symbolic_knowledge} with respect to the refinement parameter $s$ from $r_0$ to $r$. (This supports Cor.~\\ref{corollary:bk3_integrated_knowl" } ], "depends_on": [ "corollary:bk3_integrated_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "role": "proof" }, { "id": "theorem:bk3_conditions_sustained_symbolic_growth", "type": "theorem", "label": "theorem:bk3_conditions_sustained_symbolic_growth", "name": "Conditions for Sustained Symbolic Growth", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 509, "latex_body": "\\begin{theorem}[Conditions for Sustained Symbolic Growth] \\label{theorem:bk3_conditions_sustained_symbolic_growth}\nPersistent growth of symbolic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) requires that the net contribution from integration recurrently exceeds that from differentiation along refinement flows (cf. Thm.~\\ref{theorem:bk3_evolution_of_symbolic_knowledge}):\n\\[\n\\int_{r_0}^{r_0+T} (I'(s) - D'(s)) ds > 0\n\\]\nfor some period $T > 0$ and all starting points $r_0 \\geq R_0$ for some threshold $R_0$, assuming $\\mathcal{R}(s)$ averages to zero or is dominated by the $I'-D'$ term.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_symbolic_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "cites": [ "definition:bk3_symbolic_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "cited_by": [ "proof:bk3_knowledge_growth_integrated_condition", "proof:bk3_sketch_necessity_for_continuous_operation", "theorem:bk3_criteria_persistent_symbolic_life", "theorem:bk3_emergence_of_symbolic_networks" ], "proof_labels": [ "proof:bk3_knowledge_growth_integrated_condition" ], "ref_roles": [ { "label": "definition:bk3_symbolic_knowledge_structure", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 448, "logical_support": true, "context": "\\label{theorem:bk3_conditions_sustained_symbolic_growth} Persistent growth of symbolic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) requires that the net contribution from integration recurrently exceeds that from differentiation along refinement flo" }, { "label": "theorem:bk3_evolution_of_symbolic_knowledge", "role": "cf_near_match", "target_type": "theorem", "target_file": "book3.tex", "target_line": 457, "logical_support": true, "context": "at the net contribution from integration recurrently exceeds that from differentiation along refinement flows (cf. Thm.~\\ref{theorem:bk3_evolution_of_symbolic_knowledge}): \\[ \\int_{r_0}^{r_0+T} (I'(s) - D'(s)) ds > 0 \\] for some period $T > 0$ and all starting points $r_0 \\geq R_0$ for so" } ], "depends_on": [ "definition:bk3_symbolic_knowledge_structure", "theorem:bk3_evolution_of_symbolic_knowledge" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-023" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.sustained_growth_window" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Discrete window version: positive net increment sum over a length-T window implies K strictly increases across that window, built on the telescoping lemma." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_knowledge_growth_integrated_condition", "type": "proof", "label": "proof:bk3_knowledge_growth_integrated_condition", "name": "Secular Growth of Knowledge Under Integrated Conditions", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 517, "latex_body": "\\begin{proof}[Secular Growth of Knowledge Under Integrated Conditions]\n\\label{proof:bk3_knowledge_growth_integrated_condition}\n\\leavevmode\n\nIf the integral condition in Thm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth} holds, then neglecting or assuming the average contribution of higher-order terms $\\mathcal{R}(s)$ is small over the period $T$, the change in knowledge structure $\\Delta K = K(r_0+T) - K(r_0)$ is positive. If this holds recurrently for all $r_0$ above some threshold $R_0$, it implies a secular growth trend in $K(r)$, even if there are local decreases within a period --- the unbounded, error-correcting growth of explanatory knowledge in the sense of \\citet{deutsch2011infinity}. If the condition fails, i.e., the integral is non-positive for sufficiently large $r_0$, then differentiation dominates or balances integration on average, leading to fragmentation, stagnation, or loss of symbolic coherence rather than sustained growth.\n\\end{proof}", "macros_used": [], "refs": [ "theorem:bk3_conditions_sustained_symbolic_growth" ], "proves": "theorem:bk3_conditions_sustained_symbolic_growth", "cites": [ "theorem:bk3_conditions_sustained_symbolic_growth" ], "cited_by": [], "ref_roles": [ { "label": "theorem:bk3_conditions_sustained_symbolic_growth", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 509, "logical_support": true, "context": "ated Conditions] \\label{proof:bk3_knowledge_growth_integrated_condition} \\leavevmode If the integral condition in Thm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth} holds, then neglecting or assuming the average contribution of higher-order terms $\\mathcal{R}(s)$ is small over the pe" } ], "depends_on": [ "theorem:bk3_conditions_sustained_symbolic_growth" ], "role": "proof" }, { "id": "section:book3.tex:524", "type": "section", "subtype": "subsection", "label": "", "name": "Conceptual Bridges and Symbolic Networks", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 524, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_compressed_relational_structure", "type": "definition", "label": "definition:bk3_compressed_relational_structure", "name": "Compressed Relational Structure", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 527, "latex_body": "\\begin{definition}[Compressed Relational Structure] \\label{definition:bk3_compressed_relational_structure}\nA compressed relational structure $\\sigma$ within a symbolic membrane $\\mathcal{M}$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is a lower-dimensional representation that preserves essential topological and dynamical features of a region $\\omega \\subset \\mathcal{M}$:\n\\[\n\\sigma = \\mathcal{C}(\\omega)\n\\]\nwhere $\\mathcal{C}: 2^{\\mathcal{M}} \\rightarrow \\Sigma$ is a compression operator mapping regions (subsets of $\\mathcal{M}$) to a space of compressed structures $\\Sigma$.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk3_conceptual_bridge_sequence", "definition:bk3_symbolic_network" ], "ref_roles": [ { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "pressed_relational_structure} A compressed relational structure $\\sigma$ within a symbolic membrane $\\mathcal{M}$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is a lower-dimensional representation that preserves essential topological and dynamical features of a region $\\omega" } ], "depends_on": [ "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk3_symbolic_network", "type": "definition", "label": "definition:bk3_symbolic_network", "name": "Symbolic Network", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 536, "latex_body": "\\begin{definition}[Symbolic Network] \\label{definition:bk3_symbolic_network}\nA symbolic network $\\mathcal{N}$ is a graph structure where:\n\\begin{enumerate}\n \\item Nodes represent compressed relational structures $\\{\\sigma_i\\}$ (Def.~\\ref{definition:bk3_compressed_relational_structure}).\n \\item Edges represent conceptual bridges (Definition~\\ref{definition:bk3_conceptual_bridge}) between these structures.\n \\item The network possesses a global stability functional $\\mathcal{S}: \\mathcal{N} \\rightarrow \\mathbb{R}_+$ measuring its overall coherence.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_compressed_relational_structure", "definition:bk3_conceptual_bridge" ], "cites": [ "definition:bk3_compressed_relational_structure", "definition:bk3_conceptual_bridge" ], "cited_by": [ "definition:bk3_conceptual_bridge_sequence", "definition:bk3_symbolic_autopoiesis", "proof:bk3_sketch_evolutionary_dynamics", "proof:bk3_sketch_symbolic_network_emergence", "theorem:bk3_emergence_of_symbolic_networks" ], "ref_roles": [ { "label": "definition:bk3_compressed_relational_structure", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 527, "logical_support": true, "context": "raph structure where: \\begin{enumerate} \\item Nodes represent compressed relational structures $\\{\\sigma_i\\}$ (Def.~\\ref{definition:bk3_compressed_relational_structure}). \\item Edges represent conceptual bridges (Definition~\\ref{definition:bk3_conceptual_bridge}) between these struct" }, { "label": "definition:bk3_conceptual_bridge", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 219, "logical_support": true, "context": "$ (Def.~\\ref{definition:bk3_compressed_relational_structure}). \\item Edges represent conceptual bridges (Definition~\\ref{definition:bk3_conceptual_bridge}) between these structures. \\item The network possesses a global stability functional $\\mathcal{S}: \\mathcal{N} \\rig" } ], "depends_on": [ "definition:bk3_compressed_relational_structure", "definition:bk3_conceptual_bridge" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk3_emergence_of_symbolic_networks", "type": "theorem", "label": "theorem:bk3_emergence_of_symbolic_networks", "name": "Conditional Assembly of Symbolic Networks", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 546, "latex_body": "\\begin{theorem}[Conditional Assembly of Symbolic Networks]\n\\label{theorem:bk3_emergence_of_symbolic_networks}\nAssume the sustained-growth condition of\nThm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth}. In addition,\nlet $J$ be a nonempty finite index set and suppose the following assembly data\nare supplied:\n\\begin{enumerate}\n \\item for every $j\\in J$, a selected high-coherence region $\\omega_j$ and a\n total compression operator $\\mathcal{C}$ with\n $\\sigma_j=\\mathcal{C}(\\omega_j)\\in\\Sigma$;\n \\item a selected edge relation $E\\subseteq J\\times J$ and, for every\n $(i,j)\\in E$, a reflexive encoding whose induced conceptual bridge connects\n $\\sigma_i$ to $\\sigma_j$;\n \\item a global stability value $s_{\\mathcal N}$ and a node-coherence lower\n bound $m>0$ such that $s_{\\mathcal N}\\geq m$.\n\\end{enumerate}\nThen these data assemble into a symbolic network $\\mathcal N$ in the sense of\nDef.~\\ref{definition:bk3_symbolic_network}, with strictly positive global\nstability. Sustained symbolic growth alone does not supply the compression\ncodomain, nodes, edges, or stability certificate.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_symbolic_network", "theorem:bk3_conditions_sustained_symbolic_growth" ], "cites": [ "definition:bk3_symbolic_network", "theorem:bk3_conditions_sustained_symbolic_growth" ], "cited_by": [ "abs:press", "definition:bk3_symbolic_metabolism", "sec:bk9_symbolic_ecosystems_and_emergent_governance" ], "proof_labels": [ "proof:bk3_sketch_symbolic_network_emergence" ], "ref_roles": [ { "label": "definition:bk3_symbolic_network", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 536, "logical_support": true, "context": "{\\mathcal N}\\geq m$. \\end{enumerate} Then these data assemble into a symbolic network $\\mathcal N$ in the sense of Def.~\\ref{definition:bk3_symbolic_network}, with strictly positive global stability. Sustained symbolic growth alone does not supply the compression codomain, nod" }, { "label": "theorem:bk3_conditions_sustained_symbolic_growth", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 509, "logical_support": true, "context": "of Symbolic Networks] \\label{theorem:bk3_emergence_of_symbolic_networks} Assume the sustained-growth condition of Thm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth}. In addition, let $J$ be a nonempty finite index set and suppose the following assembly data are supplied: \\begin{enum" } ], "depends_on": [ "definition:bk3_symbolic_network", "theorem:bk3_conditions_sustained_symbolic_growth" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-001" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.runNetworkEmergence_realizes_assembly", "Book3.runNetworkEmergence_stability_pos_from_floor", "Book3.same_growth_allows_distinct_nodes" ], "countermodels": [], "conditions": [ "bridge certificate for every selected edge", "finite indexed region family and total compression operator", "positive node-coherence floor bounded above by stage stability", "sustained-growth trace" ], "notes": [ "A time-indexed operational process retains the supplied region selection, total compression, bridge-certified edge relation, positive node-coherence floor, and global-stability lower bound. Execution jointly realizes the compressed nodes, bridge-backed edges, and strictly positive global stability. A paired countermodel shows that the same sustained-growth trace permits distinct compression outcomes, so growth does not identify or manufacture the assembly policy." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_sketch_symbolic_network_emergence", "type": "proof", "label": "proof:bk3_sketch_symbolic_network_emergence", "name": "Assembly from Compression, Bridge, and Stability Witnesses", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 568, "latex_body": "\\begin{proof}[Assembly from Compression, Bridge, and Stability Witnesses]\n\\label{proof:bk3_sketch_symbolic_network_emergence}\n\\leavevmode\n\nUse the compressed structures $\\{\\sigma_j\\}_{j\\in J}$ as the node family and\nthe supplied relation $E$ as the edge relation. By hypothesis, each selected\nedge is witnessed by a reflexive encoding and its induced conceptual bridge,\nso the edge interpretation required by\nDef.~\\ref{definition:bk3_symbolic_network} is satisfied. Assign\n$s_{\\mathcal N}$ as the global stability value. Since\n$s_{\\mathcal N}\\geq m>0$, it lies in $\\mathbb{R}_+$ and is strictly positive.\nThe node, edge, and stability fields therefore form the required symbolic\nnetwork. The accompanying Lean realization retains the selected regions, total\ncompression, bridge witness for every selected edge, positive node-coherence\nfloor, and lower-bound inequality in one process certificate; its execution\nproves the node, edge, and strict-stability clauses jointly.\n\nThe sustained-growth premise identifies the intended dynamical setting but is\nnot used to manufacture any assembly datum. In particular, positive growth is\ncompatible with an empty compression codomain, in which case even one network\nnode cannot be constructed. This shows why the additional witnesses are\nload-bearing rather than consequences of growth alone.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk3_symbolic_network" ], "proves": "theorem:bk3_emergence_of_symbolic_networks", "cites": [ "definition:bk3_symbolic_network" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_symbolic_network", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 536, "logical_support": true, "context": "dge is witnessed by a reflexive encoding and its induced conceptual bridge, so the edge interpretation required by Def.~\\ref{definition:bk3_symbolic_network} is satisfied. Assign $s_{\\mathcal N}$ as the global stability value. Since $s_{\\mathcal N}\\geq m>0$, it lies in $\\mat" } ], "depends_on": [ "definition:bk3_symbolic_network" ], "role": "proof" }, { "id": "definition:bk3_conceptual_bridge_sequence", "type": "definition", "label": "definition:bk3_conceptual_bridge_sequence", "name": "Conceptual Bridge Sequence", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 593, "latex_body": "\\begin{definition}[Conceptual Bridge Sequence] \\label{definition:bk3_conceptual_bridge_sequence}\nThe conceptual bridge sequence represents the progressive transformation and abstraction of symbolic structures:\n\\[\n\\Sigma_{\\mathcal{M} \\rightarrow \\sigma}, \\Sigma_{\\sigma \\rightarrow \\Sigma}, \\Sigma_{\\Sigma \\rightarrow \\mathcal{N}}, \\Sigma_{\\mathcal{N} \\rightarrow \\mathcal{M}_{\\text{meta}}}\n\\]\nwhere each $\\Sigma_{X \\rightarrow Y}$ represents a conceptual bridge (Def.~\\ref{definition:bk3_conceptual_bridge}) mapping structures of type $X$ to structures of type $Y$. This sequence maps membrane regions ($\\mathcal{M}$, Def.~\\ref{definition:bk3_symbolic_membrane}) to compressed structures ($\\sigma$, Def.~\\ref{definition:bk3_compressed_relational_structure}), relates compressed structures to the space of such structures ($\\Sigma$), organizes these into networks ($\\mathcal{N}$, Def.~\\ref{definition:bk3_symbolic_network}), and potentially leads to the emergence of an encompassing meta-level symbolic membrane ($\\mathcal{M}_{\\text{meta}}$).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_compressed_relational_structure", "definition:bk3_conceptual_bridge", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network" ], "cites": [ "definition:bk3_compressed_relational_structure", "definition:bk3_conceptual_bridge", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network" ], "cited_by": [ "proof:bk3_sketch_evolutionary_dynamics", "theorem:bk3_closure_conceptual_bridge_sequence" ], "ref_roles": [ { "label": "definition:bk3_compressed_relational_structure", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 527, "logical_support": true, "context": "membrane regions ($\\mathcal{M}$, Def.~\\ref{definition:bk3_symbolic_membrane}) to compressed structures ($\\sigma$, Def.~\\ref{definition:bk3_compressed_relational_structure}), relates compressed structures to the space of such structures ($\\Sigma$), organizes these into networks ($\\mathcal{N}" }, { "label": "definition:bk3_conceptual_bridge", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 219, "logical_support": true, "context": "N} \\rightarrow \\mathcal{M}_{\\text{meta}}} \\] where each $\\Sigma_{X \\rightarrow Y}$ represents a conceptual bridge (Def.~\\ref{definition:bk3_conceptual_bridge}) mapping structures of type $X$ to structures of type $Y$. This sequence maps membrane regions ($\\mathcal{M}$, Def.~\\re" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "ge}) mapping structures of type $X$ to structures of type $Y$. This sequence maps membrane regions ($\\mathcal{M}$, Def.~\\ref{definition:bk3_symbolic_membrane}) to compressed structures ($\\sigma$, Def.~\\ref{definition:bk3_compressed_relational_structure}), relates compressed str" }, { "label": "definition:bk3_symbolic_network", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 536, "logical_support": true, "context": "es compressed structures to the space of such structures ($\\Sigma$), organizes these into networks ($\\mathcal{N}$, Def.~\\ref{definition:bk3_symbolic_network}), and potentially leads to the emergence of an encompassing meta-level symbolic membrane ($\\mathcal{M}_{\\text{meta}}$)." } ], "depends_on": [ "definition:bk3_compressed_relational_structure", "definition:bk3_conceptual_bridge", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk3_closure_conceptual_bridge_sequence", "type": "theorem", "label": "theorem:bk3_closure_conceptual_bridge_sequence", "name": "Closure of Conceptual Bridge Sequence", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 602, "latex_body": "\\begin{theorem}[Closure of Conceptual Bridge Sequence] \\label{theorem:bk3_closure_conceptual_bridge_sequence}\n\\leavevmode\\newline\nThe conceptual bridge sequence (Def.~\\ref{definition:bk3_conceptual_bridge_sequence}) can form a closed loop.\nIn that loop, meta-level membrane $\\mathcal{M}_{\\text{meta}}$ can host symbolic processes that feed back into the original membranes $\\{\\mathcal{M}_i\\}$ (Def.~\\ref{definition:bk3_symbolic_membrane}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_conceptual_bridge_sequence", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_conceptual_bridge_sequence", "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk3_symbolic_metabolism" ], "proof_labels": [ "proof:bk3_sketch_evolutionary_dynamics" ], "ref_roles": [ { "label": "definition:bk3_conceptual_bridge_sequence", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 593, "logical_support": true, "context": "quence] \\label{theorem:bk3_closure_conceptual_bridge_sequence} \\leavevmode\\newline The conceptual bridge sequence (Def.~\\ref{definition:bk3_conceptual_bridge_sequence}) can form a closed loop. In that loop, meta-level membrane $\\mathcal{M}_{\\text{meta}}$ can host symbolic processes that" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "hcal{M}_{\\text{meta}}$ can host symbolic processes that feed back into the original membranes $\\{\\mathcal{M}_i\\}$ (Def.~\\ref{definition:bk3_symbolic_membrane}). \\end{theorem}" } ], "depends_on": [ "definition:bk1_symbolic_manifold", "definition:bk3_conceptual_bridge_sequence", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network", "theorem:bk3_couplinginduced_drift_modification" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-031" ], "statuses": [ "conditional" ], "witnesses": [ "Book7B.conceptualBridgeLoop_toM_surjective", "Book7B.conceptualBridgeLoop_toSigma1_injective" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Given the loop literally closes (composite = identity on M, the honest reading of 'can form a closed loop feeding back into the originals'), the first map is injective and the return map is surjective." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_sketch_evolutionary_dynamics", "type": "proof", "label": "proof:bk3_sketch_evolutionary_dynamics", "name": "Closure of Conceptual Bridge Sequence", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 608, "latex_body": "\\begin{proof}[Closure of Conceptual Bridge Sequence]\n\\label{proof:bk3_sketch_evolutionary_dynamics}\n\\leavevmode\n\nThe conceptual bridge sequence (Def.~\\ref{definition:bk3_conceptual_bridge_sequence})\nmaps $\\mathcal{M} \\to \\sigma \\to \\Sigma \\to \\mathcal{N} \\to \\mathcal{M}_{\\text{meta}}$.\nWe show the last step closes the loop.\n\n\\textbf{Existence of $\\mathcal{M}_{\\text{meta}}$ within $M$.}\nThe symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) is the\nspace of all symbolic structures on the observer's domain. The network\n$\\mathcal{N}$ (Def.~\\ref{definition:bk3_symbolic_network}), being a finite graph\nof compressed relational structures with a stability functional\n$\\mathcal{S}(\\mathcal{N}) \\in \\mathbb{R}_+$, is itself a symbolic structure and\ntherefore an element of $M$. By Def.~\\ref{definition:bk3_symbolic_membrane},\nany sufficiently coherent sub-region of $M$ with a well-defined boundary and\ndrift field qualifies as a symbolic membrane; $\\mathcal{N}$ and its dynamics\nsatisfy these conditions, constituting $\\mathcal{M}_{\\text{meta}} \\subset M$.\n\n\\textbf{Feedback into $\\{\\mathcal{M}_i\\}$.}\nSince $\\mathcal{M}_{\\text{meta}} \\subset M$ and the $\\mathcal{M}_i \\subset M$,\nthe coupling map construction (Def.~\\ref{definition:bk3_coupling_map}) applies\nbetween $\\mathcal{M}_{\\text{meta}}$ and each $\\mathcal{M}_i$. The state of\n$\\mathcal{M}_{\\text{meta}}$ can therefore modulate the coupling strengths\n$\\lambda_{ij}$ (Def.~\\ref{definition:bk3_induced_coupling_energy}) and response\nparameters $\\eta_i$ (Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification})\nof the lower-level membranes, closing the loop\n$\\mathcal{M}_{\\text{meta}} \\to \\{\\mathcal{M}_i\\}$.\n\nThe composition of this feedback with the forward sequence\n$\\{\\mathcal{M}_i\\} \\to \\mathcal{M}_{\\text{meta}}$ is therefore a well-defined\nendomorphism of the symbolic manifold $M$, establishing the closed loop.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold", "definition:bk3_conceptual_bridge_sequence", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network", "theorem:bk3_couplinginduced_drift_modification" ], "proves": "theorem:bk3_closure_conceptual_bridge_sequence", "cites": [ "definition:bk1_symbolic_manifold", "definition:bk3_conceptual_bridge_sequence", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network", "theorem:bk3_couplinginduced_drift_modification" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "st step closes the loop. \\textbf{Existence of $\\mathcal{M}_{\\text{meta}}$ within $M$.} The symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) is the space of all symbolic structures on the observer's domain. The network $\\mathcal{N}$ (Def.~\\ref{definition:bk3_" }, { "label": "definition:bk3_conceptual_bridge_sequence", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 593, "logical_support": true, "context": "ptual Bridge Sequence] \\label{proof:bk3_sketch_evolutionary_dynamics} \\leavevmode The conceptual bridge sequence (Def.~\\ref{definition:bk3_conceptual_bridge_sequence}) maps $\\mathcal{M} \\to \\sigma \\to \\Sigma \\to \\mathcal{N} \\to \\mathcal{M}_{\\text{meta}}$. We show the last step closes t" }, { "label": "definition:bk3_coupling_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 85, "logical_support": true, "context": "}$.} Since $\\mathcal{M}_{\\text{meta}} \\subset M$ and the $\\mathcal{M}_i \\subset M$, the coupling map construction (Def.~\\ref{definition:bk3_coupling_map}) applies between $\\mathcal{M}_{\\text{meta}}$ and each $\\mathcal{M}_i$. The state of $\\mathcal{M}_{\\text{meta}}$ can the" }, { "label": "definition:bk3_induced_coupling_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 95, "logical_support": true, "context": "hcal{M}_i$. The state of $\\mathcal{M}_{\\text{meta}}$ can therefore modulate the coupling strengths $\\lambda_{ij}$ (Def.~\\ref{definition:bk3_induced_coupling_energy}) and response parameters $\\eta_i$ (Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}) of the lower-level membra" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "al $\\mathcal{S}(\\mathcal{N}) \\in \\mathbb{R}_+$, is itself a symbolic structure and therefore an element of $M$. By Def.~\\ref{definition:bk3_symbolic_membrane}, any sufficiently coherent sub-region of $M$ with a well-defined boundary and drift field qualifies as a symbolic membr" }, { "label": "definition:bk3_symbolic_network", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 536, "logical_support": true, "context": "1_symbolic_manifold}) is the space of all symbolic structures on the observer's domain. The network $\\mathcal{N}$ (Def.~\\ref{definition:bk3_symbolic_network}), being a finite graph of compressed relational structures with a stability functional $\\mathcal{S}(\\mathcal{N}) \\in \\m" }, { "label": "theorem:bk3_couplinginduced_drift_modification", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 104, "logical_support": true, "context": "ing strengths $\\lambda_{ij}$ (Def.~\\ref{definition:bk3_induced_coupling_energy}) and response parameters $\\eta_i$ (Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}) of the lower-level membranes, closing the loop $\\mathcal{M}_{\\text{meta}} \\to \\{\\mathcal{M}_i\\}$. The composition of" } ], "depends_on": [ "definition:bk1_symbolic_manifold", "definition:bk3_conceptual_bridge_sequence", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network", "theorem:bk3_couplinginduced_drift_modification" ], "role": "proof" }, { "id": "sec:bk3_symbolic_metabolism_persistent_life", "type": "section", "subtype": "section", "label": "sec:bk3_symbolic_metabolism_persistent_life", "name": "Symbolic Metabolism and Persistent Life", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 642, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "section:book3.tex:643", "type": "section", "subtype": "subsection", "label": "", "name": "Symbolic Metabolism", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 643, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_symbolic_metabolism", "type": "definition", "label": "definition:bk3_symbolic_metabolism", "name": "Symbolic Metabolism", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 646, "latex_body": "\\begin{definition}[Symbolic Metabolism] \\label{definition:bk3_symbolic_metabolism}\n\\leavevmode\\newline\nSymbolic metabolism is the regulated transformation and flow of symbolic\nstructures across membranes (Def.~\\ref{definition:bk3_symbolic_membrane}) and\nconceptual bridges (Def.~\\ref{definition:bk3_conceptual_bridge}) in a system.\nIt is characterized by (cf.~Thm.~\\ref{theorem:bk3_emergence_of_symbolic_networks},\nThm.~\\ref{theorem:bk3_closure_conceptual_bridge_sequence},\nDef.~\\ref{definition:bk1_reflection_operator}):\n\\begin{enumerate}\n \\item Energy utilization: transformation of symbolic potential energy\n (e.g., $H_{ij}$; Def.~\\ref{definition:bk3_induced_coupling_energy}) into\n structured information (e.g., maintained $\\rho_{ij}$ and stable $\\sigma_i$).\n \\item Homeostasis: maintenance of essential symbolic parameters\n (e.g., stability $S_i$ and mutual information $I_{ij}$ from\n Def.~\\ref{definition:bk3_symbolic_symbiosis}) within viable ranges under\n perturbation.\n \\item Adaptive response: modification of internal processes\n (e.g., drift fields $D_i$ and coupling $\\Phi_{ij}$ from\n Def.~\\ref{definition:bk3_coupling_map}) in response to external or internal\n symbolic perturbations.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_reflection_operator", "definition:bk3_conceptual_bridge", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis", "theorem:bk3_closure_conceptual_bridge_sequence", "theorem:bk3_emergence_of_symbolic_networks" ], "cites": [ "definition:bk1_reflection_operator", "definition:bk3_conceptual_bridge", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis", "theorem:bk3_closure_conceptual_bridge_sequence", "theorem:bk3_emergence_of_symbolic_networks" ], "cited_by": [ "definition:bk3_autophagic_drift", "proof:bk3_sketch_necessity_for_continuous_operation", "subsec:bk9_executio_final" ], "ref_roles": [ { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "~Thm.~\\ref{theorem:bk3_emergence_of_symbolic_networks}, Thm.~\\ref{theorem:bk3_closure_conceptual_bridge_sequence}, Def.~\\ref{definition:bk1_reflection_operator}): \\begin{enumerate} \\item Energy utilization: transformation of symbolic potential energy (e.g., $H_{ij}$; Def." }, { "label": "definition:bk3_conceptual_bridge", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 219, "logical_support": true, "context": "flow of symbolic structures across membranes (Def.~\\ref{definition:bk3_symbolic_membrane}) and conceptual bridges (Def.~\\ref{definition:bk3_conceptual_bridge}) in a system. It is characterized by (cf.~Thm.~\\ref{theorem:bk3_emergence_of_symbolic_networks}, Thm.~\\ref{theorem:bk3_" }, { "label": "definition:bk3_coupling_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 85, "logical_support": true, "context": "ptive response: modification of internal processes (e.g., drift fields $D_i$ and coupling $\\Phi_{ij}$ from Def.~\\ref{definition:bk3_coupling_map}) in response to external or internal symbolic perturbations. \\end{enumerate} \\end{definition}" }, { "label": "definition:bk3_induced_coupling_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 95, "logical_support": true, "context": ": \\begin{enumerate} \\item Energy utilization: transformation of symbolic potential energy (e.g., $H_{ij}$; Def.~\\ref{definition:bk3_induced_coupling_energy}) into structured information (e.g., maintained $\\rho_{ij}$ and stable $\\sigma_i$). \\item Homeostasis: maintenan" }, { "label": "definition:bk3_symbolic_membrane", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "mode\\newline Symbolic metabolism is the regulated transformation and flow of symbolic structures across membranes (Def.~\\ref{definition:bk3_symbolic_membrane}) and conceptual bridges (Def.~\\ref{definition:bk3_conceptual_bridge}) in a system. It is characterized by (cf.~Thm.~\\re" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": ": maintenance of essential symbolic parameters (e.g., stability $S_i$ and mutual information $I_{ij}$ from Def.~\\ref{definition:bk3_symbolic_symbiosis}) within viable ranges under perturbation. \\item Adaptive response: modification of internal processes (e.g." }, { "label": "theorem:bk3_closure_conceptual_bridge_sequence", "role": "cf_near_match", "target_type": "theorem", "target_file": "book3.tex", "target_line": 602, "logical_support": true, "context": "onceptual_bridge}) in a system. It is characterized by (cf.~Thm.~\\ref{theorem:bk3_emergence_of_symbolic_networks}, Thm.~\\ref{theorem:bk3_closure_conceptual_bridge_sequence}, Def.~\\ref{definition:bk1_reflection_operator}): \\begin{enumerate} \\item Energy utilization: transformation of symb" }, { "label": "theorem:bk3_emergence_of_symbolic_networks", "role": "cf_near_match", "target_type": "theorem", "target_file": "book3.tex", "target_line": 546, "logical_support": true, "context": "ne}) and conceptual bridges (Def.~\\ref{definition:bk3_conceptual_bridge}) in a system. It is characterized by (cf.~Thm.~\\ref{theorem:bk3_emergence_of_symbolic_networks}, Thm.~\\ref{theorem:bk3_closure_conceptual_bridge_sequence}, Def.~\\ref{definition:bk1_reflection_operator}): \\begin{enum" } ], "depends_on": [ "definition:bk1_reflection_operator", "definition:bk3_conceptual_bridge", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_symbiosis", "theorem:bk3_closure_conceptual_bridge_sequence", "theorem:bk3_emergence_of_symbolic_networks" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk3_symbolic_metabolic_rate", "type": "definition", "label": "definition:bk3_symbolic_metabolic_rate", "name": "Symbolic Metabolic Rate", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 670, "latex_body": "\\begin{definition}[Symbolic Metabolic Rate] \\label{definition:bk3_symbolic_metabolic_rate}\nThe symbolic metabolic rate $R_{\\text{meta}}$ of a system of coupled symbolic membranes $\\{\\mathcal{M}_i\\}$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is defined as (cf.~Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, Def.~\\ref{definition:bk2_symbolic_free_energy}):\n\\[\nR_{\\text{meta}} = \\sum_{i,j} \\int_{\\mathcal{M}_i \\times \\mathcal{M}_j} \\rho_{ij}(x,y) \\|\\nabla_g H_{ij}(x,y)\\|_g \\, d\\mu_g(x) \\, d\\mu_g(y)\n\\]\nwhere:\n\\begin{itemize}\n \\item $\\rho_{ij}$ is the joint symbolic probability density (Def.~\\ref{definition:bk2__symbolic_probability_density}) over the coupled membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$,\n \\item $H_{ij}$ is the coupling Hamiltonian (energy) between membranes (Definition~\\ref{definition:bk3_induced_coupling_energy}),\n \\item $\\nabla_g$ is the gradient with respect to the symbolic metric $g$ (from Def.~\\ref{definition:bk2_symbolic_probability_spa}) (acting on both $x$ and $y$ components, norm taken in the product tangent space),\n \\item and the integral quantifies the total symbolic flux or activity driven by coupling-induced forces, weighted by the probability density.\n\\end{itemize}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_probability_spa", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "theorem:bk3_couplinginduced_drift_modification" ], "cites": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_probability_spa", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "theorem:bk3_couplinginduced_drift_modification" ], "cited_by": [ "definition:bk3_symbolic_homeostasis", "proof:bk3_sketch_field_perturbation", "remark:bk3_symbolic_membrane_remark", "theorem:bk3_criteria_persistent_symbolic_life", "theorem:bk3_homeostatic_reflexes" ], "ref_roles": [ { "label": "definition:bk2__symbolic_probability_density", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 35, "logical_support": true, "context": "d\\mu_g(x) \\, d\\mu_g(y) \\] where: \\begin{itemize} \\item $\\rho_{ij}$ is the joint symbolic probability density (Def.~\\ref{definition:bk2__symbolic_probability_density}) over the coupled membranes $\\mathcal{M}_i$ and $\\mathcal{M}_j$, \\item $H_{ij}$ is the coupling Hamiltonian (energy" }, { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "f{definition:bk3_symbolic_membrane}) is defined as (cf.~Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, Def.~\\ref{definition:bk2_symbolic_free_energy}): \\[ R_{\\text{meta}} = \\sum_{i,j} \\int_{\\mathcal{M}_i \\times \\mathcal{M}_j} \\rho_{ij}(x,y) \\|\\nabla_g H_{ij}(x,y)\\|_g \\" }, { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": ":bk3_induced_coupling_energy}), \\item $\\nabla_g$ is the gradient with respect to the symbolic metric $g$ (from Def.~\\ref{definition:bk2_symbolic_probability_spa}) (acting on both $x$ and $y$ components, norm taken in the product tangent space), \\item and the integral quantifie" }, { "label": "definition:bk3_induced_coupling_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 95, "logical_support": true, "context": "athcal{M}_i$ and $\\mathcal{M}_j$, \\item $H_{ij}$ is the coupling Hamiltonian (energy) between membranes (Definition~\\ref{definition:bk3_induced_coupling_energy}), \\item $\\nabla_g$ is the gradient with respect to the symbolic metric $g$ (from Def.~\\ref{definition:bk2_symbolic_" }, { "label": "definition:bk3_symbolic_membrane", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "rate} The symbolic metabolic rate $R_{\\text{meta}}$ of a system of coupled symbolic membranes $\\{\\mathcal{M}_i\\}$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is defined as (cf.~Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, Def.~\\ref{definition:bk2_symbolic_free_e" }, { "label": "theorem:bk3_couplinginduced_drift_modification", "role": "cf_near_match", "target_type": "theorem", "target_file": "book3.tex", "target_line": 104, "logical_support": true, "context": "of coupled symbolic membranes $\\{\\mathcal{M}_i\\}$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is defined as (cf.~Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, Def.~\\ref{definition:bk2_symbolic_free_energy}): \\[ R_{\\text{meta}} = \\sum_{i,j} \\int_{\\mathcal{M}_i \\times \\mathcal{M" } ], "depends_on": [ "definition:bk2__symbolic_probability_density", "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_probability_spa", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_membrane", "theorem:bk3_couplinginduced_drift_modification" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK3-026" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book3.metabolicRate_nonneg" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Finite double-sum analogue of the continuous double integral over paired membranes; only nonnegativity of the analogue is proved." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "remark:bk3_symbolic_membrane_remark", "type": "remark", "label": "remark:bk3_symbolic_membrane_remark", "name": "", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 685, "latex_body": "\\begin{remark} \\label{remark:bk3_symbolic_membrane_remark}\nThe symbolic metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) measures the system's internal symbolic \"activity\" — the intensity of regulated information and energy flows that sustain structural coherence and dynamics across the coupled membranes (cf.~Def.~\\ref{definition:bk3_membrane_thermodynamics}, Thm.~\\ref{theorem:bk3_symbiotic_curvature_and_resilience}). It reflects the magnitude of the forces mediating the interactions.\n\\end{remark}", "macros_used": [], "refs": [ "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_metabolic_rate", "theorem:bk3_symbiotic_curvature_and_resilience" ], "cites": [ "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_metabolic_rate", "theorem:bk3_symbiotic_curvature_and_resilience" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_membrane_thermodynamics", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 49, "logical_support": true, "context": "ated information and energy flows that sustain structural coherence and dynamics across the coupled membranes (cf.~Def.~\\ref{definition:bk3_membrane_thermodynamics}, Thm.~\\ref{theorem:bk3_symbiotic_curvature_and_resilience}). It reflects the magnitude of the forces mediating the inte" }, { "label": "definition:bk3_symbolic_metabolic_rate", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 670, "logical_support": true, "context": "\\begin{remark} \\label{remark:bk3_symbolic_membrane_remark} The symbolic metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) measures the system's internal symbolic \"activity\" — the intensity of regulated information and energy flows that sust" }, { "label": "theorem:bk3_symbiotic_curvature_and_resilience", "role": "cf_near_match", "target_type": "theorem", "target_file": "book3.tex", "target_line": 299, "logical_support": true, "context": "ctural coherence and dynamics across the coupled membranes (cf.~Def.~\\ref{definition:bk3_membrane_thermodynamics}, Thm.~\\ref{theorem:bk3_symbiotic_curvature_and_resilience}). It reflects the magnitude of the forces mediating the interactions. \\end{remark}" } ], "depends_on": [ "definition:bk3_membrane_thermodynamics", "definition:bk3_symbolic_metabolic_rate", "theorem:bk3_symbiotic_curvature_and_resilience" ], "role": "remark" }, { "id": "definition:bk3_autophagic_drift", "type": "definition", "label": "definition:bk3_autophagic_drift", "name": "Autophagic Drift", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 690, "latex_body": "\\begin{definition}[Autophagic Drift] \\label{definition:bk3_autophagic_drift}\nAutophagic drift is a symbolic phase in which agency $\\mathcal{A}$ is suspended (cf.~\\ref{corollary:bk9_emergence_of_moral_agency}) \nand symbolic drift $\\mathcal{D}$ proceeds without immediate constraint (cf.~\\ref{definition:bk1_proto_drift_field}). \nThis phase allows symbolic membranes (cf.~\\ref{definition:bk3_symbolic_membrane}) \nto perform selective self-digestion, pruning unstable or incoherent forms and redistributing symbolic free energy (cf.~\\ref{definition:bk2_symbolic_free_energy}).\n\nIt is metabolically essential: a regenerative drift cycle that supports long-term coherence (cf.~\\ref{definition:bk3_symbolic_metabolism}) \nby enabling spontaneous symbolic recomposition beneath the horizon of active regulation (cf.~\\ref{definition:bk1_observer_relative_interpretability}).\n\\end{definition}", "macros_used": [], "refs": [ "corollary:bk9_emergence_of_moral_agency", "definition:bk1_observer_relative_interpretability", "definition:bk1_proto_drift_field", "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_metabolism" ], "cites": [ "corollary:bk9_emergence_of_moral_agency", "definition:bk1_observer_relative_interpretability", "definition:bk1_proto_drift_field", "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_metabolism" ], "cited_by": [ "proof:bk3_sketch_necessity_for_continuous_operation", "proof:bk9_isolation_dissociation_theorem", "theorem:bk9_isolation_dissociation_theorem" ], "ref_roles": [ { "label": "corollary:bk9_emergence_of_moral_agency", "role": "cf_near_match", "target_type": "corollary", "target_file": "book9.tex", "target_line": 127, "logical_support": true, "context": "l{definition:bk3_autophagic_drift} Autophagic drift is a symbolic phase in which agency $\\mathcal{A}$ is suspended (cf.~\\ref{corollary:bk9_emergence_of_moral_agency}) and symbolic drift $\\mathcal{D}$ proceeds without immediate constraint (cf.~\\ref{definition:bk1_proto_drift_field})." }, { "label": "definition:bk1_observer_relative_interpretability", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 190, "logical_support": true, "context": "bk3_symbolic_metabolism}) by enabling spontaneous symbolic recomposition beneath the horizon of active regulation (cf.~\\ref{definition:bk1_observer_relative_interpretability}). \\end{definition}" }, { "label": "definition:bk1_proto_drift_field", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2797, "logical_support": true, "context": "{corollary:bk9_emergence_of_moral_agency}) and symbolic drift $\\mathcal{D}$ proceeds without immediate constraint (cf.~\\ref{definition:bk1_proto_drift_field}). This phase allows symbolic membranes (cf.~\\ref{definition:bk3_symbolic_membrane}) to perform selective self-digesti" }, { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "to perform selective self-digestion, pruning unstable or incoherent forms and redistributing symbolic free energy (cf.~\\ref{definition:bk2_symbolic_free_energy}). It is metabolically essential: a regenerative drift cycle that supports long-term coherence (cf.~\\ref{definition:bk3" }, { "label": "definition:bk3_symbolic_membrane", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "s without immediate constraint (cf.~\\ref{definition:bk1_proto_drift_field}). This phase allows symbolic membranes (cf.~\\ref{definition:bk3_symbolic_membrane}) to perform selective self-digestion, pruning unstable or incoherent forms and redistributing symbolic free energy (cf" }, { "label": "definition:bk3_symbolic_metabolism", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 646, "logical_support": true, "context": "mbolic_free_energy}). It is metabolically essential: a regenerative drift cycle that supports long-term coherence (cf.~\\ref{definition:bk3_symbolic_metabolism}) by enabling spontaneous symbolic recomposition beneath the horizon of active regulation (cf.~\\ref{definition:bk1_obse" } ], "depends_on": [ "corollary:bk9_emergence_of_moral_agency", "definition:bk1_observer_relative_interpretability", "definition:bk1_proto_drift_field", "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_metabolism" ], "role": "definition", "proof_status": "definitional" }, { "id": "section:book3.tex:700", "type": "section", "subtype": "subsection", "label": "", "name": "Metabolic Stability and Regulation", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 700, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_symbolic_homeostasis", "type": "definition", "label": "definition:bk3_symbolic_homeostasis", "name": "Symbolic Homeostasis", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 703, "latex_body": "\\begin{definition}[Symbolic Homeostasis] \\label{definition:bk3_symbolic_homeostasis}\nA symbolic system maintains homeostasis if, for a bounded range of perturbations $\\delta$ (affecting, e.g., drift fields or external potentials), the symbolic metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) remains within a stable operating band (cf.~Thm.~\\ref{theorem:bk3_membrane_stability_criteria}, Def.~\\ref{definition:bk2_symbolic_free_energy}):\n\\[\nR_{\\text{min}} \\leq R_{\\text{meta}}(\\delta) \\leq R_{\\text{max}}\n\\]\nwhere $R_{\\text{min}}, R_{\\text{max}}$ are threshold bounds set by system\nstructure (e.g., membranes, Def.~\\ref{definition:bk3_symbolic_membrane}) and\nviability requirements.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_metabolic_rate", "theorem:bk3_membrane_stability_criteria" ], "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_metabolic_rate", "theorem:bk3_membrane_stability_criteria" ], "cited_by": [ "axiom:bk9_emergent_autonomy", "definition:bk6_symbolic_confidence_field", "definition:bk6_symbolic_mutation", "lemma:bk6_conservation_of_symbolic_information", "proof:bk3_sketch_field_perturbation", "remark:bk8_symbolic_repair_loop", "subsec:bk6_from_map_to_operator_formalism", "theorem:bk3_criteria_persistent_symbolic_life", "theorem:bk3_homeostatic_reflexes" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "c_metabolic_rate}) remains within a stable operating band (cf.~Thm.~\\ref{theorem:bk3_membrane_stability_criteria}, Def.~\\ref{definition:bk2_symbolic_free_energy}): \\[ R_{\\text{min}} \\leq R_{\\text{meta}}(\\delta) \\leq R_{\\text{max}} \\] where $R_{\\text{min}}, R_{\\text{max}}$ are thre" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "ext{max}} \\] where $R_{\\text{min}}, R_{\\text{max}}$ are threshold bounds set by system structure (e.g., membranes, Def.~\\ref{definition:bk3_symbolic_membrane}) and viability requirements. \\end{definition}" }, { "label": "definition:bk3_symbolic_metabolic_rate", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 670, "logical_support": true, "context": "ns $\\delta$ (affecting, e.g., drift fields or external potentials), the symbolic metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) remains within a stable operating band (cf.~Thm.~\\ref{theorem:bk3_membrane_stability_criteria}, Def.~\\ref{definition:b" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "cf_near_match", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "$R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) remains within a stable operating band (cf.~Thm.~\\ref{theorem:bk3_membrane_stability_criteria}, Def.~\\ref{definition:bk2_symbolic_free_energy}): \\[ R_{\\text{min}} \\leq R_{\\text{meta}}(\\delta) \\leq R_{\\text{max}} \\]" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_metabolic_rate", "theorem:bk3_membrane_stability_criteria" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK3-027" ], "statuses": [ "exact" ], "witnesses": [ "Book3.homeostatic_band_nonempty" ], "countermodels": [], "conditions": [], "notes": [ "Operating-band definition and the trivial-but-real consequence that a homeostatic state forces rmin<=rmax." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk3_homeostatic_reflexes", "type": "theorem", "label": "theorem:bk3_homeostatic_reflexes", "name": "Homeostatic Reflexes", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 714, "latex_body": "\\begin{theorem}[Homeostatic Reflexes] \\label{theorem:bk3_homeostatic_reflexes}\nA symbolic system exhibits homeostatic reflexes if perturbations $\\delta$ trigger compensatory adjustments $\\Delta D_i$ in the drift fields (or other regulatory parameters like $\\eta_i, \\lambda_{ij}$ from Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification} and Def.~\\ref{definition:bk3_induced_coupling_energy}) such that the sensitivity of the metabolic rate (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) to the perturbation is bounded (cf.~Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk1_drift_field}):\n\\[\n\\left| \\frac{d R_{\\text{meta}}}{d \\delta} \\right| \\leq C\n\\]\nfor some bounded constant $C > 0$, across a specified operating regime. This implies that the system actively counteracts disturbances to maintain its metabolic rate (supporting Def.~\\ref{definition:bk3_symbolic_homeostasis}).\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_metabolic_rate", "theorem:bk3_couplinginduced_drift_modification" ], "cites": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_metabolic_rate", "theorem:bk3_couplinginduced_drift_modification" ], "cited_by": [ "proof:bk3_sketch_field_perturbation" ], "proof_labels": [ "proof:bk3_sketch_field_perturbation" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "n:bk3_symbolic_metabolic_rate}) to the perturbation is bounded (cf.~Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk1_drift_field}): \\[ \\left| \\frac{d R_{\\text{meta}}}{d \\delta} \\right| \\leq C \\] for some bounded constant $C > 0$, across a specified" }, { "label": "definition:bk1_reflection_operator", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "vity of the metabolic rate (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) to the perturbation is bounded (cf.~Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk1_drift_field}): \\[ \\left| \\frac{d R_{\\text{meta}}}{d \\delta} \\right| \\leq C \\] for some bounde" }, { "label": "definition:bk3_induced_coupling_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 95, "logical_support": true, "context": "gulatory parameters like $\\eta_i, \\lambda_{ij}$ from Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification} and Def.~\\ref{definition:bk3_induced_coupling_energy}) such that the sensitivity of the metabolic rate (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) to the perturbatio" }, { "label": "definition:bk3_symbolic_homeostasis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 703, "logical_support": true, "context": "regime. This implies that the system actively counteracts disturbances to maintain its metabolic rate (supporting Def.~\\ref{definition:bk3_symbolic_homeostasis}). \\end{theorem}" }, { "label": "definition:bk3_symbolic_metabolic_rate", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 670, "logical_support": true, "context": "ification} and Def.~\\ref{definition:bk3_induced_coupling_energy}) such that the sensitivity of the metabolic rate (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) to the perturbation is bounded (cf.~Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk1_drift_fiel" }, { "label": "theorem:bk3_couplinginduced_drift_modification", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 104, "logical_support": true, "context": "tory adjustments $\\Delta D_i$ in the drift fields (or other regulatory parameters like $\\eta_i, \\lambda_{ij}$ from Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification} and Def.~\\ref{definition:bk3_induced_coupling_energy}) such that the sensitivity of the metabolic rate (Def.~\\ref{defin" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk3_induced_coupling_energy", "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_symbiosis", "lemma:bk1_existence_of_metric", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_membrane_stability_criteria" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-028" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.metabolic_response_deviation_bound" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "The derivative bound |dR/dDelta|<=C is modeled as a Lipschitz condition on the response function (a modeling commitment); a genuine two-sided deviation-from-baseline bound is derived from it." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_sketch_field_perturbation", "type": "proof", "label": "proof:bk3_sketch_field_perturbation", "name": "Bounded Sensitivity via Drift Compensation", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 722, "latex_body": "\\begin{proof}[Bounded Sensitivity via Drift Compensation]\n\\label{proof:bk3_sketch_field_perturbation}\n\\leavevmode\n\nLet $\\delta$ be a perturbation to the drift fields: $D_i \\mapsto D_i + \\delta D_i$,\nwith $\\|\\delta D_i\\| \\leq \\delta$ for small $\\delta > 0$.\n\n\\textbf{Compensatory response.}\nBy Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, the coupling mechanism\nproduces compensatory drift adjustments $\\Delta D_i$ that oppose deviations from the\nsymbiotic equilibrium (Def.~\\ref{definition:bk3_symbolic_symbiosis}, condition 3):\n\\[\n\\Delta D_i = -\\kappa_{\\text{symb}} \\cdot \\delta D_i + O(\\delta^2),\n\\]\nfor a coupling constant $\\kappa_{\\text{symb}} > 0$ derived from the membrane stability\nanalysis (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}).\n\n\\textbf{Sensitivity bound via Grönwall.}\nThe metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metabolic_rate})\ndepends on $D_i$ through the coupling energies $H_{ij}$ and probability flows $\\rho_{ij}$.\nLet $r(t) = |R_{\\text{meta}}(t) - R_{\\text{meta}}^0|$ be the deviation from unperturbed\nrate. The compensated dynamics give:\n\\[\n\\dot{r}(t) \\leq (1 - \\kappa_{\\text{symb}})\\|\\delta D_i\\| + L_H\\cdot r(t),\n\\]\nwhere $L_H$ is the Lipschitz constant of $\\nabla_g H_{ij}$ (finite by smoothness of $M$,\nLemma~\\ref{lemma:bk1_existence_of_metric}). By Grönwall's inequality:\n\\[\nr(t) \\leq \\frac{(1-\\kappa_{\\text{symb}})\\delta}{L_H}(e^{L_H t} - 1).\n\\]\nOn bounded observation horizons $t \\in [0,T]$, the sensitivity is bounded by\n$C = (1-\\kappa_{\\text{symb}})(e^{L_H T}-1)$, giving\n$|dR_{\\text{meta}}/d\\delta| \\leq C < \\infty$ as required.\n\n\\textbf{Homeostasis.}\nSince $C$ is finite and the operating band $[R_{\\text{min}}, R_{\\text{max}}]$\n(Def.~\\ref{definition:bk3_symbolic_homeostasis}) has positive width $\\geq 2C\\delta$\nfor sufficiently small $\\delta$, the perturbed metabolic rate remains within bounds.\nHence the system exhibits homeostatic reflexes (Thm.~\\ref{theorem:bk3_homeostatic_reflexes}).\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_symbiosis", "lemma:bk1_existence_of_metric", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_homeostatic_reflexes", "theorem:bk3_membrane_stability_criteria" ], "proves": "theorem:bk3_homeostatic_reflexes", "cites": [ "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_symbiosis", "lemma:bk1_existence_of_metric", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_homeostatic_reflexes", "theorem:bk3_membrane_stability_criteria" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_symbolic_homeostasis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 703, "logical_support": true, "context": "as required. \\textbf{Homeostasis.} Since $C$ is finite and the operating band $[R_{\\text{min}}, R_{\\text{max}}]$ (Def.~\\ref{definition:bk3_symbolic_homeostasis}) has positive width $\\geq 2C\\delta$ for sufficiently small $\\delta$, the perturbed metabolic rate remains within bounds" }, { "label": "definition:bk3_symbolic_metabolic_rate", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 670, "logical_support": true, "context": "bk3_membrane_stability_criteria}). \\textbf{Sensitivity bound via Grönwall.} The metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) depends on $D_i$ through the coupling energies $H_{ij}$ and probability flows $\\rho_{ij}$. Let $r(t) = |R_{\\text{meta}" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "hanism produces compensatory drift adjustments $\\Delta D_i$ that oppose deviations from the symbiotic equilibrium (Def.~\\ref{definition:bk3_symbolic_symbiosis}, condition 3): \\[ \\Delta D_i = -\\kappa_{\\text{symb}} \\cdot \\delta D_i + O(\\delta^2), \\] for a coupling constant $\\kappa" }, { "label": "lemma:bk1_existence_of_metric", "role": "proof_support", "target_type": "lemma", "target_file": "scholium_symbolicum.tex", "target_line": 2886, "logical_support": true, "context": "_i\\| + L_H\\cdot r(t), \\] where $L_H$ is the Lipschitz constant of $\\nabla_g H_{ij}$ (finite by smoothness of $M$, Lemma~\\ref{lemma:bk1_existence_of_metric}). By Grönwall's inequality: \\[ r(t) \\leq \\frac{(1-\\kappa_{\\text{symb}})\\delta}{L_H}(e^{L_H t} - 1). \\] On bounded obser" }, { "label": "theorem:bk3_couplinginduced_drift_modification", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 104, "logical_support": true, "context": "o D_i + \\delta D_i$, with $\\|\\delta D_i\\| \\leq \\delta$ for small $\\delta > 0$. \\textbf{Compensatory response.} By Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, the coupling mechanism produces compensatory drift adjustments $\\Delta D_i$ that oppose deviations from the symbiotic" }, { "label": "theorem:bk3_homeostatic_reflexes", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 714, "logical_support": true, "context": "mall $\\delta$, the perturbed metabolic rate remains within bounds. Hence the system exhibits homeostatic reflexes (Thm.~\\ref{theorem:bk3_homeostatic_reflexes}). \\end{proof}" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "+ O(\\delta^2), \\] for a coupling constant $\\kappa_{\\text{symb}} > 0$ derived from the membrane stability analysis (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}). \\textbf{Sensitivity bound via Grönwall.} The metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_met" } ], "depends_on": [ "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_symbiosis", "lemma:bk1_existence_of_metric", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_homeostatic_reflexes", "theorem:bk3_membrane_stability_criteria" ], "role": "proof" }, { "id": "section:book3.tex:763", "type": "section", "subtype": "subsection", "label": "", "name": "Persistent Symbolic Life", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 763, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_symbolic_autopoiesis", "type": "definition", "label": "definition:bk3_symbolic_autopoiesis", "name": "Symbolic Autopoiesis", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 765, "latex_body": "\\begin{definition}[Symbolic Autopoiesis] \\label{definition:bk3_symbolic_autopoiesis}\nA symbolic system exhibits autopoiesis (self-production and maintenance) if it sustains a closed loop of symbolic production, maintenance, and regulation of its own constituent components (membranes (Def.~\\ref{definition:bk3_symbolic_membrane}), coupling maps (Def.~\\ref{definition:bk3_coupling_map}), etc.), characterized by:\n\\begin{enumerate}\n \\item Self-Maintenance: Membranes $\\{\\mathcal{M}_i\\}$ persist over time via\n internal stability (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}) and\n symbiotic stabilization (Def.~\\ref{definition:bk3_symbolic_symbiosis}).\n \\item Self-Modification: Reflexive encodings (Def.~\\ref{definition:bk3_reflexive_encoding}) and coupling dynamics (e.g. Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, Def.~\\ref{definition:bk3_induced_coupling_energy}) allow the system to modify its own drift fields, coupling configurations, and potentially membrane boundaries or permeability in response to experience or internal states.\n \\item Self-Extension: Conceptual bridges (Def.~\\ref{definition:bk3_conceptual_bridge}) can evolve or be newly formed, allowing the system to incorporate new symbolic domains or refine its internal network structure ($\\mathcal{N}$, Def.~\\ref{definition:bk3_symbolic_network}).\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_conceptual_bridge", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network", "definition:bk3_symbolic_symbiosis", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_membrane_stability_criteria" ], "cites": [ "definition:bk3_conceptual_bridge", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network", "definition:bk3_symbolic_symbiosis", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_membrane_stability_criteria" ], "cited_by": [ "definition:bk6_symbolic_operator_canon", "remark:bk3_toward_symbolic_evolution", "scholium:bk8_metabolic_programming_as_proto_freedom", "scholium:bk9_concluding_reflection_c" ], "ref_roles": [ { "label": "definition:bk3_conceptual_bridge", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 219, "logical_support": true, "context": "daries or permeability in response to experience or internal states. \\item Self-Extension: Conceptual bridges (Def.~\\ref{definition:bk3_conceptual_bridge}) can evolve or be newly formed, allowing the system to incorporate new symbolic domains or refine its internal network" }, { "label": "definition:bk3_coupling_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 85, "logical_support": true, "context": "ulation of its own constituent components (membranes (Def.~\\ref{definition:bk3_symbolic_membrane}), coupling maps (Def.~\\ref{definition:bk3_coupling_map}), etc.), characterized by: \\begin{enumerate} \\item Self-Maintenance: Membranes $\\{\\mathcal{M}_i\\}$ persist over tim" }, { "label": "definition:bk3_induced_coupling_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 95, "logical_support": true, "context": "on:bk3_reflexive_encoding}) and coupling dynamics (e.g. Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, Def.~\\ref{definition:bk3_induced_coupling_energy}) allow the system to modify its own drift fields, coupling configurations, and potentially membrane boundaries or perme" }, { "label": "definition:bk3_reflexive_encoding", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 183, "logical_support": true, "context": "ic stabilization (Def.~\\ref{definition:bk3_symbolic_symbiosis}). \\item Self-Modification: Reflexive encodings (Def.~\\ref{definition:bk3_reflexive_encoding}) and coupling dynamics (e.g. Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, Def.~\\ref{definition:bk3_induce" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "ns a closed loop of symbolic production, maintenance, and regulation of its own constituent components (membranes (Def.~\\ref{definition:bk3_symbolic_membrane}), coupling maps (Def.~\\ref{definition:bk3_coupling_map}), etc.), characterized by: \\begin{enumerate} \\item Self-Mai" }, { "label": "definition:bk3_symbolic_network", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 536, "logical_support": true, "context": ", allowing the system to incorporate new symbolic domains or refine its internal network structure ($\\mathcal{N}$, Def.~\\ref{definition:bk3_symbolic_network}). \\end{enumerate} \\end{definition}" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "e via internal stability (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}) and symbiotic stabilization (Def.~\\ref{definition:bk3_symbolic_symbiosis}). \\item Self-Modification: Reflexive encodings (Def.~\\ref{definition:bk3_reflexive_encoding}) and coupling dynamics" }, { "label": "theorem:bk3_couplinginduced_drift_modification", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 104, "logical_support": true, "context": "Self-Modification: Reflexive encodings (Def.~\\ref{definition:bk3_reflexive_encoding}) and coupling dynamics (e.g. Thm.~\\ref{theorem:bk3_couplinginduced_drift_modification}, Def.~\\ref{definition:bk3_induced_coupling_energy}) allow the system to modify its own drift fields, coupling configura" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "enumerate} \\item Self-Maintenance: Membranes $\\{\\mathcal{M}_i\\}$ persist over time via internal stability (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}) and symbiotic stabilization (Def.~\\ref{definition:bk3_symbolic_symbiosis}). \\item Self-Modification: Reflexive" } ], "depends_on": [ "definition:bk3_conceptual_bridge", "definition:bk3_coupling_map", "definition:bk3_induced_coupling_energy", "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane", "definition:bk3_symbolic_network", "definition:bk3_symbolic_symbiosis", "theorem:bk3_couplinginduced_drift_modification", "theorem:bk3_membrane_stability_criteria" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk3_criteria_persistent_symbolic_life", "type": "theorem", "label": "theorem:bk3_criteria_persistent_symbolic_life", "name": "Persistent Symbolic Life Criteria", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 777, "latex_body": "\\begin{theorem}[Persistent Symbolic Life Criteria] \\label{theorem:bk3_criteria_persistent_symbolic_life}\nA symbolic system supports persistent symbolic life (understood as a dynamically stable, adaptive, and potentially growing symbolic organization) if (cf.~Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}, Def.~\\ref{definition:bk2_symbolic_entropy}, Def.~\\ref{definition:bk1_observer_horizon_structure}):\n\\begin{enumerate}\n \\item Symbolic metabolic rate $R_{\\text{meta}}$\n (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) stays within stable\n operating bands $[R_{\\text{min}}, R_{\\text{max}}]$, indicating sustained\n regulated activity (symbolic homeostasis,\n Def.~\\ref{definition:bk3_symbolic_homeostasis}).\n \\item Symbolic knowledge structure $K(r)$\n (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) grows recurrently\n (e.g., Thm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth}),\n indicating ongoing refinement and complexification.\n \\item Symbiotic curvature $\\kappa_{\\text{symb}}$\n (Def.~\\ref{definition:bk3_symbiotic_curvature}) stays strictly positive and\n bounded away from zero, ensuring persistent coupling, stability\n enhancement, and information exchange\n (Def.~\\ref{definition:bk3_symbolic_symbiosis},\n Thm.~\\ref{theorem:bk3_properties_of_symbiotic_curvature}).\n\\end{enumerate}\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk1_observer_horizon_structure", "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk2_symbolic_entropy", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_knowledge_structure", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_symbiosis", "theorem:bk3_conditions_sustained_symbolic_growth", "theorem:bk3_properties_of_symbiotic_curvature" ], "cites": [ "definition:bk1_observer_horizon_structure", "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk2_symbolic_entropy", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_knowledge_structure", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_symbiosis", "theorem:bk3_conditions_sustained_symbolic_growth", "theorem:bk3_properties_of_symbiotic_curvature" ], "cited_by": [ "corollary:bk4_emergence_of_meaning", "proof:bk4_freedom_growth_fragmentation", "proof:bk9_stability_conditions_for_the_good", "remark:bk3_toward_symbolic_evolution", "scholium:bk4_symbolic_self_organization", "sec:bk9_emergence_ethics_and_compassion", "theorem:bk3_symbolic_life_satisfies_canonical_definitions", "theorem:bk4_freedom_life_connection", "theorem:bk8_biological_phase_transition" ], "proof_labels": [ "proof:bk3_sketch_necessity_for_continuous_operation" ], "ref_roles": [ { "label": "definition:bk1_observer_horizon_structure", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1232, "logical_support": true, "context": "(cf.~Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}, Def.~\\ref{definition:bk2_symbolic_entropy}, Def.~\\ref{definition:bk1_observer_horizon_structure}): \\begin{enumerate} \\item Symbolic metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metaboli" }, { "label": "definition:bk1_self_regulating_mapping_function_srmf", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2230, "logical_support": true, "context": "ymbolic life (understood as a dynamically stable, adaptive, and potentially growing symbolic organization) if (cf.~Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}, Def.~\\ref{definition:bk2_symbolic_entropy}, Def.~\\ref{definition:bk1_observer_horizon_structure}): \\begin{enumerate}" }, { "label": "definition:bk2_symbolic_entropy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "otentially growing symbolic organization) if (cf.~Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}, Def.~\\ref{definition:bk2_symbolic_entropy}, Def.~\\ref{definition:bk1_observer_horizon_structure}): \\begin{enumerate} \\item Symbolic metabolic rate $R_{\\text{m" }, { "label": "definition:bk3_symbiotic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 252, "logical_support": true, "context": "indicating ongoing refinement and complexification. \\item Symbiotic curvature $\\kappa_{\\text{symb}}$ (Def.~\\ref{definition:bk3_symbiotic_curvature}) stays strictly positive and bounded away from zero, ensuring persistent coupling, stability enhancement, and i" }, { "label": "definition:bk3_symbolic_homeostasis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 703, "logical_support": true, "context": "g bands $[R_{\\text{min}}, R_{\\text{max}}]$, indicating sustained regulated activity (symbolic homeostasis, Def.~\\ref{definition:bk3_symbolic_homeostasis}). \\item Symbolic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) grows recu" }, { "label": "definition:bk3_symbolic_knowledge_structure", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 448, "logical_support": true, "context": "meostasis, Def.~\\ref{definition:bk3_symbolic_homeostasis}). \\item Symbolic knowledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) grows recurrently (e.g., Thm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth}), indicating ongoing refi" }, { "label": "definition:bk3_symbolic_metabolic_rate", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 670, "logical_support": true, "context": "ition:bk1_observer_horizon_structure}): \\begin{enumerate} \\item Symbolic metabolic rate $R_{\\text{meta}}$ (Def.~\\ref{definition:bk3_symbolic_metabolic_rate}) stays within stable operating bands $[R_{\\text{min}}, R_{\\text{max}}]$, indicating sustained regulated activit" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "bounded away from zero, ensuring persistent coupling, stability enhancement, and information exchange (Def.~\\ref{definition:bk3_symbolic_symbiosis}, Thm.~\\ref{theorem:bk3_properties_of_symbiotic_curvature}). \\end{enumerate} \\end{theorem}" }, { "label": "theorem:bk3_conditions_sustained_symbolic_growth", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 509, "logical_support": true, "context": "owledge structure $K(r)$ (Def.~\\ref{definition:bk3_symbolic_knowledge_structure}) grows recurrently (e.g., Thm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth}), indicating ongoing refinement and complexification. \\item Symbiotic curvature $\\kappa_{\\text{symb}}$ (Def" }, { "label": "theorem:bk3_properties_of_symbiotic_curvature", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 261, "logical_support": true, "context": "upling, stability enhancement, and information exchange (Def.~\\ref{definition:bk3_symbolic_symbiosis}, Thm.~\\ref{theorem:bk3_properties_of_symbiotic_curvature}). \\end{enumerate} \\end{theorem}" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_observer_horizon_structure", "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk2_symbolic_entropy", "definition:bk3_autophagic_drift", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_homeostasis", "definition:bk3_symbolic_knowledge_structure", "definition:bk3_symbolic_metabolic_rate", "definition:bk3_symbolic_metabolism", "definition:bk3_symbolic_symbiosis", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk3_conditions_sustained_symbolic_growth", "theorem:bk3_membrane_stability_criteria", "theorem:bk3_properties_of_symbiotic_curvature" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-029" ], "statuses": [ "conditional" ], "witnesses": [ "Book3.persistentLife_kappa_pos", "Book3.persistentLife_rmin_le_rmax" ], "countermodels": [], "conditions": [ "manifold/PDE/Helmholtz content of Book 3 is NOT formalized; static and finite-discrete kernels only", "modeling laws (rate equations, stability conditions, Lipschitz response) are structure fields" ], "notes": [ "Capstone structure assembling the three named criteria (homeostatic metabolic rate, positive growth increment, curvature bounded away from zero) as fields, with two projection consequences proved." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_sketch_necessity_for_continuous_operation", "type": "proof", "label": "proof:bk3_sketch_necessity_for_continuous_operation", "name": "Necessity of Each Condition for Persistent Symbolic Life", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 798, "latex_body": "\\begin{proof}[Necessity of Each Condition for Persistent Symbolic Life]\n\\label{proof:bk3_sketch_necessity_for_continuous_operation}\n\\leavevmode\n\nWe prove each condition is necessary by contradiction.\n\n\\textbf{Necessity of Condition 1} ($R_{\\text{meta}} \\in [R_{\\text{min}}, R_{\\text{max}}]$).\nSuppose homeostasis fails: either $R_{\\text{meta}} < R_{\\text{min}}$ or\n$R_{\\text{meta}} > R_{\\text{max}}$ persistently.\nIf $R_{\\text{meta}} < R_{\\text{min}}$, symbolic metabolism\n(Def.~\\ref{definition:bk3_symbolic_metabolism}) falls below the threshold\nrequired to maintain membrane coherence; by\nThm.~\\ref{theorem:bk3_membrane_stability_criteria} the free energy $F_i(\\beta_i)$\nis no longer at a local minimum and restorative forces are lost, driving the\nsystem toward collapse.\nIf $R_{\\text{meta}} > R_{\\text{max}}$, autophagic drift\n(Def.~\\ref{definition:bk3_autophagic_drift}) accelerates unboundedly; by the\nH-theorem (Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}) entropy grows\nmonotonically and symbolic coherence is destroyed.\nIn either case persistent symbolic life is impossible.\n\n\\textbf{Necessity of Condition 2} (Recurrent growth of $K(r)$).\nSuppose $K(r)$ does not grow recurrently: there exists $R_0$ such that for all\n$r_0 \\geq R_0$, $\\int_{r_0}^{r_0+T}(I'(s)-D'(s))\\,ds \\leq 0$ for every $T>0$.\nBy Thm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth}, differentiation\ndominates or balances integration, so $K(r)$ stagnates or fragments.\nA stagnant $K(r)$ cannot adapt to perturbations in drift fields or coupling\nparameters; under persistent drift (Def.~\\ref{definition:bk1_drift_field}),\nstatic symbolic structures lose coherence over time, and the system eventually\nfalls below the viability threshold, contradicting persistence.\n\n\\textbf{Necessity of Condition 3} ($\\kappa_{\\text{symb}} > \\epsilon > 0$).\nSuppose $\\kappa_{\\text{symb}} \\to 0$.\nBy Def.~\\ref{definition:bk3_symbiotic_curvature}, this requires either\n$S_i^{\\text{coupled}}/S_i^{\\text{isolated}} \\to 1$ (coupling ceases to enhance\nstability) or $I(\\mathcal{M}_i;\\mathcal{M}_j) \\to 0$ (membranes become\ninformationally independent) for all pairs.\nIn either case the drift compensation condition of\nDef.~\\ref{definition:bk3_symbolic_symbiosis} (condition 3) fails:\n$\\|\\delta D_i + \\delta D_i^{\\text{response}}\\|_g \\to \\|\\delta D_i\\|_g$,\nso membranes can no longer buffer each other's perturbations.\nBy the subadditivity property (Thm.~\\ref{theorem:bk3_properties_of_symbiotic_curvature},\nclause 4), once coupling vanishes the system reduces to isolated membranes with\n$\\kappa_{\\text{symb}}(A \\cup B) \\leq \\max(\\kappa_{\\text{symb}}(A),\\kappa_{\\text{symb}}(B))$,\neach surviving independently — which is not persistent \\emph{symbolic life} in the\nsymbiotic sense required by the theorem statement.\n\nSince the failure of any single condition destroys persistence, all three are necessary.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk3_autophagic_drift", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_metabolism", "definition:bk3_symbolic_symbiosis", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk3_conditions_sustained_symbolic_growth", "theorem:bk3_membrane_stability_criteria", "theorem:bk3_properties_of_symbiotic_curvature" ], "proves": "theorem:bk3_criteria_persistent_symbolic_life", "cites": [ "definition:bk1_drift_field", "definition:bk3_autophagic_drift", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_metabolism", "definition:bk3_symbolic_symbiosis", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk3_conditions_sustained_symbolic_growth", "theorem:bk3_membrane_stability_criteria", "theorem:bk3_properties_of_symbiotic_curvature" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "s. A stagnant $K(r)$ cannot adapt to perturbations in drift fields or coupling parameters; under persistent drift (Def.~\\ref{definition:bk1_drift_field}), static symbolic structures lose coherence over time, and the system eventually falls below the viability threshold, c" }, { "label": "definition:bk3_autophagic_drift", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 690, "logical_support": true, "context": "tive forces are lost, driving the system toward collapse. If $R_{\\text{meta}} > R_{\\text{max}}$, autophagic drift (Def.~\\ref{definition:bk3_autophagic_drift}) accelerates unboundedly; by the H-theorem (Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}) entropy grows monotonic" }, { "label": "definition:bk3_symbiotic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 252, "logical_support": true, "context": "textbf{Necessity of Condition 3} ($\\kappa_{\\text{symb}} > \\epsilon > 0$). Suppose $\\kappa_{\\text{symb}} \\to 0$. By Def.~\\ref{definition:bk3_symbiotic_curvature}, this requires either $S_i^{\\text{coupled}}/S_i^{\\text{isolated}} \\to 1$ (coupling ceases to enhance stability) or $I(\\" }, { "label": "definition:bk3_symbolic_metabolism", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 646, "logical_support": true, "context": "}$ or $R_{\\text{meta}} > R_{\\text{max}}$ persistently. If $R_{\\text{meta}} < R_{\\text{min}}$, symbolic metabolism (Def.~\\ref{definition:bk3_symbolic_metabolism}) falls below the threshold required to maintain membrane coherence; by Thm.~\\ref{theorem:bk3_membrane_stability_criteri" }, { "label": "definition:bk3_symbolic_symbiosis", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 132, "logical_support": true, "context": "$ (membranes become informationally independent) for all pairs. In either case the drift compensation condition of Def.~\\ref{definition:bk3_symbolic_symbiosis} (condition 3) fails: $\\|\\delta D_i + \\delta D_i^{\\text{response}}\\|_g \\to \\|\\delta D_i\\|_g$, so membranes can no longer" }, { "label": "theorem:bk2_h_theorem_for_symbolic_evol", "role": "proof_support", "target_type": "theorem", "target_file": "book2.tex", "target_line": 255, "logical_support": true, "context": "t{max}}$, autophagic drift (Def.~\\ref{definition:bk3_autophagic_drift}) accelerates unboundedly; by the H-theorem (Thm.~\\ref{theorem:bk2_h_theorem_for_symbolic_evol}) entropy grows monotonically and symbolic coherence is destroyed. In either case persistent symbolic life is impossible" }, { "label": "theorem:bk3_conditions_sustained_symbolic_growth", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 509, "logical_support": true, "context": "re exists $R_0$ such that for all $r_0 \\geq R_0$, $\\int_{r_0}^{r_0+T}(I'(s)-D'(s))\\,ds \\leq 0$ for every $T>0$. By Thm.~\\ref{theorem:bk3_conditions_sustained_symbolic_growth}, differentiation dominates or balances integration, so $K(r)$ stagnates or fragments. A stagnant $K(r)$ cannot adapt to" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "f.~\\ref{definition:bk3_symbolic_metabolism}) falls below the threshold required to maintain membrane coherence; by Thm.~\\ref{theorem:bk3_membrane_stability_criteria} the free energy $F_i(\\beta_i)$ is no longer at a local minimum and restorative forces are lost, driving the system towa" }, { "label": "theorem:bk3_properties_of_symbiotic_curvature", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 261, "logical_support": true, "context": "to \\|\\delta D_i\\|_g$, so membranes can no longer buffer each other's perturbations. By the subadditivity property (Thm.~\\ref{theorem:bk3_properties_of_symbiotic_curvature}, clause 4), once coupling vanishes the system reduces to isolated membranes with $\\kappa_{\\text{symb}}(A \\cup B) \\leq \\" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk3_autophagic_drift", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_metabolism", "definition:bk3_symbolic_symbiosis", "theorem:bk2_h_theorem_for_symbolic_evol", "theorem:bk3_conditions_sustained_symbolic_growth", "theorem:bk3_membrane_stability_criteria", "theorem:bk3_properties_of_symbiotic_curvature" ], "role": "proof" }, { "id": "subsec:bk3_canonical_grounding_of_symbolic_life", "type": "section", "subtype": "subsection", "label": "subsec:bk3_canonical_grounding_of_symbolic_life", "name": "Canonical Grounding of Symbolic Life", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 848, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk3_canonical_life_standards", "type": "definition", "label": "definition:bk3_canonical_life_standards", "name": "Canonical Life Standards", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 856, "latex_body": "\\begin{definition}[Canonical Life Standards]\n\\label{definition:bk3_canonical_life_standards}\nWe import three independent demarcations of life from the scientific literature:\n\\begin{enumerate}\n \\item[\\textbf{(K)}] \\textbf{Koshland's Seven Pillars} \\citep{koshland2002pillars},\n a deliberately substrate-independent list --- \\emph{Program, Improvisation,\n Compartmentalization, Energy, Regeneration, Adaptability, Seclusion}\n (PICERAS).\n \\item[\\textbf{(N)}] \\textbf{The NASA working definition} \\citep{joyce1994foreword}:\n a \\emph{self-sustaining chemical system capable of Darwinian evolution}.\n \\item[\\textbf{(T)}] \\textbf{The textbook characteristics}\n \\citep{urry2021campbell}: order, energy processing (metabolism), homeostatic\n regulation, growth, reproduction, response to environment, and evolutionary\n adaptation (cf.~\\citealp{schrodinger1944life} on the thermodynamic\n aspect).\n\\end{enumerate}\nA symbolic system is read into (N) by the explicit substrate translation\n\\emph{chemical} $\\mapsto$ \\emph{symbolic}: the claim is not that symbolic life is\nchemical, but that it instantiates the same self-maintenance-plus-heritable-variation\nstructure that (N) uses to demarcate life.\n\\end{definition}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "theorem:bk3_symbolic_life_satisfies_canonical_definitions" ], "depends_on": [], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk3_symbolic_life_satisfies_canonical_definitions", "type": "theorem", "label": "theorem:bk3_symbolic_life_satisfies_canonical_definitions", "name": "Certified Canonical Life Correspondence", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 878, "latex_body": "\\begin{theorem}[Certified Canonical Life Correspondence]\n\\label{theorem:bk3_symbolic_life_satisfies_canonical_definitions}\nLet $\\mathcal S$ satisfy the persistent symbolic life criteria of\nThm.~\\ref{theorem:bk3_criteria_persistent_symbolic_life}. Suppose additionally\nthat a correspondence certificate supplies, for this same system, explicit\nwitnesses of:\n\\begin{enumerate}\n \\item Koshland's program, improvisation, compartmentalization, energy,\n regeneration, adaptability, and seclusion clauses;\n \\item self-maintenance and a population-level Darwinian mechanism with\n variation, heritable transmission, and differential selection;\n \\item the textbook clauses of order, energy processing, homeostasis, growth,\n reproduction, environmental response, and evolutionary adaptation.\n\\end{enumerate}\nThen $\\mathcal S$ satisfies the three canonical standards of\nDef.~\\ref{definition:bk3_canonical_life_standards} in the symbolic register.\nThe three persistence inequalities alone do not construct this correspondence\ncertificate.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_canonical_life_standards", "theorem:bk3_criteria_persistent_symbolic_life" ], "cites": [ "definition:bk3_canonical_life_standards", "theorem:bk3_criteria_persistent_symbolic_life" ], "cited_by": [ "proposition:bk9_stability_conditions_for_the_good" ], "proof_labels": [ "proof:bk3_symbolic_life_satisfies_canonical_definitions" ], "ref_roles": [ { "label": "definition:bk3_canonical_life_standards", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 856, "logical_support": true, "context": "esponse, and evolutionary adaptation. \\end{enumerate} Then $\\mathcal S$ satisfies the three canonical standards of Def.~\\ref{definition:bk3_canonical_life_standards} in the symbolic register. The three persistence inequalities alone do not construct this correspondence certificate. \\e" }, { "label": "theorem:bk3_criteria_persistent_symbolic_life", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 777, "logical_support": true, "context": "3_symbolic_life_satisfies_canonical_definitions} Let $\\mathcal S$ satisfy the persistent symbolic life criteria of Thm.~\\ref{theorem:bk3_criteria_persistent_symbolic_life}. Suppose additionally that a correspondence certificate supplies, for this same system, explicit witnesses of: \\begin{" } ], "depends_on": [ "definition:bk3_canonical_life_standards", "theorem:bk3_criteria_persistent_symbolic_life" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK3-002" ], "statuses": [ "conditional" ], "witnesses": [ "Book3CanonicalLife.operational_symbolic_life_realizes_canonical_demarcations", "Book3CanonicalLife.persistence_alone_does_not_supply_correspondence", "Book3CanonicalLife.repair_improves_iff_morphological_error_decreases" ], "countermodels": [ "Book3CanonicalLife.persistence_alone_does_not_supply_correspondence" ], "conditions": [ "explicit coherence-to-target-morphology representation when the morphology equivalence is used", "inspectable repair, reproduction, heredity, variation, differential-fitness, and response witnesses", "persistent symbolic-life witness", "typed symbolic organism operations" ], "notes": [ "A Book-3-local operational witness now realizes the declared structural substrate translation and every Koshland, NASA, and textbook clause, including evolutionary adaptation, for the same organism. Under an explicit morphology representation bridge, regenerative coherence improvement is equivalent to reduced target-form error. This is structural correspondence rather than chemical identity; persistence alone still cannot manufacture the certificate." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk3_symbolic_life_satisfies_canonical_definitions", "type": "proof", "label": "proof:bk3_symbolic_life_satisfies_canonical_definitions", "name": "Certificate projection", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 898, "latex_body": "\\begin{proof}[Certificate projection]\n\\label{proof:bk3_symbolic_life_satisfies_canonical_definitions}\n\\leavevmode\nThe certificate contains a witness for every named clause of \\textbf{(K)},\n\\textbf{(N)}, and \\textbf{(T)}. Projecting those fields yields the required\nconjunction of canonical standards. The persistence witness identifies the\nsymbolic system to which the certificate applies, but it does not derive the\nexternal clauses. In particular, regeneration, reproduction, heredity, and\nselection remain separately inspectable bridge obligations rather than aliases\nfor positive growth or bounded metabolic rate.\n\nThe NASA clause is conditional on the declared substrate translation\n\\emph{chemical}$\\mapsto$\\emph{symbolic}; the theorem establishes structural\ncorrespondence under that translation, not chemical identity.\nThe accompanying Lean certificate constructs that structural translation from\nself-maintenance, heritable variation, and differential selection, and retains\nthe textbook evolutionary-adaptation clause separately. Where an explicit\nrepresentation identifies symbolic coherence with negative distance from a\ntarget morphology, Lean also proves that regenerative coherence improvement is\nequivalent to reduced target-form error. Revising the target is recorded as\nproto-self-authorship; no Book IX conclusion about freedom is inferred here. A persistent\nsystem paired with a false regeneration clause is a counterexample to any\nattempt to delete the certificate premise.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "theorem:bk3_symbolic_life_satisfies_canonical_definitions", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "scholium:bk3_convergent_demarcation", "type": "scholium", "label": "scholium:bk3_convergent_demarcation", "name": "Certified convergent demarcation", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 923, "latex_body": "\\begin{scholium}[Certified convergent demarcation]\n\\label{scholium:bk3_convergent_demarcation}\nAgreement among the three external demarcations is evidence only after the\ncorrespondence fields have been witnessed for the same system. Where such a\ncertificate exists, later thermodynamic and ethical arguments may use\n\\emph{symbolic life} or \\emph{vitality} in that certified symbolic sense. Where\nit does not, the internal persistence predicate remains an internal viability\ncriterion and must not be silently promoted to biological or chemical life.\n\\end{scholium}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "depends_on": [], "role": "scholium" }, { "id": "section:book3.tex:933", "type": "section", "subtype": "subsection", "label": "", "name": "Toward Symbolic Evolution", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 933, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "remark:bk3_toward_symbolic_evolution", "type": "remark", "label": "remark:bk3_toward_symbolic_evolution", "name": "", "book": "book3", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book3.tex", "line": 936, "latex_body": "\\begin{remark} \\label{remark:bk3_toward_symbolic_evolution}\nThe emergence of persistent symbolic life (Theorem~\\ref{theorem:bk3_criteria_persistent_symbolic_life}), characterized by self-maintaining, self-modifying symbolic systems (Definition~\\ref{definition:bk3_symbolic_autopoiesis}), naturally leads to the conditions necessary for symbolic evolution (cf.~Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk2_symbolic_free_energy}, Def.~\\ref{definition:bk2_symbolic_entropy}). Each such system remains bounded by the horizon of its own observer (cf.~Def.~\\ref{definition:bk1_bounded_observer}), so evolutionary pressure itself is refracted through the epistemic limits that Book IV will formalize. If we consider populations of such symbolic systems (or interacting membranes within a larger system), variations can arise through perturbations to drift fields (mutations) or changes in coupling. Differential stability and persistence (related to $S_i$, $\\kappa_{\\text{symb}}$, $K(r)$) provide a basis for selection, where more resilient or adaptive symbolic configurations are more likely to persist and influence future states. Coupling dynamics mediate interactions and competition/cooperation. Thus, the framework of symbolic thermodynamics and symbiosis potentially gives rise not merely to individual symbolic agents, but to entire ecosystems of evolving symbolic structures.\n\\end{remark}", "macros_used": [], "refs": [ "definition:bk1_bounded_observer", "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_autopoiesis", "theorem:bk3_criteria_persistent_symbolic_life" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_autopoiesis", "theorem:bk3_criteria_persistent_symbolic_life" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": ".~\\ref{definition:bk2_symbolic_entropy}). Each such system remains bounded by the horizon of its own observer (cf.~Def.~\\ref{definition:bk1_bounded_observer}), so evolutionary pressure itself is refracted through the epistemic limits that Book IV will formalize. If we consider" }, { "label": "definition:bk1_drift_field", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "ref{definition:bk3_symbolic_autopoiesis}), naturally leads to the conditions necessary for symbolic evolution (cf.~Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk2_symbolic_free_energy}, Def.~\\ref{definition:bk" }, { "label": "definition:bk1_reflection_operator", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "}), naturally leads to the conditions necessary for symbolic evolution (cf.~Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk2_symbolic_free_energy}, Def.~\\ref{definition:bk2_symbolic_entropy}). Each such system remains" }, { "label": "definition:bk2_symbolic_entropy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "n:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk2_symbolic_free_energy}, Def.~\\ref{definition:bk2_symbolic_entropy}). Each such system remains bounded by the horizon of its own observer (cf.~Def.~\\ref{definition:bk1_bounded_observer})," }, { "label": "definition:bk2_symbolic_free_energy", "role": "cf_near_match", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "for symbolic evolution (cf.~Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}, Def.~\\ref{definition:bk2_symbolic_free_energy}, Def.~\\ref{definition:bk2_symbolic_entropy}). Each such system remains bounded by the horizon of its own observer (cf.~" }, { "label": "definition:bk3_symbolic_autopoiesis", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 765, "logical_support": true, "context": "bk3_criteria_persistent_symbolic_life}), characterized by self-maintaining, self-modifying symbolic systems (Definition~\\ref{definition:bk3_symbolic_autopoiesis}), naturally leads to the conditions necessary for symbolic evolution (cf.~Def.~\\ref{definition:bk1_drift_field}, Def.~\\" }, { "label": "theorem:bk3_criteria_persistent_symbolic_life", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 777, "logical_support": true, "context": "\\begin{remark} \\label{remark:bk3_toward_symbolic_evolution} The emergence of persistent symbolic life (Theorem~\\ref{theorem:bk3_criteria_persistent_symbolic_life}), characterized by self-maintaining, self-modifying symbolic systems (Definition~\\ref{definition:bk3_symbolic_autopoies" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk2_symbolic_entropy", "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_autopoiesis", "theorem:bk3_criteria_persistent_symbolic_life" ], "role": "remark" }, { "id": "sec:bk4_identity_and_symbolic_recursion", "type": "section", "subtype": "section", "label": "sec:bk4_identity_and_symbolic_recursion", "name": "Identity and Symbolic Recursion", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:bk4_foundations_symbolic_identity", "type": "section", "subtype": "subsection", "label": "subsec:bk4_foundations_symbolic_identity", "name": "Foundations of Symbolic Identity", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 3, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_symbolic_identity_carrie", "type": "definition", "label": "definition:bk4_symbolic_identity_carrie", "name": "Symbolic Identity Carrier", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 4, "latex_body": "\\begin{definition}[Symbolic Identity Carrier]\n\\label{definition:bk4_symbolic_identity_carrie}\nA \\emph{symbolic identity carrier} $\\mathcal{I}$ on a symbolic membrane $M_i$ (cf. Def.~\\ref{definition:bk3_symbolic_membrane}), realised as a substructure of the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), is a persistent structure characterized by:\n\\begin{enumerate}\n \\item A core symbolic pattern $\\Psi_i : M_i \\to \\mathbb{R}^+$ such that $\\int_{M_i} \\Psi_i(x)\\, d\\mu_g(x) = 1$\n \\item A stability functional $\\Upsilon_i : \\mathcal{P}(M_i) \\times \\mathcal{P}(M_i) \\to \\mathbb{R}^+$ measuring pattern persistence\n \\item A temporal tracking relation $\\mathcal{T}_{\\Delta t} : M_i(t) \\rightsquigarrow M_i(t+\\Delta t)$ establishing continuity over time\n\\end{enumerate}\nwhere $\\mathcal{P}(M_i)$ denotes the space of probability distributions on $M_i$.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "cited_by": [ "axiom:bk5_metabolic_persistence", "definition:bk4_constraint_domain", "definition:bk4_critical_symbolic_bifurc", "definition:bk4_fragmentation_measure", "definition:bk4_fragmented_identity", "definition:bk4_identity_operators", "definition:bk4_individuated_symbolic_id", "definition:bk4_individuation_path", "definition:bk4_repair_capacity", "definition:bk4_symbolic_flow_freedom", "definition:bk4_test_time_precision_refinement", "definition:bk9_symbolic_accountability", "demonstratio:bk4_ising_model_covenant", "example:bk4_ttpr_identity_refinement", "lemma:bk4_fragmentation_cascade", "lemma:bk4_upper_bound_on_repair_capacit", "proof:bk4_fragmentation_identity_stability", "proof:bk4_freedom_via_symbolic_flow", "proof:bk4_repair_reconnects_fragmentation", "proof:bk4_spectral_stability", "proof:bk4_symbolic_identity_persistence", "proof:bk6_stable_reflective_submanifold", "proof:bk9_meta_reflective_memory_integration", "proof:bk9_pathologies_of_coherence", "proof:bk9_symbolic_masking_and_unmasking", "proof:bk9_symbolic_viability", "proposition:bk9_costs_and_consequences_of_masking", "scholium:bk4_ttdc_symbolic_singularity", "sec:bk7_symbolic_reflexive_validation", "subsec:bk4_foundations_symbolic_fragmentation", "subsec:bk4_symbolic_identity_collapse", "subsec:bk8_module_braid_topology", "subsec:bk8_symbolic_knots_and_emergent_entanglement", "theorem:bk4_auto_encoding_and_identity", "theorem:bk4_drift_reflection_imbalance", "theorem:bk4_existence_of_symbolic_ident", "theorem:bk4_freedom_criterion", "theorem:bk4_reflective_reentry", "theorem:bk4_test_time_differentiation_c" ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "$M_i$ (cf. Def.~\\ref{definition:bk3_symbolic_membrane}), realised as a substructure of the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), is a persistent structure characterized by: \\begin{enumerate} \\item A core symbolic pattern $\\Psi_i : M_i \\to \\ma" }, { "label": "definition:bk3_symbolic_membrane", "role": "cf_near_match", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "n:bk4_symbolic_identity_carrie} A \\emph{symbolic identity carrier} $\\mathcal{I}$ on a symbolic membrane $M_i$ (cf. Def.~\\ref{definition:bk3_symbolic_membrane}), realised as a substructure of the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), is a persisten" } ], "depends_on": [ "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-051" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book4C.symbolicIdentityCarrier_component_le_one" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "the normalization condition integral of Psi_i = 1, discretized to a finite sum, forces every component reading into [0,1]; the stability functional Upsilon_i and temporal tracking relation T_{Delta t} are not modeled." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk4_existence_of_symbolic_ident", "type": "theorem", "label": "theorem:bk4_existence_of_symbolic_ident", "name": "Existence of Symbolic Identity", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 15, "latex_body": "\\begin{theorem}[Existence of Symbolic Identity]\n\\label{theorem:bk4_existence_of_symbolic_ident}\nLet $M_i$ be a symbolic membrane with internal drift field $D_i$ satisfying the stability conditions of Theorem~\\ref{theorem:bk3_membrane_stability_criteria}. A symbolic identity carrier $\\mathcal{I}$ (Def.~\\ref{definition:bk4_symbolic_identity_carrie}) exists on $M_i$ if and only if there exists a time interval $\\Delta T > 0$ such that:\n\\begin{equation} \\label{eq:bk4_mutual_info_expansion_entropy}\n\\Upsilon_i(\\Psi_i(t), \\Psi_i(t+\\Delta t)) \\geq 1 - \\epsilon(t)\n\\end{equation}\nfor all $t$ within the relevant observation window, where $\\epsilon(t) < \\epsilon_{\\text{crit}}$ is a time-dependent error bound and $\\epsilon_{\\text{crit}} < 1$ is a critical threshold.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk4_symbolic_identity_carrie", "theorem:bk3_membrane_stability_criteria" ], "cites": [ "definition:bk4_symbolic_identity_carrie", "theorem:bk3_membrane_stability_criteria" ], "cited_by": [ "definition:bk4_fragmented_identity", "proof:bk1_sketch_observed_consequences", "proof:bk4_fragmentation_identity_stability", "proof:bk4_spectral_stability", "theorem:bk4_reflective_reentry" ], "proof_labels": [ "proof:bk4_symbolic_identity_persistence" ], "ref_roles": [ { "label": "definition:bk4_symbolic_identity_carrie", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 4, "logical_support": true, "context": "ty conditions of Theorem~\\ref{theorem:bk3_membrane_stability_criteria}. A symbolic identity carrier $\\mathcal{I}$ (Def.~\\ref{definition:bk4_symbolic_identity_carrie}) exists on $M_i$ if and only if there exists a time interval $\\Delta T > 0$ such that: \\begin{equation} \\label{eq:bk4_m" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "formal_dependency", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "_ident} Let $M_i$ be a symbolic membrane with internal drift field $D_i$ satisfying the stability conditions of Theorem~\\ref{theorem:bk3_membrane_stability_criteria}. A symbolic identity carrier $\\mathcal{I}$ (Def.~\\ref{definition:bk4_symbolic_identity_carrie}) exists on $M_i$ if and" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_symbolic_flow", "definition:bk4_symbolic_identity_carrie", "theorem:bk3_membrane_stability_criteria" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-011" ], "statuses": [ "conditional" ], "witnesses": [ "Book4A.stability_lower_bound" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Only the threshold consequence of the stated inequality (stability bound strictly above a critical error threshold) is modeled; the existence quantifier over observation windows and the membrane/stability apparatus are not." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_symbolic_identity_persistence", "type": "proof", "label": "proof:bk4_symbolic_identity_persistence", "name": "Stability Criterion for Symbolic Identity Persistence", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 23, "latex_body": "\\begin{proof}[Stability Criterion for Symbolic Identity Persistence]\n\\label{proof:bk4_symbolic_identity_persistence}\n\\leavevmode\n\n($\\Rightarrow$)\\enspace Suppose a symbolic identity carrier $\\mathcal{I}$ (Def.~\\ref{definition:bk4_symbolic_identity_carrie}) exists on $M_i$. Its core symbolic pattern $\\Psi_i$ is stabilized by the internal drift field $D_i$ (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}), so the symbolic flow $\\Phi_s$ (Def.~\\ref{definition:bk1_symbolic_flow}) maps $\\Psi_i(t)$ to $\\Psi_i(t+\\Delta t)$ with bounded distortion: $\\|(\\Phi_{\\Delta t})_*\\Psi_i(t) - \\Psi_i(t+\\Delta t)\\|_g \\leq \\epsilon(t)$. Since $\\Upsilon_i$ measures the normalized overlap of successive patterns and $\\Phi_{\\Delta t}$ is a near-isometry under bounded drift, we obtain $\\Upsilon_i(\\Psi_i(t), \\Psi_i(t+\\Delta t)) \\geq 1 - \\epsilon(t)$ with $\\epsilon(t) < \\epsilon_{\\text{crit}}$.\n\n\\medskip\n\n($\\Leftarrow$)\\enspace Conversely, if the stability condition\n\\[\n\\Upsilon_i(\\Psi_i(t), \\Psi_i(t+\\Delta t)) \\geq 1 - \\epsilon(t)\n\\]\nholds, we can construct a symbolic identity carrier by defining $\\Psi_i$ as the robust component of the probability distribution on $M_i$ that satisfies this constraint.\n\nThe temporal tracking relation $\\mathcal{T}_{\\Delta t}$ can be constructed using the symbolic flow $\\Phi_s$ (cf. Def.~\\ref{definition:bk1_symbolic_flow}) induced by the drift field $D_i$, with corrections applied to account for the bounded distortion $\\epsilon(t)$.\n\n\\medskip\n\nThe condition\n\\[\n\\epsilon(t) < \\epsilon_{\\text{crit}} < 1\n\\]\nensures that the identity pattern maintains sufficient coherence to be recognizable despite perturbations and drift (Def.~\\ref{definition:bk1_drift_field}). The symbolic identity carrier $\\mathcal{I}$ can thus be formalized as the triplet $(\\Psi_i, \\Upsilon_i, \\mathcal{T}_{\\Delta t})$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk1_symbolic_flow", "definition:bk4_symbolic_identity_carrie", "theorem:bk3_membrane_stability_criteria" ], "proves": "theorem:bk4_existence_of_symbolic_ident", "cites": [ "definition:bk1_drift_field", "definition:bk1_symbolic_flow", "definition:bk4_symbolic_identity_carrie", "theorem:bk3_membrane_stability_criteria" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "sures that the identity pattern maintains sufficient coherence to be recognizable despite perturbations and drift (Def.~\\ref{definition:bk1_drift_field}). The symbolic identity carrier $\\mathcal{I}$ can thus be formalized as the triplet $(\\Psi_i, \\Upsilon_i, \\mathcal{T}_{" }, { "label": "definition:bk1_symbolic_flow", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2872, "logical_support": true, "context": "he internal drift field $D_i$ (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}), so the symbolic flow $\\Phi_s$ (Def.~\\ref{definition:bk1_symbolic_flow}) maps $\\Psi_i(t)$ to $\\Psi_i(t+\\Delta t)$ with bounded distortion: $\\|(\\Phi_{\\Delta t})_*\\Psi_i(t) - \\Psi_i(t+\\Delta t)" }, { "label": "definition:bk4_symbolic_identity_carrie", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 4, "logical_support": true, "context": "olic_identity_persistence} \\leavevmode ($\\Rightarrow$)\\enspace Suppose a symbolic identity carrier $\\mathcal{I}$ (Def.~\\ref{definition:bk4_symbolic_identity_carrie}) exists on $M_i$. Its core symbolic pattern $\\Psi_i$ is stabilized by the internal drift field $D_i$ (Thm.~\\ref{theorem" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "tity_carrie}) exists on $M_i$. Its core symbolic pattern $\\Psi_i$ is stabilized by the internal drift field $D_i$ (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}), so the symbolic flow $\\Phi_s$ (Def.~\\ref{definition:bk1_symbolic_flow}) maps $\\Psi_i(t)$ to $\\Psi_i(t+\\Delta t)$ with" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_symbolic_flow", "definition:bk4_symbolic_identity_carrie", "theorem:bk3_membrane_stability_criteria" ], "role": "proof" }, { "id": "definition:bk4_recursive_identity_encod", "type": "definition", "label": "definition:bk4_recursive_identity_encod", "name": "Recursive Identity Encoding", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 47, "latex_body": "\\begin{definition}[Recursive Identity Encoding]\n\\label{definition:bk4_recursive_identity_encod}\nA \\emph{recursive identity encoding} on a symbolic membrane $M_i$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is a family of maps $\\{E_i^{(n)}\\}_{n=1}^{\\infty}$ such that:\n\\begin{enumerate}\n \\item $E_i^{(1)}: M_i \\to M_i^{(1)}$ is a reflexive encoding (Def.~\\ref{definition:bk3_reflexive_encoding})\n \\item $E_i^{(n)}: M_i^{(n-1)} \\to M_i^{(n)}$ for $n \\geq 2$ are higher-order encodings\n \\item Each $M_i^{(n)}$ is a symbolic membrane that hosts a representation of $M_i^{(n-1)}$\n \\item The distortion bound satisfies:\n \\[\n d_g\\left(E_i^{(n)} \\circ E_i^{(n-1)} \\circ \\cdots \\circ E_i^{(1)}(x), x\\right) \\leq \\sum_{k=1}^{n} \\epsilon_k\n \\]\n where $\\epsilon_k$ is the distortion at level $k$\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk4_identity_resolution", "lemma:bk4_convergence_of_recursive_enco", "lemma:bk4_upper_bound_on_repair_capacit", "proof:bk4_fragmentation_distortion_encoding", "proof:bk4_recursive_composite_encoding", "proof:bk4_recursive_identity_preservation", "proof:bk4_recursive_reflection_convergence", "proof:bk4_scalar_from_identity_collapse", "proof:bk9_symbolic_masking_and_unmasking", "theorem:bk4_recursive_identity_enhancem", "theorem:bk4_test_time_differentiation_c" ], "ref_roles": [ { "label": "definition:bk3_reflexive_encoding", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 183, "logical_support": true, "context": "}\\}_{n=1}^{\\infty}$ such that: \\begin{enumerate} \\item $E_i^{(1)}: M_i \\to M_i^{(1)}$ is a reflexive encoding (Def.~\\ref{definition:bk3_reflexive_encoding}) \\item $E_i^{(n)}: M_i^{(n-1)} \\to M_i^{(n)}$ for $n \\geq 2$ are higher-order encodings \\item Each $M_i^{(n)}$" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "\\label{definition:bk4_recursive_identity_encod} A \\emph{recursive identity encoding} on a symbolic membrane $M_i$ (Def.~\\ref{definition:bk3_symbolic_membrane}) is a family of maps $\\{E_i^{(n)}\\}_{n=1}^{\\infty}$ such that: \\begin{enumerate} \\item $E_i^{(1)}: M_i \\to M_i^{(1)" } ], "depends_on": [ "definition:bk3_reflexive_encoding", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-012" ], "statuses": [ "conditional" ], "witnesses": [ "Book4A.recursive_encoding_partial_sum_le_total" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The encoding hierarchy is modeled as a sequence in a symbolic metric space whose successive distances are bounded by a summable distortion budget. Concrete membrane-valued encoding maps remain abstracted to their metric images." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "lemma:bk4_convergence_of_recursive_enco", "type": "lemma", "label": "lemma:bk4_convergence_of_recursive_enco", "name": "Convergence of Recursive Encoding", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 62, "latex_body": "\\begin{lemma}[Convergence of Recursive Encoding] \\label{lemma:bk4_convergence_of_recursive_enco}\nIf the sequence of distortion bounds $\\{\\epsilon_n\\}_{n=1}^{\\infty}$ in a recursive identity encoding (Def.~\\ref{definition:bk4_recursive_identity_encod}) is summable ($\\sum_{n=1}^{\\infty} \\epsilon_n < \\infty$), then the sequence of recursive encodings converges to a fixed point representation $E_i^{(\\infty)}$ with bounded total distortion.\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk4_recursive_identity_encod" ], "cites": [ "definition:bk4_recursive_identity_encod" ], "cited_by": [ "proof:bk4_recursive_reflection_convergence", "theorem:bk4_fixed_points_of_self_refere" ], "proof_labels": [ "proof:bk4_recursive_composite_encoding" ], "ref_roles": [ { "label": "definition:bk4_recursive_identity_encod", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 47, "logical_support": true, "context": "rsive_enco} If the sequence of distortion bounds $\\{\\epsilon_n\\}_{n=1}^{\\infty}$ in a recursive identity encoding (Def.~\\ref{definition:bk4_recursive_identity_encod}) is summable ($\\sum_{n=1}^{\\infty} \\epsilon_n < \\infty$), then the sequence of recursive encodings converges to a fixed" } ], "depends_on": [ "definition:bk4_recursive_identity_encod" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-013" ], "statuses": [ "conditional" ], "witnesses": [ "Book4A.RecursiveEncoding.cauchySeq", "Book4A.RecursiveEncoding.exists_fixed_limit_with_tail_bound", "Book4A.RecursiveEncoding.exists_limit_with_tail_bound", "Book4A.chainedApprox_yields_recursiveEncoding_limit", "Book4A.recursive_encoding_partial_sum_le_total" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Summable successive distortion makes the recursive encoding Cauchy. Completeness supplies an actual limiting representation E_i^(infinity), with distance from level n bounded by the remaining tail sum. If each level is obtained by a continuous refinement R from the previous level, uniqueness of limits proves R(E_i^(infinity)) = E_i^(infinity)." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_recursive_composite_encoding", "type": "proof", "label": "proof:bk4_recursive_composite_encoding", "name": "Recursive Structure of Composite Encodings", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 65, "latex_body": "\\begin{proof}[Recursive Structure of Composite Encodings]\n\\label{proof:bk4_recursive_composite_encoding}\n\\leavevmode\n\nDefine the composite encoding up to level $n$ (from Def.~\\ref{definition:bk4_recursive_identity_encod}) as:\n\\begin{equation}\n E_i^{[n]} = E_i^{(n)} \\circ E_i^{(n-1)} \\circ \\cdots \\circ E_i^{(1)} \\label{eq:bk4_composite_encoding_proof}\n\\end{equation}\nFor any $x \\in M_i$, the sequence $\\{E_i^{[n]}(x)\\}_{n=1}^{\\infty}$ forms a Cauchy sequence in the metric space $(M_i, d_g)$ since for any $m > n$:\n\\begin{align}\n d_g(E_i^{[m]}(x), E_i^{[n]}(x)) &\\leq \\sum_{k=n+1}^{m} d_g(E_i^{[k]}(x), E_i^{[k-1]}(x)) \\label{eq:bk4_cauchy_sum_epsilon_proof_step1} \\\\\n &\\leq \\sum_{k=n+1}^{m} \\epsilon_k \\label{eq:bk4_cauchy_sum_epsilon_proof_step2}\n\\end{align}\nAs $n, m \\to \\infty$, this difference approaches zero due to the summability of $\\{\\epsilon_n\\}$. Since $M_i$ is a complete metric space (as a Riemannian manifold with metric $g$), the sequence converges to a limit $E_i^{[\\infty]}(x)$. The total distortion is bounded by $\\sum_{n=1}^{\\infty} \\epsilon_n < \\infty$ (supporting Lem.~\\ref{lemma:bk4_convergence_of_recursive_enco}).\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk4_recursive_identity_encod", "lemma:bk4_convergence_of_recursive_enco" ], "proves": "lemma:bk4_convergence_of_recursive_enco", "cites": [ "definition:bk4_recursive_identity_encod" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_recursive_identity_encod", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 47, "logical_support": true, "context": "s] \\label{proof:bk4_recursive_composite_encoding} \\leavevmode Define the composite encoding up to level $n$ (from Def.~\\ref{definition:bk4_recursive_identity_encod}) as: \\begin{equation} E_i^{[n]} = E_i^{(n)} \\circ E_i^{(n-1)} \\circ \\cdots \\circ E_i^{(1)} \\label{eq:bk4_composite_" } ], "depends_on": [ "definition:bk4_recursive_identity_encod" ], "role": "proof" }, { "id": "definition:bk4_identity_resolution", "type": "definition", "label": "definition:bk4_identity_resolution", "name": "Identity Resolution", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 80, "latex_body": "\\begin{definition}[Identity Resolution] \\label{definition:bk4_identity_resolution}\nFor a recursive encoding (Def.~\\ref{definition:bk4_recursive_identity_encod}),\ndefine the level-$n$ identity resolution $\\mathcal{R}_n$ by\n\\begin{equation}\n \\mathcal{R}_n = \\frac{I(M_i; M_i^{(n)})}{I(M_i; M_i^{(1)})} \\label{eq:bk4_identity_resolution_formula_def}\n\\end{equation}\nwhere $I(\\cdot;\\cdot)$ denotes mutual information between the symbolic patterns in the respective membranes (Def.~\\ref{definition:bk3_symbolic_membrane}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_symbolic_membrane", "definition:bk4_recursive_identity_encod" ], "cites": [ "definition:bk4_recursive_identity_encod" ], "cited_by": [ "definition:bk4_symbolic_spinor_bundle", "definition:bk7_operational_resolution_uncertainties", "demonstratio:bk4_prompt_time_ttdc", "proof:bk4_mutual_information_expansion", "proof:bk4_recursive_identity_preservation", "proof:bk4_recursive_self_healing_threshold", "proof:bk4_scalar_from_identity_collapse", "remark:bk4_observer_relative_ttdc", "scholium:bk4_ttdc_impulse_collapse", "scholium:bk7_constrained_uncertainty_motivation", "subsec:bk7_pisu_motivation", "subsec:bk7_pisu_revisited_power_uncertainty", "theorem:bk4_conditions_for_self_healing", "theorem:bk4_recursive_identity_enhancem", "theorem:bk4_test_time_differentiation_c" ], "ref_roles": [ { "label": "definition:bk4_recursive_identity_encod", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 47, "logical_support": true, "context": "\\begin{definition}[Identity Resolution] \\label{definition:bk4_identity_resolution} For a recursive encoding (Def.~\\ref{definition:bk4_recursive_identity_encod}), define the level-$n$ identity resolution $\\mathcal{R}_n$ by \\begin{equation} \\mathcal{R}_n = \\frac{I(M_i; M_i^{(n" } ], "depends_on": [ "definition:bk4_recursive_identity_encod" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-035" ], "statuses": [ "exact" ], "witnesses": [ "Book4C.identityResolution_gt_one_iff" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "the ratio R_n = I(...)/I(...) clearing 1 is exactly numerator clearing denominator; mutual information itself is not modeled, only the ratio algebra it feeds." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk4_recursive_identity_enhancem", "type": "theorem", "label": "theorem:bk4_recursive_identity_enhancem", "name": "Recursive Identity Enhancement", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 89, "latex_body": "\\begin{theorem}[Recursive Identity Enhancement]\n\\label{theorem:bk4_recursive_identity_enhancem}\nLet $M_i$ be a symbolic membrane (Def.~\\ref{definition:bk3_symbolic_membrane}). Under conditions of bounded symbolic distortion (Def.~\\ref{definition:bk4_recursive_identity_encod}) and non-trivial mutual information $I(M_i; M_i^{(1)}) > 0$ (cf. Def.~\\ref{definition:bk4_identity_resolution}), there exists a critical recursion depth $n_c$ such that the identity resolution satisfies:\n\\[\n\\mathcal{R}_n > 1 \\quad \\forall\\, n \\geq n_c\n\\]\nif and only if each encoding $E_i^{(k)}$ captures additional contextual information about the identity pattern that was not present in lower-order representations.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_symbolic_membrane", "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod" ], "cites": [ "definition:bk3_symbolic_membrane", "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod" ], "cited_by": [ "definition:bk4_test_time_precision_refinement", "proof:bk4_recursive_identity_preservation", "proof:bk4_recursive_self_healing_threshold", "proof:bk4_spectral_stability", "theorem:bk4_test_time_differentiation_c" ], "proof_labels": [ "proof:bk4_mutual_information_expansion" ], "ref_roles": [ { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "[Recursive Identity Enhancement] \\label{theorem:bk4_recursive_identity_enhancem} Let $M_i$ be a symbolic membrane (Def.~\\ref{definition:bk3_symbolic_membrane}). Under conditions of bounded symbolic distortion (Def.~\\ref{definition:bk4_recursive_identity_encod}) and non-trivial" }, { "label": "definition:bk4_identity_resolution", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 80, "logical_support": true, "context": "ef.~\\ref{definition:bk4_recursive_identity_encod}) and non-trivial mutual information $I(M_i; M_i^{(1)}) > 0$ (cf. Def.~\\ref{definition:bk4_identity_resolution}), there exists a critical recursion depth $n_c$ such that the identity resolution satisfies: \\[ \\mathcal{R}_n > 1 \\quad" }, { "label": "definition:bk4_recursive_identity_encod", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 47, "logical_support": true, "context": "symbolic membrane (Def.~\\ref{definition:bk3_symbolic_membrane}). Under conditions of bounded symbolic distortion (Def.~\\ref{definition:bk4_recursive_identity_encod}) and non-trivial mutual information $I(M_i; M_i^{(1)}) > 0$ (cf. Def.~\\ref{definition:bk4_identity_resolution}), there" } ], "depends_on": [ "definition:bk3_symbolic_membrane", "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-036" ], "statuses": [ "conditional" ], "witnesses": [ "Book4C.identityResolution_gt_one_iff", "Book4C.identityResolution_threshold_persists" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "monotone persistence of R_n>1 past a critical depth n_c, given monotonicity as a hypothesis; the mutual-information characterization of *why* R is monotone (additional contextual information at each encoding level) is not derived." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_mutual_information_expansion", "type": "proof", "label": "proof:bk4_mutual_information_expansion", "name": "Expansion of Recursive Mutual Information", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 97, "latex_body": "\\begin{proof}[Expansion of Recursive Mutual Information]\n\\label{proof:bk4_mutual_information_expansion}\n\\leavevmode\n\nThe mutual information $I(M_i; M_i^{(n)})$ (Def.~\\ref{definition:bk4_identity_resolution}) can be expanded as:\n\\begin{equation}\n I(M_i; M_i^{(n)}) = H(M_i) - H(M_i \\mid M_i^{(n)})\n \\label{eq:bk4_mutual_information_entropy_proof}\n\\end{equation}\nwhere $H(\\cdot)$ denotes entropy (Def.~\\ref{definition:bk2_symbolic_entropy}) and $H(\\cdot \\mid \\cdot)$ denotes conditional entropy.\n\nFor the identity resolution $\\mathcal{R}_n$ to exceed 1, we require (from Thm.~\\ref{theorem:bk4_recursive_identity_enhancem}):\n\\begin{equation}\n H(M_i \\mid M_i^{(n)}) < H(M_i \\mid M_i^{(1)})\n \\label{eq:bk4_conditional_entropy_inequality_proof}\n\\end{equation}\nThis is possible only if $M_i^{(n)}$ contains information about $M_i$ that is not present in $M_i^{(1)}$.\n\nSince each encoding $E_i^{(k)}$ maps $M_i^{(k-1)} \\to M_i^{(k)}$ (Def.~\\ref{definition:bk4_recursive_identity_encod}), the additional information must come from contextual embedding of prior representations or emergence of new structural patterns during the recursive encoding process.\n\nIf each encoding captures additional contextual information, the conditional entropy\n\\( H(M_i \\mid M_i^{(k)}) \\) will decrease with increasing \\( k \\), eventually reaching a point \\( n_c \\)\nsuch that:\n\\[\n\\mathcal{R}_n > 1 \\quad \\text{for all} \\quad n \\geq n_c.\n\\]\n\nConversely, if no additional information is captured beyond what was present in $M_i^{(1)}$, then the data processing inequality ensures that\n\\[\nI(M_i; M_i^{(n)}) \\leq I(M_i; M_i^{(1)}),\n\\]\nimplying $\\mathcal{R}_n \\leq 1$ for all $n$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_entropy", "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod", "theorem:bk4_recursive_identity_enhancem" ], "proves": "theorem:bk4_recursive_identity_enhancem", "cites": [ "definition:bk4_identity_resolution" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_identity_resolution", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 80, "logical_support": true, "context": "formation] \\label{proof:bk4_mutual_information_expansion} \\leavevmode The mutual information $I(M_i; M_i^{(n)})$ (Def.~\\ref{definition:bk4_identity_resolution}) can be expanded as: \\begin{equation} I(M_i; M_i^{(n)}) = H(M_i) - H(M_i \\mid M_i^{(n)}) \\label{eq:bk4_mutual_i" } ], "depends_on": [ "definition:bk4_identity_resolution" ], "role": "proof" }, { "id": "section:book4.tex:130", "type": "section", "subtype": "subsection", "label": "", "name": "\\texorpdfstring{Cognitive Substrates of $O$", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 130, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_observer_kernel_convolution_map", "type": "definition", "label": "definition:bk4_observer_kernel_convolution_map", "name": "Observer-Kernel Convolution", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 143, "latex_body": "\\begin{definition}[Observer-Kernel Convolution]\n\\label{definition:bk4_observer_kernel_convolution_map}\nLet $M$ be a symbolic manifold with observer-induced measure $\\mu$\n(Def.~\\ref{definition:bk1_symbolic_manifold}), and let\n\\[\nX \\colon M \\to \\mathbb{R}\n\\]\nbe a measurable symbolic field. Then define:\n\\[\n\\mathcal{K}_O[X](x) := \\int_M K_O(x - y)\\, X(y)\\, \\mathrm{d}\\mu(y),\n\\]\nwhere $K_O$ is the observer kernel and $x - y$ is interpreted relative to a local chart or ambient group structure on $M$.\n\nThe normalization condition $\\int_M K_O = 1$ ensures that $\\mathcal{K}_O$\nacts as an $O$--centered low-pass filter.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold" ], "cites": [ "definition:bk1_symbolic_manifold" ], "cited_by": [ "definition:appC_bounded_observation_frame", "definition:appC_observer_visible_system", "definition:bk4_sr_initialization_map", "definition:bk7_symbolic_uncertainty", "proof:bk4_normalization_bounds", "proof:bk4_spectral_stability", "proposition:bk4_bounded_sr_initial_state", "remark:appC_domination_open_route", "remark:appD_llm_tuple_anchors", "theorem:bk7_hilbert_banach_bridge" ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "efinition:bk4_observer_kernel_convolution_map} Let $M$ be a symbolic manifold with observer-induced measure $\\mu$ (Def.~\\ref{definition:bk1_symbolic_manifold}), and let \\[ X \\colon M \\to \\mathbb{R} \\] be a measurable symbolic field. Then define: \\[ \\mathcal{K}_O[X](x) := \\int_M" } ], "depends_on": [ "definition:bk1_symbolic_manifold" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk4_sr_initialization_map", "type": "definition", "label": "definition:bk4_sr_initialization_map", "name": "SR--Initialization Map", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 160, "latex_body": "\\begin{definition}[SR--Initialization Map]\n\\label{definition:bk4_sr_initialization_map}\n\nLet $S_t \\colon M \\to \\mathbb{R}$ denote the instantaneous symbolic signal on the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}).\nDefine the initialization map:\n\\[\n\\Phi_O \\colon S_t \\longmapsto (I_0, M_0, C_0) \\in \\mathbb{R}^3\n\\]\nvia:\n\\begin{align}\nI_0 &= \\int_M w_I \\cdot \\mathcal{K}_O[S_t]\\, \\mathrm{d}\\mu \\notag \\\\\nM_0 &= \\int_M w_M \\cdot |\\nabla \\mathcal{K}_O[S_t]|\\, \\mathrm{d}\\mu \\notag \\\\\nC_0 &= 1 - \\frac{1}{\\varepsilon_O} \\left\\| \\mathcal{K}_O[S_t] - S_t \\right\\|_{L^2} \\notag\n\\end{align}\nwhere $\\mathcal{K}_O$ is the observer--kernel convolution operator (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}), and $w_I, w_M > 0$ are weights satisfying $w_I + w_M = 1$.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold", "definition:bk4_observer_kernel_convolution_map" ], "cites": [ "definition:bk1_symbolic_manifold", "definition:bk4_observer_kernel_convolution_map" ], "cited_by": [ "definition:bk4_projective_action_transl", "proof:bk4_normalization_bounds", "proposition:bk4_bounded_sr_initial_state" ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "ion_map} Let $S_t \\colon M \\to \\mathbb{R}$ denote the instantaneous symbolic signal on the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}). Define the initialization map: \\[ \\Phi_O \\colon S_t \\longmapsto (I_0, M_0, C_0) \\in \\mathbb{R}^3 \\] via: \\begin{align" }, { "label": "definition:bk4_observer_kernel_convolution_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 143, "logical_support": true, "context": "O[S_t] - S_t \\right\\|_{L^2} \\notag \\end{align} where $\\mathcal{K}_O$ is the observer--kernel convolution operator (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}), and $w_I, w_M > 0$ are weights satisfying $w_I + w_M = 1$. \\end{definition}" } ], "depends_on": [ "definition:bk1_symbolic_manifold", "definition:bk4_observer_kernel_convolution_map" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-037" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book4C.convexCombination_mem_Icc" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "I_0, M_0 as w-weighted readings, discretized to a finite weighted sum; the observer-kernel convolution and gradient-norm construction are not modeled." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proposition:bk4_bounded_sr_initial_state", "type": "proposition", "label": "proposition:bk4_bounded_sr_initial_state", "name": "Bounded SR--Initial State", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 176, "latex_body": "\\begin{proposition}[Bounded SR--Initial State]\n\\label{proposition:bk4_bounded_sr_initial_state}\nThe triplet $(I_0, M_0, C_0)$ produced by the SR--Initialization Map (Def.~\\ref{definition:bk4_sr_initialization_map}) and observer--kernel convolution (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}) satisfies:\n\\[\n0 \\leq I_0, M_0, C_0 \\leq 1, \\quad\n\\|K_O * I_0\\|, \\|K_O * M_0\\|, \\|K_O * C_0\\| \\leq \\varepsilon_O.\n\\]\n\\end{proposition}", "macros_used": [], "refs": [ "definition:bk4_observer_kernel_convolution_map", "definition:bk4_sr_initialization_map" ], "cites": [ "definition:bk4_observer_kernel_convolution_map", "definition:bk4_sr_initialization_map" ], "cited_by": [ "definition:bk8_sr_triplet" ], "proof_labels": [ "proof:bk4_normalization_bounds" ], "ref_roles": [ { "label": "definition:bk4_observer_kernel_convolution_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 143, "logical_support": true, "context": "by the SR--Initialization Map (Def.~\\ref{definition:bk4_sr_initialization_map}) and observer--kernel convolution (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}) satisfies: \\[ 0 \\leq I_0, M_0, C_0 \\leq 1, \\quad \\|K_O * I_0\\|, \\|K_O * M_0\\|, \\|K_O * C_0\\| \\leq \\varepsilon_O. \\] \\e" }, { "label": "definition:bk4_sr_initialization_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 160, "logical_support": true, "context": "el{proposition:bk4_bounded_sr_initial_state} The triplet $(I_0, M_0, C_0)$ produced by the SR--Initialization Map (Def.~\\ref{definition:bk4_sr_initialization_map}) and observer--kernel convolution (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}) satisfies: \\[ 0 \\leq I_0," } ], "depends_on": [ "definition:bk4_observer_kernel_convolution_map", "definition:bk4_sr_initialization_map" ], "role": "proposition", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-038" ], "statuses": [ "conditional" ], "witnesses": [ "Book4C.convexCombination_mem_Icc" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "the [0,1]-boundedness claim reduced to its honest convex-combination content, given [0,1]-valued readings and a normalized weight simplex as hypotheses; the epsilon_O-kernel-norm clause is dropped." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_normalization_bounds", "type": "proof", "label": "proof:bk4_normalization_bounds", "name": "Bounded Information Under Normalized Constraints", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 184, "latex_body": "\\begin{proof}[Bounded Information Under Normalized Constraints]\n\\label{proof:bk4_normalization_bounds}\n\\leavevmode\n\nExpanding the SR--Initialization Map (Def.~\\ref{definition:bk4_sr_initialization_map}),\nthe outputs $I_0$ and $M_0$ are weighted integrals over the observer--kernel convolution\n$\\mathcal{K}_O[S_t]$ (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}), with weights satisfying $w_I + w_M = 1$ and $w_I, w_M > 0$. Since the convolution is normalized and smooth, we have \\( I_0, M_0 \\leq 1 \\).\n\nMoreover, the deviation term satisfies $\\| \\mathcal{K}_O[S_t] - S_t \\|_{L^2} \\leq \\varepsilon_O$, so the confidence score $C_0 \\in [0, 1]$. Hence, all components of the initialization triplet remain bounded under the given constraints.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk4_observer_kernel_convolution_map", "definition:bk4_sr_initialization_map" ], "proves": "proposition:bk4_bounded_sr_initial_state", "cites": [ "definition:bk4_observer_kernel_convolution_map", "definition:bk4_sr_initialization_map" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_observer_kernel_convolution_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 143, "logical_support": true, "context": "}), the outputs $I_0$ and $M_0$ are weighted integrals over the observer--kernel convolution $\\mathcal{K}_O[S_t]$ (Def.~\\ref{definition:bk4_observer_kernel_convolution_map}), with weights satisfying $w_I + w_M = 1$ and $w_I, w_M > 0$. Since the convolution is normalized and smooth, we have \\" }, { "label": "definition:bk4_sr_initialization_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 160, "logical_support": true, "context": "Normalized Constraints] \\label{proof:bk4_normalization_bounds} \\leavevmode Expanding the SR--Initialization Map (Def.~\\ref{definition:bk4_sr_initialization_map}), the outputs $I_0$ and $M_0$ are weighted integrals over the observer--kernel convolution $\\mathcal{K}_O[S_t]$ (Def.~\\" } ], "depends_on": [ "definition:bk4_observer_kernel_convolution_map", "definition:bk4_sr_initialization_map" ], "role": "proof" }, { "id": "definition:bk4_projective_action_transl", "type": "definition", "label": "definition:bk4_projective_action_transl", "name": "Projective Action Translator", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 195, "latex_body": "\\begin{definition}[Projective Action Translator]\n\\label{definition:bk4_projective_action_transl}\nLet $(\\dot{I}, \\dot{M}, \\dot{C}) \\in \\Gamma(T\\widetilde{S})^3$ denote the SR--Triplet velocity,\nas initialized via the SR--Initialization Map (Def.~\\ref{definition:bk4_sr_initialization_map}).\nDefine the translator:\n\\[\n\\Lambda_O\\colon \\Gamma(T\\widetilde{S})^3 \\to \\mathrm{Op}_C(\\widetilde{M}), \\quad\n\\Lambda_O(\\dot{I}, \\dot{M}, \\dot{C}) :=\n\\exp\\bigl(\\dot{I} T_I + \\dot{M} T_M + \\dot{C} T_C\\bigr),\n\\]\nwith $T_I, T_M, T_C \\in \\mathrm{Lie}(\\mathrm{Op}_C)$ satisfying $\\|T_\\bullet\\| \\leq B$, where $B$ is the SRMF budget (Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}) defined in Book~I.\n\nThe operator space $\\mathrm{Op}_C(\\widetilde{M})$ governs fuzzy symbolic substitutions\n(Def.~\\ref{definition:bk4_fuzzy_symbolic_substitution}) enacted on the membrane $\\widetilde{M}$.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk4_fuzzy_symbolic_substitution", "definition:bk4_sr_initialization_map" ], "cites": [ "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk4_fuzzy_symbolic_substitution", "definition:bk4_sr_initialization_map" ], "cited_by": [ "proof:bk4_operator_norm_subadditivity" ], "forward_refs": [ "definition:bk4_fuzzy_symbolic_substitution" ], "forward_ref_roles": [ { "label": "definition:bk4_fuzzy_symbolic_substitution", "role": "teaser", "target_type": "definition", "target_line": 3294, "line_distance": 3099, "context": "srmf}) defined in Book~I. The operator space $\\mathrm{Op}_C(\\widetilde{M})$ governs fuzzy symbolic substitutions (Def.~\\ref{definition:bk4_fuzzy_symbolic_substitution}) enacted on the membrane $\\widetilde{M}$. \\end{definition}" } ], "ref_roles": [ { "label": "definition:bk1_self_regulating_mapping_function_srmf", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2230, "logical_support": true, "context": "h $T_I, T_M, T_C \\in \\mathrm{Lie}(\\mathrm{Op}_C)$ satisfying $\\|T_\\bullet\\| \\leq B$, where $B$ is the SRMF budget (Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}) defined in Book~I. The operator space $\\mathrm{Op}_C(\\widetilde{M})$ governs fuzzy symbolic substitutions (Def.~\\ref{" }, { "label": "definition:bk4_fuzzy_symbolic_substitution", "role": "forward_teaser", "target_type": "definition", "target_file": "book4.tex", "target_line": 3294, "logical_support": false, "context": "srmf}) defined in Book~I. The operator space $\\mathrm{Op}_C(\\widetilde{M})$ governs fuzzy symbolic substitutions (Def.~\\ref{definition:bk4_fuzzy_symbolic_substitution}) enacted on the membrane $\\widetilde{M}$. \\end{definition}" }, { "label": "definition:bk4_sr_initialization_map", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 160, "logical_support": true, "context": "{C}) \\in \\Gamma(T\\widetilde{S})^3$ denote the SR--Triplet velocity, as initialized via the SR--Initialization Map (Def.~\\ref{definition:bk4_sr_initialization_map}). Define the translator: \\[ \\Lambda_O\\colon \\Gamma(T\\widetilde{S})^3 \\to \\mathrm{Op}_C(\\widetilde{M}), \\quad \\Lambda_O(" } ], "depends_on": [ "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk4_sr_initialization_map" ], "role": "definition", "proof_status": "definitional" }, { "id": "lemma:bk4_srmf_constrained_action_norm", "type": "lemma", "label": "lemma:bk4_srmf_constrained_action_norm", "name": "SRMF-Constrained Action Norm", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 210, "latex_body": "\\begin{lemma}[SRMF-Constrained Action Norm]\n\\label{lemma:bk4_srmf_constrained_action_norm}\nFor any admissible SR--velocity on the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}),\n\\[\n\\|\\Lambda_O(\\dot{I}, \\dot{M}, \\dot{C})\\| \\leq\nB \\cdot (|\\dot{I}| + |\\dot{M}| + |\\dot{C}|).\n\\]\nwhere $B$ is the SRMF budget (Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}).\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk1_symbolic_manifold" ], "cites": [ "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk1_symbolic_manifold" ], "cited_by": [ "definition:bk7_symbolic_reflexive_validation_srv", "proof:bk4_operator_norm_subadditivity" ], "proof_labels": [ "proof:bk4_operator_norm_subadditivity" ], "ref_roles": [ { "label": "definition:bk1_self_regulating_mapping_function_srmf", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2230, "logical_support": true, "context": "_O(\\dot{I}, \\dot{M}, \\dot{C})\\| \\leq B \\cdot (|\\dot{I}| + |\\dot{M}| + |\\dot{C}|). \\] where $B$ is the SRMF budget (Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}). \\end{lemma}" }, { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "Norm] \\label{lemma:bk4_srmf_constrained_action_norm} For any admissible SR--velocity on the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), \\[ \\|\\Lambda_O(\\dot{I}, \\dot{M}, \\dot{C})\\| \\leq B \\cdot (|\\dot{I}| + |\\dot{M}| + |\\dot{C}|). \\] where $B$ is the SRM" } ], "depends_on": [ "definition:bk1_self_regulating_mapping_function_srmf", "definition:bk1_symbolic_manifold", "definition:bk4_projective_action_transl" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-039" ], "statuses": [ "exact" ], "witnesses": [ "Book4C.srmfActionNorm_bound" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "See the committed source registry for the original coverage note." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_operator_norm_subadditivity", "type": "proof", "label": "proof:bk4_operator_norm_subadditivity", "name": "Operator Norm Subadditivity in Symbolic Flow", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 219, "latex_body": "\\begin{proof}[Operator Norm Subadditivity in Symbolic Flow]\n\\label{proof:bk4_operator_norm_subadditivity}\n\\leavevmode\n\nImmediate from two ingredients: operator norm subadditivity and the bound on $\\|T_\\bullet\\|$ in the Projective Action Translator (Def.~\\ref{definition:bk4_projective_action_transl}).\nApply Lemma~\\ref{lemma:bk4_srmf_constrained_action_norm} to enforce the SRMF constraint.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk4_projective_action_transl", "lemma:bk4_srmf_constrained_action_norm" ], "proves": "lemma:bk4_srmf_constrained_action_norm", "cites": [ "definition:bk4_projective_action_transl", "lemma:bk4_srmf_constrained_action_norm" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_projective_action_transl", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 195, "logical_support": true, "context": "two ingredients: operator norm subadditivity and the bound on $\\|T_\\bullet\\|$ in the Projective Action Translator (Def.~\\ref{definition:bk4_projective_action_transl}). Apply Lemma~\\ref{lemma:bk4_srmf_constrained_action_norm} to enforce the SRMF constraint. \\end{proof}" }, { "label": "lemma:bk4_srmf_constrained_action_norm", "role": "proof_support", "target_type": "lemma", "target_file": "book4.tex", "target_line": 210, "logical_support": true, "context": "n $\\|T_\\bullet\\|$ in the Projective Action Translator (Def.~\\ref{definition:bk4_projective_action_transl}). Apply Lemma~\\ref{lemma:bk4_srmf_constrained_action_norm} to enforce the SRMF constraint. \\end{proof}" } ], "depends_on": [ "definition:bk4_projective_action_transl", "lemma:bk4_srmf_constrained_action_norm" ], "role": "proof" }, { "id": "subsec:bk4_identity_operators_symbolic_self_reference", "type": "section", "subtype": "subsection", "label": "subsec:bk4_identity_operators_symbolic_self_reference", "name": "Identity Operators and Symbolic Self-Reference", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 228, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_identity_operators", "type": "definition", "label": "definition:bk4_identity_operators", "name": "Identity Operators", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 231, "latex_body": "\\begin{definition}[Identity Operators]\n\\label{definition:bk4_identity_operators}\nThe algebraic structure of symbolic identity carriers (Def.~\\ref{definition:bk4_symbolic_identity_carrie})\nis characterized by the following operators:\n\\begin{enumerate}\n \\item \\textbf{Identity Persistence Operator:} $\\mathcal{P}_{\\Delta t}: \\mathcal{I}(t) \\to \\mathcal{I}(t + \\Delta t)$\n \\item \\textbf{Identity Reflection Operator:} $\\mathcal{R}: \\mathcal{I} \\to \\mathcal{I}^{(1)}$ maps an identity to its self-representation\n \\item \\textbf{Identity Integration Operator:} $\\mathcal{J}: \\mathcal{I}_1 \\times \\mathcal{I}_2 \\to \\mathcal{I}_{1 \\oplus 2}$ combines distinct identities\n \\item \\textbf{Identity Differentiation Operator:} $\\mathcal{D}: \\mathcal{I} \\to \\{\\mathcal{I}_1, \\mathcal{I}_2, \\ldots, \\mathcal{I}_k\\}$ partitions an identity\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk4_symbolic_identity_carrie" ], "cites": [ "definition:bk4_symbolic_identity_carrie" ], "cited_by": [ "definition:bk4_recursive_self_healing", "definition:bk4_self_reference_operator", "proof:bk4_persistence_reflection_noncommutativity", "proof:bk4_recursive_self_healing_threshold", "theorem:bk4_operator_algebra_of_identit" ], "ref_roles": [ { "label": "definition:bk4_symbolic_identity_carrie", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 4, "logical_support": true, "context": "entity Operators] \\label{definition:bk4_identity_operators} The algebraic structure of symbolic identity carriers (Def.~\\ref{definition:bk4_symbolic_identity_carrie}) is characterized by the following operators: \\begin{enumerate} \\item \\textbf{Identity Persistence Operator:} $\\mat" } ], "depends_on": [ "definition:bk4_symbolic_identity_carrie" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-014" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book4A.operator_noncommutativity_witness" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Only an abstract noncommutativity witness is modeled, not the four named operators (persistence, reflection, integration, differentiation) themselves." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk4_operator_algebra_of_identit", "type": "theorem", "label": "theorem:bk4_operator_algebra_of_identit", "name": "Operator Algebra of Identity", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 242, "latex_body": "\\begin{theorem}[Operator Algebra of Identity]\n\\label{theorem:bk4_operator_algebra_of_identit}\nThe identity operators (Def.~\\ref{definition:bk4_identity_operators}) form a non-commutative algebra with the following key commutation relations:\n\\begin{align}\n [\\mathcal{P}_{\\Delta t}, \\mathcal{R}] &= \\mathcal{P}_{\\Delta t} \\circ \\mathcal{R} - \\mathcal{R} \\circ \\mathcal{P}_{\\Delta t} \\neq 0, \\\\\n [\\mathcal{J}, \\mathcal{D}] &= \\mathcal{J} \\circ \\mathcal{D} - \\mathcal{D} \\circ \\mathcal{J} \\neq 0, \\\\\n [\\mathcal{P}_{\\Delta t}, \\mathcal{J}] &\\approx 0 \n \\quad \\text{(for sufficiently stable identities)}.\n\\end{align}\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk4_identity_operators" ], "cites": [ "definition:bk4_identity_operators" ], "cited_by": [ "proof:bk4_persistence_reflection_noncommutativity" ], "proof_labels": [ "proof:bk4_persistence_reflection_noncommutativity" ], "ref_roles": [ { "label": "definition:bk4_identity_operators", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 231, "logical_support": true, "context": "gin{theorem}[Operator Algebra of Identity] \\label{theorem:bk4_operator_algebra_of_identit} The identity operators (Def.~\\ref{definition:bk4_identity_operators}) form a non-commutative algebra with the following key commutation relations: \\begin{align} [\\mathcal{P}_{\\Delta t}" } ], "depends_on": [ "definition:bk1_reflection_operator", "definition:bk4_identity_operators" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-015" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book4A.operator_noncommutativity_witness" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Noncommutativity is an existence claim, not a universal one: witnessed on Bool by two concrete functions whose compositions differ in the two orders. The specific P, R, J, D operators and the near-commutation clause are not modeled." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_persistence_reflection_noncommutativity", "type": "proof", "label": "proof:bk4_persistence_reflection_noncommutativity", "name": "Non-Commutativity of Persistence and Reflection", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 252, "latex_body": "\\begin{proof}[Non-Commutativity of Persistence and Reflection]\n\\label{proof:bk4_persistence_reflection_noncommutativity}\n\\leavevmode\n\nAs stated in Thm.~\\ref{theorem:bk4_operator_algebra_of_identit}, the identity operators\n(Def.~\\ref{definition:bk4_identity_operators}) do not generally commute.\n\nNon-commutativity of $\\mathcal{P}_{\\Delta t}$ and $\\mathcal{R}$ arises because\npersistence followed by reflection\n(Def.~\\ref{definition:bk1_reflection_operator}) captures temporal evolution in\nthe reflection, while reflection followed by persistence evolves the reflected\nidentity separately from the original. Specifically:\n\\begin{equation}\n (\\mathcal{P}_{\\Delta t} \\circ \\mathcal{R})(\\mathcal{I}(t)) = \\mathcal{P}_{\\Delta t}(\\mathcal{I}^{(1)}(t)) = \\mathcal{I}^{(1)}(t + \\Delta t)\n\\end{equation}\nwhich differs from:\n\\begin{equation}\n (\\mathcal{R} \\circ \\mathcal{P}_{\\Delta t})(\\mathcal{I}(t)) = \\mathcal{R}(\\mathcal{I}(t + \\Delta t)) = \\mathcal{I}^{(1)}(t + \\Delta t)'\n\\end{equation}\nwhere the prime indicates a different reflected state.\n\nSimilarly, $\\mathcal{J}$ and $\\mathcal{D}$ do not commute because integration followed by differentiation creates new partitions based on the composite identity, while differentiation followed by integration combines already separated components, yielding different results.\n\nThe approximate commutativity of $\\mathcal{P}_{\\Delta t}$ and $\\mathcal{J}$ holds when the identities being integrated are sufficiently stable, so that the evolution of the integrated identity closely matches the integration of the evolved individual identities.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_reflection_operator", "definition:bk4_identity_operators", "theorem:bk4_operator_algebra_of_identit" ], "proves": "theorem:bk4_operator_algebra_of_identit", "cites": [ "definition:bk1_reflection_operator", "definition:bk4_identity_operators", "theorem:bk4_operator_algebra_of_identit" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "Non-commutativity of $\\mathcal{P}_{\\Delta t}$ and $\\mathcal{R}$ arises because persistence followed by reflection (Def.~\\ref{definition:bk1_reflection_operator}) captures temporal evolution in the reflection, while reflection followed by persistence evolves the reflected identity" }, { "label": "definition:bk4_identity_operators", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 231, "logical_support": true, "context": "mmutativity} \\leavevmode As stated in Thm.~\\ref{theorem:bk4_operator_algebra_of_identit}, the identity operators (Def.~\\ref{definition:bk4_identity_operators}) do not generally commute. Non-commutativity of $\\mathcal{P}_{\\Delta t}$ and $\\mathcal{R}$ arises because persistence" }, { "label": "theorem:bk4_operator_algebra_of_identit", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 242, "logical_support": true, "context": "of Persistence and Reflection] \\label{proof:bk4_persistence_reflection_noncommutativity} \\leavevmode As stated in Thm.~\\ref{theorem:bk4_operator_algebra_of_identit}, the identity operators (Def.~\\ref{definition:bk4_identity_operators}) do not generally commute. Non-commutativity of" } ], "depends_on": [ "definition:bk1_reflection_operator", "definition:bk4_identity_operators", "theorem:bk4_operator_algebra_of_identit" ], "role": "proof" }, { "id": "definition:bk4_self_reference_operator", "type": "definition", "label": "definition:bk4_self_reference_operator", "name": "Self-Reference Operator", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 277, "latex_body": "\\begin{definition}[Self-Reference Operator]\n\\label{definition:bk4_self_reference_operator}\nThe self-reference operator $\\mathcal{S}_n$ of order $n$ on a symbolic identity $\\mathcal{I}$ (as defined in the identity operator framework, Def.~\\ref{definition:bk4_identity_operators}) is defined recursively as:\n\\begin{align}\n \\mathcal{S}_1 &= \\mathcal{R} \\\\\n \\mathcal{S}_n &= \\mathcal{R} \\circ \\mathcal{S}_{n-1} \\quad \\text{for } n \\geq 2\n\\end{align}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk4_identity_operators" ], "cites": [ "definition:bk4_identity_operators" ], "cited_by": [ "bridge:bk4_ttpr_to_self_reference", "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_recursive_self_healing", "demonstratio:bk4_ising_model_covenant", "proof:bk4_recursive_reflection_convergence", "proof:bk4_recursive_self_healing_threshold", "remark:bk4_topological_stability_to_symbolic_dynamics", "theorem:bk4_fixed_points_of_self_refere" ], "ref_roles": [ { "label": "definition:bk4_identity_operators", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 231, "logical_support": true, "context": "$\\mathcal{S}_n$ of order $n$ on a symbolic identity $\\mathcal{I}$ (as defined in the identity operator framework, Def.~\\ref{definition:bk4_identity_operators}) is defined recursively as: \\begin{align} \\mathcal{S}_1 &= \\mathcal{R} \\\\ \\mathcal{S}_n &= \\mathcal{R} \\circ \\m" } ], "depends_on": [ "definition:bk4_identity_operators" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-016" ], "statuses": [ "constructed" ], "witnesses": [ "Book4A.selfReferenceIterate_succ" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "S_1 = R, S_n = R o S_(n-1) modeled literally as Function.iterate; selfReferenceIterate_succ certifies the recursive step." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk4_fixed_points_of_self_refere", "type": "theorem", "label": "theorem:bk4_fixed_points_of_self_refere", "name": "Fixed Points of Self-Reference", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 285, "latex_body": "\\begin{theorem}[Fixed Points of Self-Reference]\n\\label{theorem:bk4_fixed_points_of_self_refere}\nUnder the conditions of Lemma~\\ref{lemma:bk4_convergence_of_recursive_enco}, the sequence of self-reference operations $\\{\\mathcal{S}_n(\\mathcal{I})\\}_{n=1}^{\\infty}$ (Def.~\\ref{definition:bk4_self_reference_operator}) converges to a fixed point $\\mathcal{I}^*$ satisfying:\n\\begin{equation}\n \\mathcal{R}(\\mathcal{I}^*) \\approx \\mathcal{I}^*\n\\end{equation}\nwith approximation error bounded by the sum of distortion bounds $\\sum_{n=1}^{\\infty} \\epsilon_n$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk4_self_reference_operator", "lemma:bk4_convergence_of_recursive_enco" ], "cites": [ "definition:bk4_self_reference_operator", "lemma:bk4_convergence_of_recursive_enco" ], "cited_by": [ "proposition:bk4_ttpr_convergence" ], "proof_labels": [ "proof:bk4_recursive_reflection_convergence" ], "ref_roles": [ { "label": "definition:bk4_self_reference_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 277, "logical_support": true, "context": "nce_of_recursive_enco}, the sequence of self-reference operations $\\{\\mathcal{S}_n(\\mathcal{I})\\}_{n=1}^{\\infty}$ (Def.~\\ref{definition:bk4_self_reference_operator}) converges to a fixed point $\\mathcal{I}^*$ satisfying: \\begin{equation} \\mathcal{R}(\\mathcal{I}^*) \\approx \\mathca" }, { "label": "lemma:bk4_convergence_of_recursive_enco", "role": "formal_dependency", "target_type": "lemma", "target_file": "book4.tex", "target_line": 62, "logical_support": true, "context": "{theorem}[Fixed Points of Self-Reference] \\label{theorem:bk4_fixed_points_of_self_refere} Under the conditions of Lemma~\\ref{lemma:bk4_convergence_of_recursive_enco}, the sequence of self-reference operations $\\{\\mathcal{S}_n(\\mathcal{I})\\}_{n=1}^{\\infty}$ (Def.~\\ref{definition:bk4_se" } ], "depends_on": [ "definition:bk4_recursive_identity_encod", "definition:bk4_self_reference_operator", "lemma:bk4_convergence_of_recursive_enco" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-017" ], "statuses": [ "conditional" ], "witnesses": [ "Book4A.ContractionRefinement.selfReference_dist_ttprLimit_le", "Book4A.ContractionRefinement.selfReference_fixed_iff_eq_ttprLimit", "Book4A.ContractionRefinement.tendsto_selfReferenceIterate", "Book4A.selfReference_fixed_point" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "A fixed point of R remains fixed under every S_n. Under the explicit nonempty complete-metric contraction specialization, the TTPR identity is the unique fixed point, every recursive self-reference sequence converges to it, and its distance is bounded by kappa^n times the initial distortion." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_recursive_reflection_convergence", "type": "proof", "label": "proof:bk4_recursive_reflection_convergence", "name": "Convergence of Recursive Self-Reflection Operators", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 293, "latex_body": "\\begin{proof}[Convergence of Recursive Self-Reflection Operators]\n\\label{proof:bk4_recursive_reflection_convergence}\n\\leavevmode\n\nExpanding the self-reference operator (Def.~\\ref{definition:bk4_self_reference_operator}), $\\mathcal{S}_n(\\mathcal{I}) = \\mathcal{R}^n(\\mathcal{I})$ where $\\mathcal{R}^n$ denotes $n$ iterated applications of the reflection operator. The convergence of this sequence follows directly from Lemma~\\ref{lemma:bk4_convergence_of_recursive_enco}, as the self-reference operator $\\mathcal{S}_n$ implements the recursive encoding structure $E_i^{[n]}$ described in Def.~\\ref{definition:bk4_recursive_identity_encod}.\n\nAs $n \\to \\infty$, we approach a fixed point $\\mathcal{I}^*$ where further application of $\\mathcal{R}$ produces negligible change:\n\\begin{equation}\n d_g(\\mathcal{R}(\\mathcal{I}^*), \\mathcal{I}^*) \\leq \\epsilon_{\\infty}\n\\end{equation}\nwhere $\\epsilon_{\\infty}$ approaches zero as the distortion bounds $\\epsilon_n$ become increasingly small for large $n$.\n\nThe total approximation error is bounded by $\\sum_{n=1}^{\\infty} \\epsilon_n$, which is finite by the assumption of summability.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk4_recursive_identity_encod", "definition:bk4_self_reference_operator", "lemma:bk4_convergence_of_recursive_enco" ], "proves": "theorem:bk4_fixed_points_of_self_refere", "cites": [ "definition:bk4_recursive_identity_encod", "definition:bk4_self_reference_operator", "lemma:bk4_convergence_of_recursive_enco" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_recursive_identity_encod", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 47, "logical_support": true, "context": "s the self-reference operator $\\mathcal{S}_n$ implements the recursive encoding structure $E_i^{[n]}$ described in Def.~\\ref{definition:bk4_recursive_identity_encod}. As $n \\to \\infty$, we approach a fixed point $\\mathcal{I}^*$ where further application of $\\mathcal{R}$ produces negl" }, { "label": "definition:bk4_self_reference_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 277, "logical_support": true, "context": "Operators] \\label{proof:bk4_recursive_reflection_convergence} \\leavevmode Expanding the self-reference operator (Def.~\\ref{definition:bk4_self_reference_operator}), $\\mathcal{S}_n(\\mathcal{I}) = \\mathcal{R}^n(\\mathcal{I})$ where $\\mathcal{R}^n$ denotes $n$ iterated applications of" }, { "label": "lemma:bk4_convergence_of_recursive_enco", "role": "proof_support", "target_type": "lemma", "target_file": "book4.tex", "target_line": 62, "logical_support": true, "context": "otes $n$ iterated applications of the reflection operator. The convergence of this sequence follows directly from Lemma~\\ref{lemma:bk4_convergence_of_recursive_enco}, as the self-reference operator $\\mathcal{S}_n$ implements the recursive encoding structure $E_i^{[n]}$ described in De" } ], "depends_on": [ "definition:bk4_recursive_identity_encod", "definition:bk4_self_reference_operator", "lemma:bk4_convergence_of_recursive_enco" ], "role": "proof" }, { "id": "sec:bk4_emergent_structures_differentiation_boundaries", "type": "section", "subtype": "section", "label": "sec:bk4_emergent_structures_differentiation_boundaries", "name": "Emergent Structures and Differentiation Boundaries", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 307, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:bk4_foundations_symbolic_emergence", "type": "section", "subtype": "subsection", "label": "subsec:bk4_foundations_symbolic_emergence", "name": "Foundations of Symbolic Emergence", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 308, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_symbolic_emergence", "type": "definition", "label": "definition:bk4_symbolic_emergence", "name": "Symbolic Emergence", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 309, "latex_body": "\\begin{definition}[Symbolic Emergence]\n\\label{definition:bk4_symbolic_emergence}\nSymbolic emergence is the process by which new symbolic structures $\\mathcal{E}$ arise from coupled symbolic membranes $\\{M_i\\}_{i=1}^{n}$ (Def.~\\ref{definition:bk3_symbolic_membrane}) embedded in the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) under the action of the drift field $D$ (Def.~\\ref{definition:bk1_drift_field}), with the following properties:\n\\begin{enumerate}\n \\item \\textbf{Non-reducibility:} $\\mathcal{E}$ cannot be expressed as a simple superposition of structures in individual membranes\n \\item \\textbf{Causal closure:} $\\mathcal{E}$ exhibits self-sustaining dynamics through coupling-induced feedback loops\n \\item \\textbf{Downward causation:} $\\mathcal{E}$ constrains and regulates the dynamics of the component membranes $\\{M_i\\}$\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk1_drift_field", "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "cited_by": [ "abs:press", "proof:bk4_emergence_conditions", "sec:bk7_meta_reflective_drift_and_emergent_symbolic_time", "subsec:bk7_duality_power_uncertainty", "theorem:bk4_emergence_criterion" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "n the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) under the action of the drift field $D$ (Def.~\\ref{definition:bk1_drift_field}), with the following properties: \\begin{enumerate} \\item \\textbf{Non-reducibility:} $\\mathcal{E}$ cannot be express" }, { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "membranes $\\{M_i\\}_{i=1}^{n}$ (Def.~\\ref{definition:bk3_symbolic_membrane}) embedded in the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) under the action of the drift field $D$ (Def.~\\ref{definition:bk1_drift_field}), with the following properties: \\begin" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "process by which new symbolic structures $\\mathcal{E}$ arise from coupled symbolic membranes $\\{M_i\\}_{i=1}^{n}$ (Def.~\\ref{definition:bk3_symbolic_membrane}) embedded in the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) under the action of the drift fiel" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk4_order_parameter", "type": "definition", "label": "definition:bk4_order_parameter", "name": "Order Parameter", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 318, "latex_body": "\\begin{definition}[Order Parameter]\n\\label{definition:bk4_order_parameter}\nAn order parameter $\\omega$ for a system of coupled symbolic membranes $\\{M_i\\}_{i=1}^{n}$ (Def.~\\ref{definition:bk3_symbolic_membrane}), arising from the drift dynamics of Def.~\\ref{definition:bk1_drift_field}, is a macroscopic variable that:\n\\begin{enumerate}\n \\item Characterizes collective behavior of multiple membranes\n \\item Evolves on a slower timescale than individual membrane dynamics\n \\item Influences individual membrane dynamics through coupling constraints\n\\end{enumerate}\nThe set of all relevant order parameters, $\\Omega = \\{\\omega_1, \\omega_2, \\ldots, \\omega_m\\}$, defines the emergent macrostate.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk1_drift_field", "definition:bk3_symbolic_membrane" ], "cited_by": [ "axiom:bk4_membrane_coupling_response", "proof:bk4_emergence_conditions", "proof:bk4_timescale_separation_hierarchy", "theorem:bk4_emergence_criterion" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "ic membranes $\\{M_i\\}_{i=1}^{n}$ (Def.~\\ref{definition:bk3_symbolic_membrane}), arising from the drift dynamics of Def.~\\ref{definition:bk1_drift_field}, is a macroscopic variable that: \\begin{enumerate} \\item Characterizes collective behavior of multiple membranes" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "n:bk4_order_parameter} An order parameter $\\omega$ for a system of coupled symbolic membranes $\\{M_i\\}_{i=1}^{n}$ (Def.~\\ref{definition:bk3_symbolic_membrane}), arising from the drift dynamics of Def.~\\ref{definition:bk1_drift_field}, is a macroscopic variable that: \\begin{enum" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional" }, { "id": "axiom:bk4_membrane_coupling_response", "type": "axiom", "label": "axiom:bk4_membrane_coupling_response", "name": "Membrane Coupling Response", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 328, "latex_body": "\\begin{axiom}[Membrane Coupling Response]\n\\label{axiom:bk4_membrane_coupling_response}\nFor each symbolic membrane \\( M_i \\) carrying a local drift field $D_i$ (cf. Def.~\\ref{definition:bk1_drift_field}), the influence of global order parameters \\( \\Omega \\) (Def.~\\ref{definition:bk4_order_parameter}) is mediated by a membrane-specific response function \\( G_i(\\Omega) \\), such that the effective drift becomes:\n\\[\nD_i^{\\text{coupled}} = D_i + G_i(\\Omega)\n\\]\nThis coupling reflects the system's recursive integration of emergent structure into local symbolic dynamics.\n\\end{axiom}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk4_order_parameter" ], "cites": [ "definition:bk1_drift_field", "definition:bk4_order_parameter" ], "cited_by": [ "definition:bk5_viability_domain", "theorem:bk4_emergence_criterion" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "cf_near_match", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "axiom:bk4_membrane_coupling_response} For each symbolic membrane \\( M_i \\) carrying a local drift field $D_i$ (cf. Def.~\\ref{definition:bk1_drift_field}), the influence of global order parameters \\( \\Omega \\) (Def.~\\ref{definition:bk4_order_parameter}) is mediated by a me" }, { "label": "definition:bk4_order_parameter", "role": "cf_near_match", "target_type": "definition", "target_file": "book4.tex", "target_line": 318, "logical_support": true, "context": "ft field $D_i$ (cf. Def.~\\ref{definition:bk1_drift_field}), the influence of global order parameters \\( \\Omega \\) (Def.~\\ref{definition:bk4_order_parameter}) is mediated by a membrane-specific response function \\( G_i(\\Omega) \\), such that the effective drift becomes: \\[ D_i^" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk4_order_parameter" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-090" ], "statuses": [ "exact" ], "witnesses": [ "Book4Ref.coupled_drift_additive" ], "countermodels": [], "conditions": [ "contraction constant is the modeling hypothesis for TTPR stability; the differentiable-manifold constraint space, recursion-depth dynamics, and differentiability clause stay open" ], "notes": [ "The coupled drift D + G(Omega) reduces to base drift iff the response vanishes." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk4_emergence_criterion", "type": "theorem", "label": "theorem:bk4_emergence_criterion", "name": "Emergence Criterion", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 336, "latex_body": "\\begin{theorem}[Emergence Criterion]\n\\label{theorem:bk4_emergence_criterion}\nA symbolic structure $\\mathcal{E}$ (Def.~\\ref{definition:bk4_symbolic_emergence}) is emergent if and only if there exists a set of order parameters $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter}) such that:\n\\begin{enumerate}\n \\item The dynamics of $\\Omega$ is determined by the collective state of coupled symbolic membranes $\\{M_i\\}$ (Def.~\\ref{definition:bk3_symbolic_membrane}):\n \\begin{equation}\n \\frac{d\\Omega}{dt} = F(\\{M_i\\}, \\Omega)\n \\end{equation}\n \\item The dynamics of each membrane is influenced by the order parameters:\n \\begin{equation}\n D_i^{\\text{coupled}} = D_i + G_i(\\Omega)\n \\end{equation}\n where $D_i$ is the original drift field and $G_i$ is a membrane-specific response function. (see Axiom~\\ref{axiom:bk4_membrane_coupling_response})\n \\item The system exhibits a non-zero emergence measure:\n \\begin{equation}\n \\mathcal{M}_E = I(\\{M_i\\}; \\Omega) - \\sum_{i=1}^{n} I(M_i; \\Omega) > 0\n \\end{equation}\n where $I(\\cdot;\\cdot)$ denotes mutual information.\n\\end{enumerate}\n\\end{theorem}", "macros_used": [], "refs": [ "axiom:bk4_membrane_coupling_response", "definition:bk3_symbolic_membrane", "definition:bk4_order_parameter", "definition:bk4_symbolic_emergence" ], "cites": [ "axiom:bk4_membrane_coupling_response", "definition:bk3_symbolic_membrane", "definition:bk4_order_parameter", "definition:bk4_symbolic_emergence" ], "cited_by": [ "proof:bk4_emergence_conditions", "proof:bk4_timescale_separation_hierarchy", "proof:bk4_top_level_information_inequality", "theorem:bk4_emergent_abstraction" ], "proof_labels": [ "proof:bk4_emergence_conditions" ], "ref_roles": [ { "label": "axiom:bk4_membrane_coupling_response", "role": "definition_anchor", "target_type": "axiom", "target_file": "book4.tex", "target_line": 328, "logical_support": true, "context": "d{equation} where $D_i$ is the original drift field and $G_i$ is a membrane-specific response function. (see Axiom~\\ref{axiom:bk4_membrane_coupling_response}) \\item The system exhibits a non-zero emergence measure: \\begin{equation} \\mathcal{M}_E = I(\\{M_i\\}; \\O" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "\\item The dynamics of $\\Omega$ is determined by the collective state of coupled symbolic membranes $\\{M_i\\}$ (Def.~\\ref{definition:bk3_symbolic_membrane}): \\begin{equation} \\frac{d\\Omega}{dt} = F(\\{M_i\\}, \\Omega) \\end{equation} \\item The dynamics of eac" }, { "label": "definition:bk4_order_parameter", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 318, "logical_support": true, "context": "ef{definition:bk4_symbolic_emergence}) is emergent if and only if there exists a set of order parameters $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter}) such that: \\begin{enumerate} \\item The dynamics of $\\Omega$ is determined by the collective state of coupled symbo" }, { "label": "definition:bk4_symbolic_emergence", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 309, "logical_support": true, "context": "\\begin{theorem}[Emergence Criterion] \\label{theorem:bk4_emergence_criterion} A symbolic structure $\\mathcal{E}$ (Def.~\\ref{definition:bk4_symbolic_emergence}) is emergent if and only if there exists a set of order parameters $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter})" } ], "depends_on": [ "axiom:bk4_membrane_coupling_response", "definition:bk1_drift_field", "definition:bk2_symbolic_entropy", "definition:bk3_symbolic_membrane", "definition:bk4_order_parameter", "definition:bk4_symbolic_emergence" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-097" ], "statuses": [ "open_bridge" ], "witnesses": [ "Book4Ref.emergenceMeasure_pos_iff", "Book4Ref.finite_emergence_criterion" ], "countermodels": [], "conditions": [], "notes": [ "Finite Book-3-to-Book-4 kernel: an active membrane response changes a coupled drift, collective-information surplus is exactly positive emergence measure, and Book 3 symbiotic stability yields positive curvature. The continuous order-parameter ODE and genuine mutual-information semantics remain open." ], "kernel_certified": false, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_emergence_conditions", "type": "proof", "label": "proof:bk4_emergence_conditions", "name": "Emergence Implies Non-Reducibility and Causal Closure", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 356, "latex_body": "\\begin{proof}[Emergence Implies Non-Reducibility and Causal Closure]\n\\label{proof:bk4_emergence_conditions}\n\\leavevmode\n\n$(\\Rightarrow)$ If $\\mathcal{E}$ is emergent, by Def.~\\ref{definition:bk4_symbolic_emergence}, it exhibits non-reducibility, causal closure, and downward causation.\n\nThe non-reducibility condition implies that the collective information in the system exceeds the sum of information in individual components, which is captured by the emergence measure $\\mathcal{M}_E > 0$.\nThis aligns with symbolic entropy formulations in Def.~\\ref{definition:bk2_symbolic_entropy}.\n\nCausal closure requires that the emergent structure maintains itself through internal dynamics, which is formalized by the evolution equation for $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter}).\n\nDownward causation is expressed through the modification of individual drift fields (Def.~\\ref{definition:bk1_drift_field}) by the order parameters, formalized by the equation for $D_i^{\\text{coupled}}$.\nThis is equivalent to a symbolic modulation collapse, as in Thm.~\\ref{theorem:bk4_test_time_differentiation_c}.\n\n$(\\Leftarrow)$ Conversely, if the three conditions hold, then:\n\nThe positive emergence measure $\\mathcal{M}_E > 0$ indicates that the order parameters capture collective information that cannot be reduced to individual components (Def.~\\ref{definition:bk2_symbolic_entropy}).\n\nThe evolution equation for $\\Omega$ establishes a causal pathway from the collective state to the order parameters, ensuring causal closure (Def.~\\ref{definition:bk4_order_parameter}).\n\nThe modification of individual drift fields by $G_i(\\Omega)$ implements downward causation from the emergent level to the component level (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}).\n\nTogether, these conditions satisfy the definition of symbolic emergence (Def.~\\ref{definition:bk4_symbolic_emergence}) and fulfill the formal criteria of Thm.~\\ref{theorem:bk4_emergence_criterion}.\n\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk2_symbolic_entropy", "definition:bk4_order_parameter", "definition:bk4_symbolic_emergence", "theorem:bk4_emergence_criterion", "theorem:bk4_test_time_differentiation_c" ], "proves": "theorem:bk4_emergence_criterion", "cites": [ "definition:bk1_drift_field", "definition:bk2_symbolic_entropy", "definition:bk4_order_parameter", "definition:bk4_symbolic_emergence", "theorem:bk4_emergence_criterion", "theorem:bk4_test_time_differentiation_c" ], "cited_by": [], "forward_refs": [ "theorem:bk4_test_time_differentiation_c" ], "forward_ref_roles": [ { "label": "theorem:bk4_test_time_differentiation_c", "role": "later_formalization", "target_type": "theorem", "target_line": 1119, "line_distance": 763, "context": "formalized by the equation for $D_i^{\\text{coupled}}$. This is equivalent to a symbolic modulation collapse, as in Thm.~\\ref{theorem:bk4_test_time_differentiation_c}. $(\\Leftarrow)$ Conversely, if the three conditions hold, then: The positive emergence measure $\\mathcal{M}_E > 0$ in" } ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "ition:bk4_order_parameter}). Downward causation is expressed through the modification of individual drift fields (Def.~\\ref{definition:bk1_drift_field}) by the order parameters, formalized by the equation for $D_i^{\\text{coupled}}$. This is equivalent to a symbolic modul" }, { "label": "definition:bk2_symbolic_entropy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 114, "logical_support": true, "context": "which is captured by the emergence measure $\\mathcal{M}_E > 0$. This aligns with symbolic entropy formulations in Def.~\\ref{definition:bk2_symbolic_entropy}. Causal closure requires that the emergent structure maintains itself through internal dynamics, which is formalized b" }, { "label": "definition:bk4_order_parameter", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 318, "logical_support": true, "context": "structure maintains itself through internal dynamics, which is formalized by the evolution equation for $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter}). Downward causation is expressed through the modification of individual drift fields (Def.~\\ref{definition:bk1_drift_" }, { "label": "definition:bk4_symbolic_emergence", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 309, "logical_support": true, "context": "usal Closure] \\label{proof:bk4_emergence_conditions} \\leavevmode $(\\Rightarrow)$ If $\\mathcal{E}$ is emergent, by Def.~\\ref{definition:bk4_symbolic_emergence}, it exhibits non-reducibility, causal closure, and downward causation. The non-reducibility condition implies that the" }, { "label": "theorem:bk4_emergence_criterion", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 336, "logical_support": true, "context": "definition of symbolic emergence (Def.~\\ref{definition:bk4_symbolic_emergence}) and fulfill the formal criteria of Thm.~\\ref{theorem:bk4_emergence_criterion}. \\end{proof}" }, { "label": "theorem:bk4_test_time_differentiation_c", "role": "forward_later_formalization", "target_type": "theorem", "target_file": "book4.tex", "target_line": 1119, "logical_support": false, "context": "formalized by the equation for $D_i^{\\text{coupled}}$. This is equivalent to a symbolic modulation collapse, as in Thm.~\\ref{theorem:bk4_test_time_differentiation_c}. $(\\Leftarrow)$ Conversely, if the three conditions hold, then: The positive emergence measure $\\mathcal{M}_E > 0$ in" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk2_symbolic_entropy", "definition:bk4_order_parameter", "definition:bk4_symbolic_emergence", "theorem:bk4_emergence_criterion" ], "role": "proof" }, { "id": "definition:bk4_differentiation_boundary", "type": "definition", "label": "definition:bk4_differentiation_boundary", "name": "Differentiation Boundary", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 381, "latex_body": "\\begin{definition}[Differentiation Boundary] \\label{definition:bk4_differentiation_boundary}\nA differentiation boundary $\\mathcal{B}$ between symbolic membranes $M_i$ and $M_j$ is a submanifold with the following properties:\n\\begin{enumerate}\n \\item Separability: $\\mathcal{B}$ partitions the symbolic manifold into regions containing $M_i$ and $M_j$ (see Def.~\\ref{definition:bk3_symbolic_membrane})\n \\item Permeability: $\\mathcal{B}$ is characterized by a permeability tensor $\\Pi_{ij}(x)$ for $x \\in \\mathcal{B}$\n \\item Regulatory function: $\\mathcal{B}$ actively modulates symbolic flow across the boundary\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_symbolic_membrane" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "\\item Separability: $\\mathcal{B}$ partitions the symbolic manifold into regions containing $M_i$ and $M_j$ (see Def.~\\ref{definition:bk3_symbolic_membrane}) \\item Permeability: $\\mathcal{B}$ is characterized by a permeability tensor $\\Pi_{ij}(x)$ for $x \\in \\mathcal{B}$" } ], "depends_on": [ "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk4_formation_differentiation_boundaries", "type": "theorem", "label": "theorem:bk4_formation_differentiation_boundaries", "name": "Formation of Differentiation Boundaries", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 389, "latex_body": "\\begin{theorem}[Formation of Differentiation Boundaries] \\label{theorem:bk4_formation_differentiation_boundaries}\nDifferentiation boundaries form spontaneously in systems of coupled symbolic membranes (see Def.~\\ref{definition:bk3_symbolic_membrane}) when:\n\\begin{equation}\n \\nabla_g \\cdot (\\kappa_{\\text{symb}}(x)) > \\kappa_{\\text{crit}}\n\\end{equation}\nwhere $\\kappa_{\\text{symb}}(x)$ is the local symbolic curvature (see Def.~\\ref{definition:bk3_symbiotic_curvature}) and $\\kappa_{\\text{crit}}$ is a critical threshold.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_membrane" ], "cited_by": [ "proof:bk4_symbolic_curvature_boundary" ], "proof_labels": [ "proof:bk4_symbolic_curvature_boundary" ], "ref_roles": [ { "label": "definition:bk3_symbiotic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 252, "logical_support": true, "context": "b}}(x)) > \\kappa_{\\text{crit}} \\end{equation} where $\\kappa_{\\text{symb}}(x)$ is the local symbolic curvature (see Def.~\\ref{definition:bk3_symbiotic_curvature}) and $\\kappa_{\\text{crit}}$ is a critical threshold. \\end{theorem}" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "rentiation_boundaries} Differentiation boundaries form spontaneously in systems of coupled symbolic membranes (see Def.~\\ref{definition:bk3_symbolic_membrane}) when: \\begin{equation} \\nabla_g \\cdot (\\kappa_{\\text{symb}}(x)) > \\kappa_{\\text{crit}} \\end{equation} where $\\kapp" } ], "depends_on": [ "axiom:bk1_observable_gradation_of_pre_geometric_operations", "definition:bk1_symbolic_field_curvature_tensor", "definition:bk3_symbiotic_curvature", "definition:bk3_symbolic_membrane" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-018" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.boundary_forms_dichotomy" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The scalar threshold comparison (curvature divergence vs. critical threshold) as an exhaustive dichotomy. The divergence operator and submanifold structure are not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_symbolic_curvature_boundary", "type": "proof", "label": "proof:bk4_symbolic_curvature_boundary", "name": "Gradient Threshold and Boundary Formation in Symbolic Geometry", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 396, "latex_body": "\\begin{proof}[Gradient Threshold and Boundary Formation in Symbolic Geometry]\n\\label{proof:bk4_symbolic_curvature_boundary}\n\\leavevmode\n\nThe symbolic curvature gradient,\n$\\nabla_g \\kappa_{\\text{symb}}(x)$, represents the spatial rate\nof change in coupling strength and mutual information density\n(see Def.~\\ref{definition:bk3_symbiotic_curvature}, Def.~\\ref{definition:bk1_symbolic_field_curvature_tensor}).\n\nWhen this gradient exceeds a critical threshold, it becomes \nenergetically favorable for the system to form a boundary \nthat regulates the flow of symbolic information (see \nThm.~\\ref{theorem:bk4_formation_differentiation_boundaries}).\n\nThe divergence $\\nabla_g \\cdot (\\kappa_{\\text{symb}}(x))$ measures the net flux of symbolic curvature. A large positive value indicates regions where curvature accumulates rapidly, creating conditions where distinct symbolic domains naturally separate (see Thm.~\\ref{theorem:bk4_formation_differentiation_boundaries}).\n\nMathematically, this can be derived by analyzing the free energy of the coupled system. The formation of a boundary reduces the coupling energy by optimizing the trade-off between isolation and interaction. The critical condition occurs when the energy reduction from boundary formation exceeds the energy cost of maintaining the boundary structure. (see Axiom~\\ref{axiom:bk1_observable_gradation_of_pre_geometric_operations})\n\\end{proof}", "macros_used": [], "refs": [ "axiom:bk1_observable_gradation_of_pre_geometric_operations", "definition:bk1_symbolic_field_curvature_tensor", "definition:bk3_symbiotic_curvature", "theorem:bk4_formation_differentiation_boundaries" ], "proves": "theorem:bk4_formation_differentiation_boundaries", "cites": [ "axiom:bk1_observable_gradation_of_pre_geometric_operations", "definition:bk1_symbolic_field_curvature_tensor", "definition:bk3_symbiotic_curvature", "theorem:bk4_formation_differentiation_boundaries" ], "cited_by": [], "ref_roles": [ { "label": "axiom:bk1_observable_gradation_of_pre_geometric_operations", "role": "definition_anchor", "target_type": "axiom", "target_file": "scholium_symbolicum.tex", "target_line": 368, "logical_support": true, "context": "the energy reduction from boundary formation exceeds the energy cost of maintaining the boundary structure. (see Axiom~\\ref{axiom:bk1_observable_gradation_of_pre_geometric_operations}) \\end{proof}" }, { "label": "definition:bk1_symbolic_field_curvature_tensor", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2532, "logical_support": true, "context": "of change in coupling strength and mutual information density (see Def.~\\ref{definition:bk3_symbiotic_curvature}, Def.~\\ref{definition:bk1_symbolic_field_curvature_tensor}). When this gradient exceeds a critical threshold, it becomes energetically favorable for the system to form a bounda" }, { "label": "definition:bk3_symbiotic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 252, "logical_support": true, "context": "_{\\text{symb}}(x)$, represents the spatial rate of change in coupling strength and mutual information density (see Def.~\\ref{definition:bk3_symbiotic_curvature}, Def.~\\ref{definition:bk1_symbolic_field_curvature_tensor}). When this gradient exceeds a critical threshold, it becom" }, { "label": "theorem:bk4_formation_differentiation_boundaries", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 389, "logical_support": true, "context": "energetically favorable for the system to form a boundary that regulates the flow of symbolic information (see Thm.~\\ref{theorem:bk4_formation_differentiation_boundaries}). The divergence $\\nabla_g \\cdot (\\kappa_{\\text{symb}}(x))$ measures the net flux of symbolic curvature. A large posit" } ], "depends_on": [ "axiom:bk1_observable_gradation_of_pre_geometric_operations", "definition:bk1_symbolic_field_curvature_tensor", "definition:bk3_symbiotic_curvature", "theorem:bk4_formation_differentiation_boundaries" ], "role": "proof" }, { "id": "subsec:bk4_symbolic_curvature", "type": "section", "subtype": "subsection", "label": "subsec:bk4_symbolic_curvature", "name": "Symbolic Curvature and Observer-Bounded Geometry", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 414, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_proto_symbolic_space", "type": "definition", "label": "definition:bk4_proto_symbolic_space", "name": "Proto-Symbolic Space", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 417, "latex_body": "\\begin{definition}[Proto-Symbolic Space]\n\\label{definition:bk4_proto_symbolic_space}\nExtending the symbolic manifold foundation of Book I (Def.~\\ref{definition:bk1_symbolic_manifold}) to an observer-local linear setting, a \\emph{proto-symbolic space} $\\mathcal{S}$ is a locally convex topological vector space equipped with:\n\\begin{itemize}\n \\item A filtration $\\{ \\mathcal{S}_n \\}_{n \\geq 0}$ representing symbolic complexity levels;\n \\item A coherence structure $\\mathfrak{C} : \\mathcal{S} \\times \\mathcal{S} \\to [0,1]$ measuring symbolic compatibility;\n \\item A differentiation algebra $\\mathfrak{D}(\\mathcal{S})$ with graded symbolic derivations.\n\\end{itemize}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold" ], "cites": [ "definition:bk1_symbolic_manifold" ], "cited_by": [ "definition:bk4_bounded_observer", "definition:bk4_reflexive_operator" ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "-Symbolic Space] \\label{definition:bk4_proto_symbolic_space} Extending the symbolic manifold foundation of Book I (Def.~\\ref{definition:bk1_symbolic_manifold}) to an observer-local linear setting, a \\emph{proto-symbolic space} $\\mathcal{S}$ is a locally convex topological vecto" } ], "depends_on": [ "definition:bk1_symbolic_manifold" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk4_bounded_observer", "type": "definition", "label": "definition:bk4_bounded_observer", "name": "Bounded Observer", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 427, "latex_body": "\\begin{definition}[Bounded Observer]\n\\label{definition:bk4_bounded_observer}\nA \\emph{bounded observer} $O$ on $\\mathcal{S}$ (Def.~\\ref{definition:bk4_proto_symbolic_space}), consistent with the Book I bounded-observer notion (Def.~\\ref{definition:bk1_bounded_observer}), is a triple $(K_O, \\delta_O, \\mathcal{B}_O)$ where:\n\\begin{itemize}\n \\item $K_O : \\mathcal{S} \\times \\mathcal{S} \\to \\mathbb{R}$ is a positive-definite perceptual kernel;\n \\item $\\delta_O : \\mathcal{S} \\to T\\mathcal{S}$ is a derivation operator reflecting observable variation;\n \\item $\\mathcal{B}_O \\subset \\mathcal{S}$ is the observer's bounded perception domain.\n\\end{itemize}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_bounded_observer", "definition:bk4_proto_symbolic_space" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk4_proto_symbolic_space" ], "cited_by": [ "axiom:bk4_observer_locality", "axiom:bk8_curvature_transformation", "corollary:bk8_entanglement_frame_invariance", "definition:appC_bounded_symbolic_observer_dynamics", "definition:appC_frame_space", "definition:appC_observer_visible_system", "definition:appC_reflective_state_space", "definition:bk7_symbolic_reflexive_validation_srv", "definition:bk8_sr_renormalization_group", "definition:bk8_symbolic_hypothesis_set", "proposition:bk8_operator_curvature_flux", "remark:bk8_entanglement_is_observer_bound", "remark:bk9_recursive_agency", "scholium:bk8_on_frame_fidelity", "sec:appC_dual_horizon", "sec:bk7_reflection_integration_link_revisited", "subsec:bk4_coherence_metric_construction", "subsec:bk7_hdb_integration", "theorem:appC_fundamental_irreversibility_final" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "\\mathcal{S}$ (Def.~\\ref{definition:bk4_proto_symbolic_space}), consistent with the Book I bounded-observer notion (Def.~\\ref{definition:bk1_bounded_observer}), is a triple $(K_O, \\delta_O, \\mathcal{B}_O)$ where: \\begin{itemize} \\item $K_O : \\mathcal{S} \\times \\mathcal{S} \\" }, { "label": "definition:bk4_proto_symbolic_space", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 417, "logical_support": true, "context": "inition}[Bounded Observer] \\label{definition:bk4_bounded_observer} A \\emph{bounded observer} $O$ on $\\mathcal{S}$ (Def.~\\ref{definition:bk4_proto_symbolic_space}), consistent with the Book I bounded-observer notion (Def.~\\ref{definition:bk1_bounded_observer}), is a triple $(K_O, \\" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk4_proto_symbolic_space" ], "role": "definition", "proof_status": "definitional" }, { "id": "axiom:bk4_observer_locality", "type": "axiom", "label": "axiom:bk4_observer_locality", "name": "Observer Locality", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 437, "latex_body": "\\begin{axiom}[Observer Locality]\n\\label{axiom:bk4_observer_locality}\nObserver kernels for bounded observers (Def.~\\ref{definition:bk4_bounded_observer}) satisfy locality: $\\mathrm{supp}(K_O) \\subset \\mathcal{B}_O \\times \\mathcal{B}_O$.\n\\end{axiom}", "macros_used": [], "refs": [ "definition:bk4_bounded_observer" ], "cites": [ "definition:bk4_bounded_observer" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 427, "logical_support": true, "context": "\\begin{axiom}[Observer Locality] \\label{axiom:bk4_observer_locality} Observer kernels for bounded observers (Def.~\\ref{definition:bk4_bounded_observer}) satisfy locality: $\\mathrm{supp}(K_O) \\subset \\mathcal{B}_O \\times \\mathcal{B}_O$. \\end{axiom}" } ], "depends_on": [ "definition:bk4_bounded_observer" ], "role": "axiom", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-094" ], "statuses": [ "exact" ], "witnesses": [ "Book4Fz.local_kernel_vanishes_offdiagonal" ], "countermodels": [], "conditions": [ "continuity models observer-differentiability; the differentiable-manifold and group-action structures stay open" ], "notes": [ "An observer kernel supported in B x B vanishes outside it." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:bk4_reflexive_operator", "type": "definition", "label": "definition:bk4_reflexive_operator", "name": "Reflexive Operator", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 442, "latex_body": "\\begin{definition}[Reflexive Operator]\n\\label{definition:bk4_reflexive_operator}\nGiven $\\lambda \\in \\mathbb{R}^+$, the \\emph{reflexive operator} $R_\\lambda : \\mathcal{S} \\to \\mathcal{S}$ on the proto-symbolic space (Def.~\\ref{definition:bk4_proto_symbolic_space}) extends the Book I reflection map (Def.~\\ref{definition:bk1_reflection_operator}) and satisfies:\n\\begin{enumerate}\n \\item \\textbf{Coherence Preservation:} $\\mathfrak{C}(R_\\lambda(s), s) \\geq \\mathfrak{C}(s, s) - \\epsilon(\\lambda)$;\n \\item \\textbf{Temporal Consistency:} $R_\\lambda(s) \\in \\text{Hull}\\{s_t : t \\leq \\mathrm{time}(s)\\}$;\n \\item \\textbf{Approximation Property:} $\\| R_\\lambda(s) - s \\|_{\\mathcal{S}} = \\mathcal{O}(\\lambda)$.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_reflection_operator", "definition:bk4_proto_symbolic_space" ], "cites": [ "definition:bk1_reflection_operator", "definition:bk4_proto_symbolic_space" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "}$ on the proto-symbolic space (Def.~\\ref{definition:bk4_proto_symbolic_space}) extends the Book I reflection map (Def.~\\ref{definition:bk1_reflection_operator}) and satisfies: \\begin{enumerate} \\item \\textbf{Coherence Preservation:} $\\mathfrak{C}(R_\\lambda(s), s) \\geq \\mathf" }, { "label": "definition:bk4_proto_symbolic_space", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 417, "logical_support": true, "context": "mathbb{R}^+$, the \\emph{reflexive operator} $R_\\lambda : \\mathcal{S} \\to \\mathcal{S}$ on the proto-symbolic space (Def.~\\ref{definition:bk4_proto_symbolic_space}) extends the Book I reflection map (Def.~\\ref{definition:bk1_reflection_operator}) and satisfies: \\begin{enumerate}" } ], "depends_on": [ "definition:bk1_reflection_operator", "definition:bk4_proto_symbolic_space" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-052" ], "statuses": [ "conditional" ], "witnesses": [ "Book4C.reflexiveOperator_tendsto_self" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "only the Approximation Property's O(lambda) displacement budget is modeled, yielding a genuine squeeze-theorem convergence R_lambda(s) -> s as lambda -> 0; Coherence Preservation and Temporal Consistency clauses are not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:bk4_symbolic_curvature", "type": "definition", "label": "definition:bk4_symbolic_curvature", "name": "Symbolic Curvature", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 452, "latex_body": "\\begin{definition}[Symbolic Curvature]\n\\label{definition:bk4_symbolic_curvature}\nGiven $s \\in \\mathcal{S}_n$ on the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) and observer $O = (K_O, \\delta_O, \\mathcal{B}_O)$, the \\emph{symbolic curvature} of $s$ relative to $O$ is (extending the bk1 curvature notion of Def.~\\ref{definition:bk1_symbolic_connection}, Def.~\\ref{definition:bk1_symbolic_field_curvature_tensor}):\n\\[\n\\kappa_O(s) := \\left\\| \\delta_O^2(R_\\lambda(s) - s) \\right\\|_{K_O}^2\n= \\big\\langle\\, \\delta_O^2(R_\\lambda(s) - s),\\; K_O\\,\\delta_O^2(R_\\lambda(s) - s) \\,\\big\\rangle\n\\]\nwhere:\n\\begin{itemize}\n \\item $\\delta_O^2 = \\delta_O \\circ \\delta_O$ is second-order observer derivation;\n \\item $\\|f\\|_{K_O}^2 := \\langle f, K_O f \\rangle$ is the kernel quadratic energy.\n\\end{itemize}\nSymbolic curvature is the kernel \\emph{energy} (degree two in the symbolic argument), not its square root, so that it scales as $|\\alpha|^2$ and matches the second-order character of curvature.\nWhen $\\kappa_O$ is bounded above by an observer-relative threshold $K_O$, the thermodynamic consistency of the observer's hypothesis manifold is guaranteed (cf.~Lem.~\\ref{lemma:bk2_thermodynamic_consistency_hypothesis_manifolds}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_connection", "definition:bk1_symbolic_field_curvature_tensor", "definition:bk1_symbolic_manifold", "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds" ], "cites": [ "definition:bk1_symbolic_connection", "definition:bk1_symbolic_field_curvature_tensor", "definition:bk1_symbolic_manifold", "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds", "proposition:bk4_geodesic_failure", "sec:bk4_fuzzy_symbolic_geometry_observer_relative_smoothness" ], "cited_by": [ "definition:bk4_symbolic_curvature_formulations", "definition:bk4_symbolic_space", "definition:bk6_symbolic_curvature_tensor", "definition:bk6_symbolic_density_evolution", "definition:bk7_operational_resolution_uncertainties", "definition:bk7_symbolic_norm", "definition:bk8_sr_renormalization_group", "definition:bk8_symbolic_hypothesis_manifold", "lemma:bk7_involutive_dual_symmetry", "proof:bk4_symbolic_curvature_properties", "proof:bk8_curvature_entanglement_equivalence", "proof:bk8_optimal_projection_path", "proof:bk8_skech_via_euler_lagrange_flow_yields_geodesic", "proof:bk9_curvature_resilience_bound", "proposition:bk8_operator_curvature_flux", "proposition:bk8_optimal_projection_path", "proposition:bk9_curvature_resilience_bound", "proposition:bk9_mechanisms_of_recognition", "scholium:bk4_o_boundedness_unifying_principle", "scholium:bk7_constrained_uncertainty_motivation", "subsec:bk7_pisu_motivation", "subsec:bk7_pisu_revisited_power_uncertainty", "subsec:bk7_sources_regimes_uncertainty", "theorem:appD_bounded_increment_parameter_lift", "theorem:bk4_symbolic_curvature_properties", "theorem:bk5_golden_ratio_curvature_scalar" ], "forward_refs": [ "proposition:bk4_geodesic_failure", "sec:bk4_fuzzy_symbolic_geometry_observer_relative_smoothness" ], "forward_ref_roles": [ { "label": "proposition:bk4_geodesic_failure", "role": "teaser", "target_type": "proposition", "target_line": 4028, "line_distance": 3576, "context": "" }, { "label": "sec:bk4_fuzzy_symbolic_geometry_observer_relative_smoothness", "role": "navigation", "target_type": "section", "target_line": 3291, "line_distance": 2839, "context": "" } ], "ref_roles": [ { "label": "definition:bk1_symbolic_connection", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1888, "logical_support": true, "context": "O, \\mathcal{B}_O)$, the \\emph{symbolic curvature} of $s$ relative to $O$ is (extending the bk1 curvature notion of Def.~\\ref{definition:bk1_symbolic_connection}, Def.~\\ref{definition:bk1_symbolic_field_curvature_tensor}): \\[ \\kappa_O(s) := \\left\\| \\delta_O^2(R_\\lambda(s) - s) \\ri" }, { "label": "definition:bk1_symbolic_field_curvature_tensor", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2532, "logical_support": true, "context": "e} of $s$ relative to $O$ is (extending the bk1 curvature notion of Def.~\\ref{definition:bk1_symbolic_connection}, Def.~\\ref{definition:bk1_symbolic_field_curvature_tensor}): \\[ \\kappa_O(s) := \\left\\| \\delta_O^2(R_\\lambda(s) - s) \\right\\|_{K_O}^2 = \\big\\langle\\, \\delta_O^2(R_\\lambda(s) - s)," }, { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "lic Curvature] \\label{definition:bk4_symbolic_curvature} Given $s \\in \\mathcal{S}_n$ on the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}) and observer $O = (K_O, \\delta_O, \\mathcal{B}_O)$, the \\emph{symbolic curvature} of $s$ relative to $O$ is (extending" }, { "label": "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds", "role": "cf_near_match", "target_type": "lemma", "target_file": "book2.tex", "target_line": 527, "logical_support": true, "context": "r-relative threshold $K_O$, the thermodynamic consistency of the observer's hypothesis manifold is guaranteed (cf.~Lem.~\\ref{lemma:bk2_thermodynamic_consistency_hypothesis_manifolds}). \\end{definition}" }, { "label": "proposition:bk4_geodesic_failure", "role": "forward_teaser", "target_type": "proposition", "target_file": "book4.tex", "target_line": 4028, "logical_support": false, "context": "" }, { "label": "sec:bk4_fuzzy_symbolic_geometry_observer_relative_smoothness", "role": "forward_navigation", "target_type": "section", "target_file": "book4.tex", "target_line": 3291, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_symbolic_connection", "definition:bk1_symbolic_field_curvature_tensor", "definition:bk1_symbolic_manifold", "lemma:bk2_thermodynamic_consistency_hypothesis_manifolds" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-019" ], "statuses": [ "constructed" ], "witnesses": [ "Book4A.kappa_nonneg", "Book4A.kappa_observer_dependent", "Book4A.kappa_reflexive_vanishing", "Book4A.kappa_scale" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Curvature modeled concretely as kappa K R lam s := K * (R lam s - s)^2, honestly degree-two in the symbolic argument per the definition's own stipulation. The second-order observer derivation delta_O^2 is not modeled, only its residual." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "remark:book4.tex:468", "type": "remark", "label": "", "name": "", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 468, "latex_body": "\\begin{remark}\nThe term $R_\\lambda(s) - s$ measures failure of reflexive fixation; applying $\\delta_O^2$\naccumulates this deviation across observer-visible scales. The full geometric interpretation\n--- that $\\kappa_O$ is a Jacobi-deviation energy in the symbolic connection sense ---\nrequires the observer-relative connection machinery developed in\n\\S\\ref{sec:bk4_fuzzy_symbolic_geometry_observer_relative_smoothness};\nsee Proposition~\\ref{proposition:bk4_geodesic_failure} below.\n\\end{remark}", "macros_used": [], "refs": [ "proposition:bk4_geodesic_failure", "sec:bk4_fuzzy_symbolic_geometry_observer_relative_smoothness" ], "cites": [], "cited_by": [], "depends_on": [], "role": "remark" }, { "id": "theorem:bk4_symbolic_curvature_properties", "type": "theorem", "label": "theorem:bk4_symbolic_curvature_properties", "name": "Basic Properties", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 477, "latex_body": "\\begin{theorem}[Basic Properties]\n\\label{theorem:bk4_symbolic_curvature_properties}\nFor all $s \\in \\mathcal{S}$, the symbolic curvature $\\kappa_O$ from Def.~\\ref{definition:bk4_symbolic_curvature} satisfies:\n\\begin{enumerate}\n \\item (\\textbf{Non-negativity}) $\\kappa_O(s) \\geq 0$;\n \\item (\\textbf{Observer Dependence}) $\\kappa_{O_1}(s) \\ne \\kappa_{O_2}(s)$ in general;\n \\item (\\textbf{Scale Invariance}) $\\kappa_O(\\alpha s) = |\\alpha|^2 \\kappa_O(s)$ for $\\alpha \\in \\mathbb{R}$;\n \\item (\\textbf{Reflexive Vanishing}) If $R_\\lambda(s) = s$, then $\\kappa_O(s) = 0$.\n\\end{enumerate}\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk4_symbolic_curvature" ], "cites": [ "definition:bk4_symbolic_curvature" ], "cited_by": [], "proof_labels": [ "proof:bk4_symbolic_curvature_properties" ], "ref_roles": [ { "label": "definition:bk4_symbolic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 452, "logical_support": true, "context": "bel{theorem:bk4_symbolic_curvature_properties} For all $s \\in \\mathcal{S}$, the symbolic curvature $\\kappa_O$ from Def.~\\ref{definition:bk4_symbolic_curvature} satisfies: \\begin{enumerate} \\item (\\textbf{Non-negativity}) $\\kappa_O(s) \\geq 0$; \\item (\\textbf{Observer Depe" } ], "depends_on": [ "definition:bk4_symbolic_curvature" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-020" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.kappa_nonneg", "Book4A.kappa_observer_dependent", "Book4A.kappa_reflexive_vanishing", "Book4A.kappa_scale" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "All four clauses reached: non-negativity, scale invariance by alpha^2 (given linear action of the reflexive operator), reflexive vanishing, and observer dependence as an explicit existence witness (the clause is stated 'in general', not as a universal inequality)." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_symbolic_curvature_properties", "type": "proof", "label": "proof:bk4_symbolic_curvature_properties", "name": "", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 488, "latex_body": "\\begin{proof}\n\\label{proof:bk4_symbolic_curvature_properties}\n\\leavevmode\nWrite $u(s) := \\delta_O^2(R_\\lambda(s) - s)$, so that $\\kappa_O(s) = \\|u(s)\\|_{K_O}^2 = \\langle u(s), K_O u(s)\\rangle$, the kernel quadratic energy (Def.~\\ref{definition:bk4_symbolic_curvature}).\n\\emph{(1) Non-negativity.} The observer kernel $K_O$ is positive semidefinite, so $\\kappa_O(s) = \\langle u, K_O u\\rangle \\ge 0$.\n\\emph{(2) Observer dependence.} $\\kappa_O$ is assembled from the observer-specific operators $\\delta_O$ and $K_O$; distinct observers $O_1 \\neq O_2$ furnish distinct $\\delta_{O_i}, K_{O_i}$, so $\\kappa_{O_1}(s) \\neq \\kappa_{O_2}(s)$ in general.\n\\emph{(3) Scale law.} The maps $\\delta_O^2$ and $R_\\lambda - \\mathrm{Id}$ are linear in the symbolic argument, so $u(\\alpha s) = \\alpha\\,u(s)$; the kernel pairing is quadratic, $\\kappa_O(\\alpha s) = \\langle \\alpha u, K_O \\alpha u\\rangle = \\alpha^2 \\langle u, K_O u\\rangle = |\\alpha|^2 \\kappa_O(s)$, the degree-two scaling fixed by the energy form of Def.~\\ref{definition:bk4_symbolic_curvature}.\n\\emph{(4) Reflexive vanishing.} If $R_\\lambda(s) = s$ then $R_\\lambda(s) - s = 0$, hence $u(s) = 0$ and $\\kappa_O(s) = 0$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk4_symbolic_curvature" ], "proves": "theorem:bk4_symbolic_curvature_properties", "cites": [ "definition:bk4_symbolic_curvature" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_symbolic_curvature", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 452, "logical_support": true, "context": "a(s) - s)$, so that $\\kappa_O(s) = \\|u(s)\\|_{K_O}^2 = \\langle u(s), K_O u(s)\\rangle$, the kernel quadratic energy (Def.~\\ref{definition:bk4_symbolic_curvature}). \\emph{(1) Non-negativity.} The observer kernel $K_O$ is positive semidefinite, so $\\kappa_O(s) = \\langle u, K_O u\\ran" } ], "depends_on": [ "definition:bk4_symbolic_curvature" ], "role": "proof" }, { "id": "theorem:bk4_curvature_continuity", "type": "theorem", "label": "theorem:bk4_curvature_continuity", "name": "Regularity of Symbolic Curvature: Continuity and Differentiability", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 498, "latex_body": "\\begin{theorem}[Regularity of Symbolic Curvature: Continuity and Differentiability]\n\\label{theorem:bk4_curvature_continuity}\n\\label{theorem:bk4_curvature_differentiability}\nThe symbolic curvature $\\kappa_O$ (Def.~\\ref{definition:bk4_symbolic_curvature}) inherits the regularity of the operators that generate it:\n\\begin{enumerate}\n \\item (\\textbf{Continuity}) if $\\delta_O$ and $K_O$ are continuous, then $\\kappa_O : \\mathcal{S} \\to \\mathbb{R}^+$ is continuous on the proto-symbolic space of Def.~\\ref{definition:bk4_proto_symbolic_space};\n \\item (\\textbf{Differentiability}) if $R_\\lambda$ (Def.~\\ref{definition:bk4_reflexive_operator}) and $K_O$ are $C^2$ smooth, then $\\kappa_O$ is twice differentiable.\n\\end{enumerate}\nThis is a consequence of curvature arising as the interaction product of drift ($D$) and reflection ($R$) rather than as a primitive (cf.~Corollary~\\ref{corollary:bk1_dimensional_bounds_emergence} on rank bounds of emergent curvature).\n\\end{theorem}", "macros_used": [], "refs": [ "corollary:bk1_dimensional_bounds_emergence", "definition:bk4_proto_symbolic_space", "definition:bk4_reflexive_operator", "definition:bk4_symbolic_curvature" ], "cites": [], "cited_by": [], "proof_labels": [ "proof:bk4_curvature_continuity" ], "depends_on": [], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-089" ], "statuses": [ "conditional" ], "witnesses": [ "Book4Ref.curvature_inherits_continuity" ], "countermodels": [], "conditions": [ "contraction constant is the modeling hypothesis for TTPR stability; the differentiable-manifold constraint space, recursion-depth dynamics, and differentiability clause stay open" ], "notes": [ "Curvature inherits continuity from its generating operators; the differentiability/manifold clauses stay open." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_curvature_continuity", "type": "proof", "label": "proof:bk4_curvature_continuity", "name": "Regularity inherited through the energy form", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 509, "latex_body": "\\begin{proof}[Regularity inherited through the energy form]\n\\label{proof:bk4_curvature_continuity}\n\\label{proof:bk4_curvature_differentiability}\n\\leavevmode\nWrite $u(s) = \\delta_O^2(R_\\lambda(s) - s)$, so that\n\\[\n\\kappa_O(s) = \\langle u(s), K_O\\,u(s)\\rangle\n\\]\nis the kernel quadratic energy (Def.~\\ref{definition:bk4_symbolic_curvature}).\n\n\\emph{(1) Continuity.} Here $\\kappa_O$ factors as the composition of three maps: $s \\mapsto R_\\lambda(s) - s$, the bounded operator $\\delta_O^2$, and the kernel energy $f \\mapsto \\langle f, K_O f\\rangle$. Each factor is continuous---$R_\\lambda$ continuous (so is $\\mathrm{Id}$), $\\delta_O$ continuous by hypothesis (hence so is $\\delta_O^2$), $K_O$ continuous by hypothesis, and the quadratic form $f\\mapsto\\langle f,K_O f\\rangle$ continuous. A finite composition of continuous maps is continuous, so $\\kappa_O$ is continuous on the proto-symbolic space (Def.~\\ref{definition:bk4_proto_symbolic_space}).\n\n\\emph{(2) Differentiability.} If $R_\\lambda$ is $C^2$ then $s \\mapsto R_\\lambda(s) - s$ is $C^2$, and since $\\delta_O^2$ is a bounded linear (hence $C^\\infty$) operator, $u$ is $C^2$. If $K_O$ is $C^2$, then $\\kappa_O(s) = \\langle u(s), K_O\\,u(s)\\rangle$ is $C^2$, being the composition of the $C^2$ map $u$ with the smooth bilinear pairing carrying the $C^2$ kernel. Because curvature is the kernel energy itself --- not its square root --- it is twice differentiable \\emph{everywhere}, with no exceptional behaviour at its zeros; the energy form removes the square-root non-smoothness that a norm definition would introduce.\n\nIn both regimes $\\kappa_O$ inherits the regularity of the drift--reflection operators that generate it.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk4_proto_symbolic_space", "definition:bk4_symbolic_curvature" ], "proves": "theorem:bk4_curvature_continuity", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "subsec:bk4_emergence_meta_stable_structures", "type": "section", "subtype": "subsection", "label": "subsec:bk4_emergence_meta_stable_structures", "name": "Emergence of Meta-Stable Structures", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 526, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_meta_stable_symbolic_str", "type": "definition", "label": "definition:bk4_meta_stable_symbolic_str", "name": "Meta-Stable Symbolic Structure", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 527, "latex_body": "\\begin{definition}[Meta-Stable Symbolic Structure] \\label{definition:bk4_meta_stable_symbolic_str}\nA meta-stable symbolic structure $\\mathcal{M}$ is a configuration of coupled membranes $\\{M_i\\}$ that:\n\\begin{enumerate}\n \\item Persists over extended but finite symbolic time periods\n \\item Occupies a local minimum in the symbolic free energy landscape (see Proof~\\ref{proof:bk2_symbolic_free_energy_dissipation}, Def.~\\ref{definition:bk2_symbolic_free_energy})\n \\item Transitions between distinct configurations under sufficient perturbation\n\\end{enumerate}\nThese membranes are defined according to the structural criteria in Def.~\\ref{definition:bk3_symbolic_membrane}.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "proof:bk2_symbolic_free_energy_dissipation" ], "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "proof:bk2_symbolic_free_energy_dissipation" ], "cited_by": [ "proof:bk4_timescale_separation_hierarchy", "theorem:bk4_emergence_through_timescale_separation" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "a local minimum in the symbolic free energy landscape (see Proof~\\ref{proof:bk2_symbolic_free_energy_dissipation}, Def.~\\ref{definition:bk2_symbolic_free_energy}) \\item Transitions between distinct configurations under sufficient perturbation \\end{enumerate} These membranes ar" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "under sufficient perturbation \\end{enumerate} These membranes are defined according to the structural criteria in Def.~\\ref{definition:bk3_symbolic_membrane}. \\end{definition}" }, { "label": "proof:bk2_symbolic_free_energy_dissipation", "role": "proof_support", "target_type": "proof", "target_file": "book2.tex", "target_line": 268, "logical_support": true, "context": "ed but finite symbolic time periods \\item Occupies a local minimum in the symbolic free energy landscape (see Proof~\\ref{proof:bk2_symbolic_free_energy_dissipation}, Def.~\\ref{definition:bk2_symbolic_free_energy}) \\item Transitions between distinct configurations under sufficient" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk3_symbolic_membrane", "proof:bk2_symbolic_free_energy_dissipation" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk4_symbolic_transition_rate", "type": "definition", "label": "definition:bk4_symbolic_transition_rate", "name": "Symbolic Transition Rate", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 536, "latex_body": "\\begin{definition}[Symbolic Transition Rate] \\label{definition:bk4_symbolic_transition_rate}\nThe transition rate $\\Lambda_{ab}$ between meta-stable states $\\mathcal{M}_a$ and $\\mathcal{M}_b$ is given by:\n\\begin{equation}\n \\Lambda_{ab} = A_{ab} \\exp\\left(-\\frac{\\Delta F_{ab}}{T_s}\\right)\n\\end{equation}\nwhere $A_{ab}$ is a structure-dependent prefactor, $\\Delta F_{ab}$ is the symbolic free energy barrier (Def.~\\ref{definition:bk2_symbolic_free_energy}), and $T_s$ is the symbolic temperature (see Def.~\\ref{definition:bk2_symbolic_temperature}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature" ], "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature" ], "cited_by": [ "proof:bk4_timescale_separation_hierarchy", "theorem:bk4_emergence_through_timescale_separation" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "{equation} where $A_{ab}$ is a structure-dependent prefactor, $\\Delta F_{ab}$ is the symbolic free energy barrier (Def.~\\ref{definition:bk2_symbolic_free_energy}), and $T_s$ is the symbolic temperature (see Def.~\\ref{definition:bk2_symbolic_temperature}). \\end{definition}" }, { "label": "definition:bk2_symbolic_temperature", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 148, "logical_support": true, "context": "c free energy barrier (Def.~\\ref{definition:bk2_symbolic_free_energy}), and $T_s$ is the symbolic temperature (see Def.~\\ref{definition:bk2_symbolic_temperature}). \\end{definition}" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk2_symbolic_temperature" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-021" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.transitionRate_pos" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Only strict positivity of the Arrhenius form (given a positive prefactor) is modeled; the free-energy-barrier interpretation is not." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "theorem:bk4_emergence_through_timescale_separation", "type": "theorem", "label": "theorem:bk4_emergence_through_timescale_separation", "name": "Emergence Through Timescale Separation", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 543, "latex_body": "\\begin{theorem}[Emergence Through Timescale Separation] \\label{theorem:bk4_emergence_through_timescale_separation}\nMeta-stable symbolic structures $\\{\\mathcal{M}_i\\}$ (see Def.~\\ref{definition:bk4_meta_stable_symbolic_str}) give rise to emergent dynamics when there exists a clear separation of timescales:\n\\begin{equation}\n \\tau_{\\text{micro}} \\ll \\tau_{\\text{transition}} \\ll \\tau_{\\text{observation}}\n\\end{equation}\nwhere $\\tau_{\\text{micro}}$ is the timescale of microscopic symbolic fluctuations, $\\tau_{\\text{transition}} \\sim \\Lambda_{ab}^{-1}$ is the average transition time between meta-stable states (see Def.~\\ref{definition:bk4_symbolic_transition_rate}), and $\\tau_{\\text{observation}}$ is the timescale of observation or interaction.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk4_meta_stable_symbolic_str", "definition:bk4_symbolic_transition_rate" ], "cites": [ "definition:bk4_meta_stable_symbolic_str", "definition:bk4_symbolic_transition_rate" ], "cited_by": [], "proof_labels": [ "proof:bk4_timescale_separation_hierarchy" ], "ref_roles": [ { "label": "definition:bk4_meta_stable_symbolic_str", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 527, "logical_support": true, "context": "label{theorem:bk4_emergence_through_timescale_separation} Meta-stable symbolic structures $\\{\\mathcal{M}_i\\}$ (see Def.~\\ref{definition:bk4_meta_stable_symbolic_str}) give rise to emergent dynamics when there exists a clear separation of timescales: \\begin{equation} \\tau_{\\text{mi" }, { "label": "definition:bk4_symbolic_transition_rate", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 536, "logical_support": true, "context": ", $\\tau_{\\text{transition}} \\sim \\Lambda_{ab}^{-1}$ is the average transition time between meta-stable states (see Def.~\\ref{definition:bk4_symbolic_transition_rate}), and $\\tau_{\\text{observation}}$ is the timescale of observation or interaction. \\end{theorem}" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk4_meta_stable_symbolic_str", "definition:bk4_order_parameter", "definition:bk4_symbolic_transition_rate", "theorem:bk4_emergence_criterion" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-022" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.timescaleSeparation_micro_lt_observation" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The three-way strict inequality kept as a structure with transitivity as its consequence." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_timescale_separation_hierarchy", "type": "proof", "label": "proof:bk4_timescale_separation_hierarchy", "name": "Timescale Separation and Symbolic Coarse-Graining via Master Equation", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 550, "latex_body": "\\begin{proof}[Timescale Separation and Symbolic Coarse-Graining via Master Equation]\n\\label{proof:bk4_timescale_separation_hierarchy}\n\\leavevmode\n\n\\textbf{Step 1: Rapid mixing within meta-stable states.} When $\\tau_{\\text{micro}} \\ll \\tau_{\\text{transition}}$, the intra-state dynamics equilibrate on timescale $\\tau_{\\text{micro}}$ to a conditional distribution $\\mu_i(\\cdot)$ supported on $\\mathcal{M}_i$. For any observable $A$, $\\mathbb{E}[A \\mid \\text{state} = i]$ is well-defined and constant on timescales $\\gg \\tau_{\\text{micro}}$. This licenses treating each $\\mathcal{M}_i$ as a single coarse-grained entity with occupation probability $p_i(t)$ (Def.~\\ref{definition:bk4_meta_stable_symbolic_str}).\n\n\\textbf{Step 2: Master equation on the coarse-grained space.} The occupation probabilities evolve by the master equation:\n\\[\n\\frac{dp_i}{dt} = \\sum_{j \\neq i} \\bigl(\\Lambda_{ji}\\,p_j - \\Lambda_{ij}\\,p_i\\bigr),\n\\]\nwhere $\\Lambda_{ij}$ are the transition rates of Def.~\\ref{definition:bk4_symbolic_transition_rate}. This is a closed equation on the $N$-dimensional space $\\{p_i\\}$, entirely decoupled from the microscopic state within each $\\mathcal{M}_i$.\n\n\\textbf{Step 3: Verify the emergence criterion.}\nWhen $\\tau_{\\text{transition}} \\ll \\tau_{\\text{observation}}$, the observer\n(Def.~\\ref{definition:bk1_bounded_observer}) perceives $\\{p_i(t)\\}$ as effective\norder parameters $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter}).\nWe verify the four conditions of Thm.~\\ref{theorem:bk4_emergence_criterion}:\n\\begin{enumerate}\n \\item $\\Omega = \\{p_i\\}$ are order parameters that summarize collective state\n without indexing individual micro-configurations.\n \\item $\\{p_i\\}$ evolve by the collective master equation above, not by microscopic rules.\n \\item Each $\\mathcal{M}_i$ constrains its members: micro-states outside $\\mathcal{M}_i$ are inaccessible on timescale $\\tau_{\\text{transition}}$.\n \\item For any decomposition into local observables $A_i$, the mutual information\n $I(\\text{system};\\Omega)$ dominates local summaries, since $\\{p_i\\}$ captures\n inter-state correlations that local observables miss:\n \\[\n I(\\text{system};\\Omega) \\geq \\sum_i H(p_i) > \\sum_i I(\\text{system};A_i).\n \\]\n\\end{enumerate}\nThe timescale hierarchy therefore establishes genuine emergence via the master equation as the effective coarse-grained dynamics.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_bounded_observer", "definition:bk4_meta_stable_symbolic_str", "definition:bk4_order_parameter", "definition:bk4_symbolic_transition_rate", "theorem:bk4_emergence_criterion" ], "proves": "theorem:bk4_emergence_through_timescale_separation", "cites": [ "definition:bk1_bounded_observer", "definition:bk4_meta_stable_symbolic_str", "definition:bk4_order_parameter", "definition:bk4_symbolic_transition_rate", "theorem:bk4_emergence_criterion" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "p 3: Verify the emergence criterion.} When $\\tau_{\\text{transition}} \\ll \\tau_{\\text{observation}}$, the observer (Def.~\\ref{definition:bk1_bounded_observer}) perceives $\\{p_i(t)\\}$ as effective order parameters $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter}). We verify t" }, { "label": "definition:bk4_meta_stable_symbolic_str", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 527, "logical_support": true, "context": "his licenses treating each $\\mathcal{M}_i$ as a single coarse-grained entity with occupation probability $p_i(t)$ (Def.~\\ref{definition:bk4_meta_stable_symbolic_str}). \\textbf{Step 2: Master equation on the coarse-grained space.} The occupation probabilities evolve by the master equa" }, { "label": "definition:bk4_order_parameter", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 318, "logical_support": true, "context": "server (Def.~\\ref{definition:bk1_bounded_observer}) perceives $\\{p_i(t)\\}$ as effective order parameters $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter}). We verify the four conditions of Thm.~\\ref{theorem:bk4_emergence_criterion}: \\begin{enumerate} \\item $\\Omega = \\{" }, { "label": "definition:bk4_symbolic_transition_rate", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 536, "logical_support": true, "context": "_{j \\neq i} \\bigl(\\Lambda_{ji}\\,p_j - \\Lambda_{ij}\\,p_i\\bigr), \\] where $\\Lambda_{ij}$ are the transition rates of Def.~\\ref{definition:bk4_symbolic_transition_rate}. This is a closed equation on the $N$-dimensional space $\\{p_i\\}$, entirely decoupled from the microscopic state within" }, { "label": "theorem:bk4_emergence_criterion", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 336, "logical_support": true, "context": "effective order parameters $\\Omega$ (Def.~\\ref{definition:bk4_order_parameter}). We verify the four conditions of Thm.~\\ref{theorem:bk4_emergence_criterion}: \\begin{enumerate} \\item $\\Omega = \\{p_i\\}$ are order parameters that summarize collective state without indexi" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk4_meta_stable_symbolic_str", "definition:bk4_order_parameter", "definition:bk4_symbolic_transition_rate", "theorem:bk4_emergence_criterion" ], "role": "proof" }, { "id": "sec:bk4_reflexive_identity_maps_auto_encoding", "type": "section", "subtype": "section", "label": "sec:bk4_reflexive_identity_maps_auto_encoding", "name": "Reflexive Identity Maps and Auto-Encoding", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 581, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "section:book4.tex:582", "type": "section", "subtype": "subsection", "label": "", "name": "Auto-Encoding Symbolic Identity", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 582, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_symbolic_auto_encoder", "type": "definition", "label": "definition:bk4_symbolic_auto_encoder", "name": "Symbolic Auto-Encoder", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 583, "latex_body": "\\begin{definition}[Symbolic Auto-Encoder] \\label{definition:bk4_symbolic_auto_encoder}\n\nA symbolic auto-encoder on membrane $M_i$, a substructure of the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), is a pair of maps $(E_i, D_i)$ where:\n\\begin{enumerate}\n \\item $E_i: M_i \\to Z_i$ is an encoding map to a latent space $Z_i$\n \\item $D_i: Z_i \\to M_i$ is a decoding map back to the original space\n \\item The composition $D_i \\circ E_i: M_i \\to M_i$ satisfies the reconstruction constraint:\n \\begin{equation}\n d_g((D_i \\circ E_i)(x), x) \\leq \\epsilon_{\\text{recon}}\n \\end{equation}\n for some small $\\epsilon_{\\text{recon}} > 0$ and all $x \\in M_i$ (see Def.~\\ref{definition:bk3_symbolic_membrane})\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "cites": [ "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "cited_by": [ "definition:bk4_hierarchical_auto_encodi", "definition:bk4_information_bottleneck_p", "theorem:bk4_auto_encoding_and_identity" ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "k4_symbolic_auto_encoder} A symbolic auto-encoder on membrane $M_i$, a substructure of the symbolic manifold $M$ (Def.~\\ref{definition:bk1_symbolic_manifold}), is a pair of maps $(E_i, D_i)$ where: \\begin{enumerate} \\item $E_i: M_i \\to Z_i$ is an encoding map to a latent s" }, { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "psilon_{\\text{recon}} \\end{equation} for some small $\\epsilon_{\\text{recon}} > 0$ and all $x \\in M_i$ (see Def.~\\ref{definition:bk3_symbolic_membrane}) \\end{enumerate} \\end{definition}" } ], "depends_on": [ "definition:bk1_symbolic_manifold", "definition:bk3_symbolic_membrane" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-023" ], "statuses": [ "conditional" ], "witnesses": [ "Book4A.SymbolicAutoEncoder.encode_injective_of_eps_eq_zero", "Book4A.SymbolicAutoEncoder.exact_reconstruction_of_eps_eq_zero", "Book4A.autoEncoder_finite_sum_le" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Actual encoder and decoder maps are modeled with a uniform metric reconstruction bound. The scalar summary retains the finite-sample total-error theorem; in a genuine metric space, zero error budget forces exact decoding and injectivity of the encoder." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "definition:bk4_information_bottleneck_p", "type": "definition", "label": "definition:bk4_information_bottleneck_p", "name": "Information Bottleneck Principle", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 596, "latex_body": "\\begin{definition}[Information Bottleneck Principle] \\label{definition:bk4_information_bottleneck_p}\n\nAn optimal symbolic auto-encoder $(E_i^*, D_i^*)$ (\\ref{definition:bk4_symbolic_auto_encoder} satisfies the information bottleneck principle:\n\\begin{equation}\n (E_i^*, D_i^*) = \\arg\\min_{(E_i, D_i)} I(M_i; Z_i) - \\beta I(Z_i; M_i')\n\\end{equation}\nwhere $M_i'$ is the reconstructed membrane (via $M_i' := D_i(E_i(x))$), $I(\\cdot;\\cdot)$ denotes mutual information, and $\\beta > 0$ is a trade-off parameter between compression and reconstruction fidelity (see Thm.~\\ref{theorem:bk4_auto_encoding_and_identity}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk4_symbolic_auto_encoder", "theorem:bk4_auto_encoding_and_identity" ], "cites": [ "definition:bk4_symbolic_auto_encoder", "theorem:bk4_auto_encoding_and_identity" ], "cited_by": [ "proof:bk4_information_bottleneck_symbolic_filter" ], "forward_refs": [ "theorem:bk4_auto_encoding_and_identity" ], "forward_ref_roles": [ { "label": "theorem:bk4_auto_encoding_and_identity", "role": "teaser", "target_type": "theorem", "target_line": 604, "line_distance": 8, "context": "mutual information, and $\\beta > 0$ is a trade-off parameter between compression and reconstruction fidelity (see Thm.~\\ref{theorem:bk4_auto_encoding_and_identity}). \\end{definition}" } ], "ref_roles": [ { "label": "definition:bk4_symbolic_auto_encoder", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 583, "logical_support": true, "context": "ttleneck Principle] \\label{definition:bk4_information_bottleneck_p} An optimal symbolic auto-encoder $(E_i^*, D_i^*)$ (\\ref{definition:bk4_symbolic_auto_encoder} satisfies the information bottleneck principle: \\begin{equation} (E_i^*, D_i^*) = \\arg\\min_{(E_i, D_i)} I(M_i; Z_i)" }, { "label": "theorem:bk4_auto_encoding_and_identity", "role": "forward_teaser", "target_type": "theorem", "target_file": "book4.tex", "target_line": 604, "logical_support": false, "context": "mutual information, and $\\beta > 0$ is a trade-off parameter between compression and reconstruction fidelity (see Thm.~\\ref{theorem:bk4_auto_encoding_and_identity}). \\end{definition}" } ], "depends_on": [ "definition:bk4_symbolic_auto_encoder" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk4_auto_encoding_and_identity", "type": "theorem", "label": "theorem:bk4_auto_encoding_and_identity", "name": "Auto-Encoding and Identity", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 604, "latex_body": "\\begin{theorem}[Auto-Encoding and Identity] \\label{theorem:bk4_auto_encoding_and_identity}\n\nA symbolic identity carrier $\\mathcal{I}$ on membrane $M_i$ (see Def.~\\ref{definition:bk4_symbolic_identity_carrie}) corresponds to the stable features of an optimal symbolic auto-encoder $(E_i^*, D_i^*)$ (see Def.~\\ref{definition:bk4_symbolic_auto_encoder}):\n\\begin{equation}\n \\Psi_i(x) \\propto \\exp\\left(-\\lambda \\cdot d_g((D_i^* \\circ E_i^*)(x), x)\\right)\n\\end{equation}\nwhere $\\lambda > 0$ is a scaling parameter and $\\Psi_i$ is the core symbolic pattern of $\\mathcal{I}$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk4_symbolic_auto_encoder", "definition:bk4_symbolic_identity_carrie" ], "cites": [ "definition:bk4_symbolic_auto_encoder", "definition:bk4_symbolic_identity_carrie" ], "cited_by": [ "definition:bk4_information_bottleneck_p", "proof:bk4_information_bottleneck_symbolic_filter" ], "proof_labels": [ "proof:bk4_information_bottleneck_symbolic_filter" ], "ref_roles": [ { "label": "definition:bk4_symbolic_auto_encoder", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 583, "logical_support": true, "context": "lic_identity_carrie}) corresponds to the stable features of an optimal symbolic auto-encoder $(E_i^*, D_i^*)$ (see Def.~\\ref{definition:bk4_symbolic_auto_encoder}): \\begin{equation} \\Psi_i(x) \\propto \\exp\\left(-\\lambda \\cdot d_g((D_i^* \\circ E_i^*)(x), x)\\right) \\end{equation}" }, { "label": "definition:bk4_symbolic_identity_carrie", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 4, "logical_support": true, "context": "] \\label{theorem:bk4_auto_encoding_and_identity} A symbolic identity carrier $\\mathcal{I}$ on membrane $M_i$ (see Def.~\\ref{definition:bk4_symbolic_identity_carrie}) corresponds to the stable features of an optimal symbolic auto-encoder $(E_i^*, D_i^*)$ (see Def.~\\ref{definition:bk4_" } ], "depends_on": [ "definition:bk2_symbolic_probability_spa", "definition:bk4_information_bottleneck_p", "definition:bk4_symbolic_auto_encoder", "definition:bk4_symbolic_identity_carrie", "theorem:bk3_membrane_stability_criteria" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-024" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.SymbolicAutoEncoder.encode_injective_of_eps_eq_zero", "Book4A.SymbolicAutoEncoder.exact_reconstruction_of_eps_eq_zero", "Book4A.SymbolicAutoEncoder.identityPattern_eq_one_iff", "Book4A.autoEncoderPattern_pos" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The metric identity kernel is complete: the exponential pattern is always positive and, at nonzero sensitivity, has maximal weight one exactly when decoding reconstructs the identity. A zero reconstruction budget yields exact reconstruction and prevents distinct identities from sharing a code." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_information_bottleneck_symbolic_filter", "type": "proof", "label": "proof:bk4_information_bottleneck_symbolic_filter", "name": "Information Bottleneck Concentrates on Stable Attractors", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 612, "latex_body": "\\begin{proof}[Information Bottleneck Concentrates on Stable Attractors]\n\\label{proof:bk4_information_bottleneck_symbolic_filter}\n\\leavevmode\n\n\\textbf{Compression preserves persistent structure.}\\par\nBy the information bottleneck principle\n(Def.~\\ref{definition:bk4_information_bottleneck_p}),\nthe optimal pair $(E_i^*, D_i^*)$ minimizes mutual information $I(M_i; Z_i)$\nsubject to a fidelity constraint on $I(Z_i; M_i')$.\nThus the latent code $Z_i$ retains only information necessary for reconstruction.\nNoise and transient fluctuations have high conditional entropy $H(M_i'|Z_i^{\\text{noise}})$\nrelative to their mutual information $I(M_i;Z_i^{\\text{noise}})$; the IB objective\npenalizes precisely this unfavorable ratio, so such components are suppressed in the\noptimal code.\n\n\\textbf{Attractors minimize reconstruction error.}\nLet $A \\subset M_i$ be the set of stable attractors of the symbolic dynamics on $M_i$\n(Thm.~\\ref{theorem:bk3_membrane_stability_criteria}). For $x \\in A$, nearby trajectories\nconverge to $x$, so the neighborhood of $x$ is well-represented by $x$ itself — the\nreconstruction $D_i^*(E_i^*(x))$ need only recover $x$ from a compact neighborhood,\nyielding small $d_g((D_i^* \\circ E_i^*)(x), x)$. Conversely, for $x$ in a transient\nregion, the encoder must represent rapidly varying trajectories, incurring large\nreconstruction cost for the same code length. The IB objective therefore drives\n$(E_i^*, D_i^*)$ to assign short codes (low $I(M_i;Z_i)$) to attractor regions and\nlong or absent codes to transients — concentrating reconstruction quality at attractors.\n\n\\textbf{Exponential form.}\nThe function $\\Psi_i(x) = C\\exp(-\\lambda\\cdot d_g((D_i^*\\circ E_i^*)(x),x))$ is the\nunique form (up to normalization) that (1) decreases monotonically with reconstruction\nerror, (2) is positive everywhere (proper distribution), and (3) has Gaussian-like\nconcentration near zero error, matching the statistical structure of the free energy\nlandscape (Thm.~\\ref{theorem:bk4_auto_encoding_and_identity}). The parameter $\\lambda$\ncontrols sharpness: large $\\lambda$ gives a peaked identity (narrow attractor basin),\nsmall $\\lambda$ gives a diffuse identity (broad basin).\n\n\\textbf{Normalization.}\nSetting $C = \\bigl(\\int_{M_i}e^{-\\lambda\\cdot d_g((D_i^*\\circ E_i^*)(x),x)}\\,d\\mu_g\\bigr)^{-1}$\nensures $\\int_{M_i}\\Psi_i\\,d\\mu_g = 1$, making $\\Psi_i$ a proper symbolic probability\ndensity (Def.~\\ref{definition:bk2_symbolic_probability_spa}) representing the core\nidentity pattern of $\\mathcal{I}$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_probability_spa", "definition:bk4_information_bottleneck_p", "theorem:bk3_membrane_stability_criteria", "theorem:bk4_auto_encoding_and_identity" ], "proves": "theorem:bk4_auto_encoding_and_identity", "cites": [ "definition:bk2_symbolic_probability_spa", "definition:bk4_information_bottleneck_p", "theorem:bk3_membrane_stability_criteria", "theorem:bk4_auto_encoding_and_identity" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_probability_spa", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 23, "logical_support": true, "context": ",d\\mu_g\\bigr)^{-1}$ ensures $\\int_{M_i}\\Psi_i\\,d\\mu_g = 1$, making $\\Psi_i$ a proper symbolic probability density (Def.~\\ref{definition:bk2_symbolic_probability_spa}) representing the core identity pattern of $\\mathcal{I}$. \\end{proof}" }, { "label": "definition:bk4_information_bottleneck_p", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 596, "logical_support": true, "context": "er} \\leavevmode \\textbf{Compression preserves persistent structure.}\\par By the information bottleneck principle (Def.~\\ref{definition:bk4_information_bottleneck_p}), the optimal pair $(E_i^*, D_i^*)$ minimizes mutual information $I(M_i; Z_i)$ subject to a fidelity constraint on $I(Z" }, { "label": "theorem:bk3_membrane_stability_criteria", "role": "proof_support", "target_type": "theorem", "target_file": "book3.tex", "target_line": 61, "logical_support": true, "context": "mize reconstruction error.} Let $A \\subset M_i$ be the set of stable attractors of the symbolic dynamics on $M_i$ (Thm.~\\ref{theorem:bk3_membrane_stability_criteria}). For $x \\in A$, nearby trajectories converge to $x$, so the neighborhood of $x$ is well-represented by $x$ itself — th" }, { "label": "theorem:bk4_auto_encoding_and_identity", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 604, "logical_support": true, "context": "has Gaussian-like concentration near zero error, matching the statistical structure of the free energy landscape (Thm.~\\ref{theorem:bk4_auto_encoding_and_identity}). The parameter $\\lambda$ controls sharpness: large $\\lambda$ gives a peaked identity (narrow attractor basin), small $" } ], "depends_on": [ "definition:bk2_symbolic_probability_spa", "definition:bk4_information_bottleneck_p", "theorem:bk3_membrane_stability_criteria", "theorem:bk4_auto_encoding_and_identity" ], "role": "proof" }, { "id": "definition:bk4_hierarchical_auto_encodi", "type": "definition", "label": "definition:bk4_hierarchical_auto_encodi", "name": "Hierarchical Auto-Encoding", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 653, "latex_body": "\\begin{definition}[Hierarchical Auto-Encoding] \\label{definition:bk4_hierarchical_auto_encodi}\nA hierarchical symbolic auto-encoder is a sequence of auto-encoders $\\{(E_i^{(k)}, D_i^{(k)})\\}_{k=1}^{L}$ where:\n\\begin{enumerate}\n \\item Each level maps to progressively more abstract latent spaces: $E_i^{(k)}: Z_i^{(k-1)} \\to Z_i^{(k)}$\n \\item Corresponding decoders map back to less abstract spaces: $D_i^{(k)}: Z_i^{(k)} \\to Z_i^{(k-1)}$\n \\item The base space is the original membrane: $Z_i^{(0)} = M_i$ (see Def.~\\ref{definition:bk3_symbolic_membrane})\n \\item Each level satisfies its own reconstruction constraint with error bound $\\epsilon_k$ (see Def.~\\ref{definition:bk4_symbolic_auto_encoder})\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk3_symbolic_membrane", "definition:bk4_symbolic_auto_encoder" ], "cites": [ "definition:bk3_symbolic_membrane", "definition:bk4_symbolic_auto_encoder" ], "cited_by": [ "proof:bk4_top_level_information_inequality" ], "ref_roles": [ { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": ": $D_i^{(k)}: Z_i^{(k)} \\to Z_i^{(k-1)}$ \\item The base space is the original membrane: $Z_i^{(0)} = M_i$ (see Def.~\\ref{definition:bk3_symbolic_membrane}) \\item Each level satisfies its own reconstruction constraint with error bound $\\epsilon_k$ (see Def.~\\ref{definiti" }, { "label": "definition:bk4_symbolic_auto_encoder", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 583, "logical_support": true, "context": "lic_membrane}) \\item Each level satisfies its own reconstruction constraint with error bound $\\epsilon_k$ (see Def.~\\ref{definition:bk4_symbolic_auto_encoder}) \\end{enumerate} \\end{definition}" } ], "depends_on": [ "definition:bk3_symbolic_membrane", "definition:bk4_symbolic_auto_encoder" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk4_emergent_abstraction", "type": "theorem", "label": "theorem:bk4_emergent_abstraction", "name": "Emergent Abstraction", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 662, "latex_body": "\\begin{theorem}[Emergent Abstraction] \\label{theorem:bk4_emergent_abstraction}\nIn a hierarchical symbolic auto-encoder with $L$ levels, the top-level latent space $Z_i^{(L)}$ captures emergent features that satisfy the emergence criterion (see Thm.~\\ref{theorem:bk4_emergence_criterion}) if:\n\\begin{equation}\n I(Z_i^{(L)}; M_i) > \\sum_{k=1}^{L} I(Z_i^{(k)}; Z_i^{(k-1)}) - \\sum_{k=1}^{L-1} I(Z_i^{(k)}; Z_i^{(k+1)})\n\\end{equation}\n\\end{theorem}", "macros_used": [], "refs": [ "theorem:bk4_emergence_criterion" ], "cites": [ "theorem:bk4_emergence_criterion" ], "cited_by": [], "proof_labels": [ "proof:bk4_top_level_information_inequality" ], "ref_roles": [ { "label": "theorem:bk4_emergence_criterion", "role": "formal_dependency", "target_type": "theorem", "target_file": "book4.tex", "target_line": 336, "logical_support": true, "context": "evels, the top-level latent space $Z_i^{(L)}$ captures emergent features that satisfy the emergence criterion (see Thm.~\\ref{theorem:bk4_emergence_criterion}) if: \\begin{equation} I(Z_i^{(L)}; M_i) > \\sum_{k=1}^{L} I(Z_i^{(k)}; Z_i^{(k-1)}) - \\sum_{k=1}^{L-1} I(Z_i^{(k)};" } ], "depends_on": [ "definition:bk3_symbolic_membrane", "definition:bk4_hierarchical_auto_encodi", "theorem:bk4_emergence_criterion" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-098" ], "statuses": [ "conditional" ], "witnesses": [ "Book4Ref.abstractionSurplus_pos_iff", "Book4Ref.emergent_abstraction_positive_measure" ], "countermodels": [], "conditions": [ "See the receipted theorem statement and coverage note for explicit premises." ], "notes": [ "The exact finite hierarchy inequality is encoded as positive top-level abstraction surplus and, when the hierarchy cost accounts for individual membrane contributions, implies positive emergence measure. Genuine mutual-information semantics and the auto-encoder latent-space construction remain open." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_top_level_information_inequality", "type": "proof", "label": "proof:bk4_top_level_information_inequality", "name": "Top-Level Representation Retains Disproportionate Information", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 669, "latex_body": "\\begin{proof}[Top-Level Representation Retains Disproportionate Information]\n\\label{proof:bk4_top_level_information_inequality}\n\\leavevmode\n\nThe inequality expresses that the direct mutual information between the top-level representation $Z_i^{(L)}$ and the original space $M_i$ (see Def.~\\ref{definition:bk3_symbolic_membrane}) exceeds what would be expected from the chain of individual encodings (see Def.~\\ref{definition:bk4_hierarchical_auto_encodi}).\n\nBy the data processing inequality, each encoding step can only reduce information:\n\\begin{equation}\n I(Z_i^{(k)}; M_i) \\leq I(Z_i^{(k-1)}; M_i)\n\\end{equation}\nHence, without emergent compression or abstraction, the information content at level $L$ should not exceed the cumulative contributions of each local transformation.\n\nThe inequality condition in the theorem expresses that $Z_i^{(L)}$ contains information about $M_i$ that cannot be attributed to merely passing through intermediate encodings --- i.e., it encodes collective or emergent patterns that arise from the composition of representations.\n\nThis surplus mutual information indicates that $Z_i^{(L)}$ forms a representation of the membrane $M_i$ that is not merely inherited from the lower levels but involves synergistic integration, qualifying it as an emergent structure under Theorem~\\ref{theorem:bk4_emergence_criterion}.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk3_symbolic_membrane", "definition:bk4_hierarchical_auto_encodi", "theorem:bk4_emergence_criterion" ], "proves": "theorem:bk4_emergent_abstraction", "cites": [ "definition:bk3_symbolic_membrane", "definition:bk4_hierarchical_auto_encodi", "theorem:bk4_emergence_criterion" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk3_symbolic_membrane", "role": "definition_anchor", "target_type": "definition", "target_file": "book3.tex", "target_line": 10, "logical_support": true, "context": "t the direct mutual information between the top-level representation $Z_i^{(L)}$ and the original space $M_i$ (see Def.~\\ref{definition:bk3_symbolic_membrane}) exceeds what would be expected from the chain of individual encodings (see Def.~\\ref{definition:bk4_hierarchical_auto_" }, { "label": "definition:bk4_hierarchical_auto_encodi", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 653, "logical_support": true, "context": "\\ref{definition:bk3_symbolic_membrane}) exceeds what would be expected from the chain of individual encodings (see Def.~\\ref{definition:bk4_hierarchical_auto_encodi}). By the data processing inequality, each encoding step can only reduce information: \\begin{equation} I(Z_i^{(k)};" }, { "label": "theorem:bk4_emergence_criterion", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 336, "logical_support": true, "context": "erited from the lower levels but involves synergistic integration, qualifying it as an emergent structure under Theorem~\\ref{theorem:bk4_emergence_criterion}. \\end{proof}" } ], "depends_on": [ "definition:bk3_symbolic_membrane", "definition:bk4_hierarchical_auto_encodi", "theorem:bk4_emergence_criterion" ], "role": "proof" }, { "id": "subsec:bk4_symbolic_continuity_individuation", "type": "section", "subtype": "subsection", "label": "subsec:bk4_symbolic_continuity_individuation", "name": "Symbolic Continuity and Individuation", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 685, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_individuation_path", "type": "definition", "label": "definition:bk4_individuation_path", "name": "Individuation Path", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 686, "latex_body": "\\begin{definition}[Individuation Path] \\label{definition:bk4_individuation_path}\nAn individuation path $\\gamma: [0, T] \\to \\mathcal{I}$ is a continuous curve in the space of symbolic identities such that:\n\\begin{enumerate}\n \\item $\\gamma(0) = \\mathcal{I}_0$ is the initial identity configuration\n \\item For each $t \\in [0,T]$, $\\gamma(t)$ is a symbolic identity carrier (see Def.~\\ref{definition:bk4_symbolic_identity_carrie})\n \\item The velocity vector field $v_t = \\frac{d\\gamma}{dt}$ is governed by a recursive self-reference dynamic:\n \\begin{equation}\n v_t = -\\nabla_{\\mathcal{I}} \\mathcal{F}(\\gamma(t)) + \\eta(t)\n \\end{equation}\n where $\\mathcal{F}$ is a symbolic free energy functional (see Def.~\\ref{definition:bk2_symbolic_free_energy}) and $\\eta(t)$ is a bounded stochastic term representing drift.\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk4_symbolic_identity_carrie" ], "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk4_symbolic_identity_carrie" ], "cited_by": [ "proof:bk4_lipschitz_continuity_symbolic_drift", "theorem:bk4_symbolic_identity_continuit" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "thcal{F}(\\gamma(t)) + \\eta(t) \\end{equation} where $\\mathcal{F}$ is a symbolic free energy functional (see Def.~\\ref{definition:bk2_symbolic_free_energy}) and $\\eta(t)$ is a bounded stochastic term representing drift. \\end{enumerate} \\end{definition}" }, { "label": "definition:bk4_symbolic_identity_carrie", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 4, "logical_support": true, "context": "e initial identity configuration \\item For each $t \\in [0,T]$, $\\gamma(t)$ is a symbolic identity carrier (see Def.~\\ref{definition:bk4_symbolic_identity_carrie}) \\item The velocity vector field $v_t = \\frac{d\\gamma}{dt}$ is governed by a recursive self-reference dynamic:" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk4_symbolic_identity_carrie" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk4_symbolic_identity_continuit", "type": "theorem", "label": "theorem:bk4_symbolic_identity_continuit", "name": "Symbolic Identity Continuity", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 698, "latex_body": "\\begin{theorem}[Symbolic Identity Continuity] \\label{theorem:bk4_symbolic_identity_continuit}\nLet $\\gamma$ be an individuation path (see Def.~\\ref{definition:bk4_individuation_path}) with bounded symbolic free energy (see Def.~\\ref{definition:bk2_symbolic_free_energy}) and drift variance. Then for any $\\epsilon > 0$, there exists $\\delta > 0$ such that:\n\\begin{equation}\n \\|\\gamma(t + \\delta) - \\gamma(t)\\| < \\epsilon\n\\end{equation}\nfor all $t \\in [0, T - \\delta]$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk4_individuation_path" ], "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk4_individuation_path" ], "cited_by": [ "proof:bk4_imaginative_continuity_principle", "proof:bk4_lipschitz_continuity_symbolic_drift", "scholium:bk1_interpretability_two_axes" ], "proof_labels": [ "proof:bk4_lipschitz_continuity_symbolic_drift" ], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "be an individuation path (see Def.~\\ref{definition:bk4_individuation_path}) with bounded symbolic free energy (see Def.~\\ref{definition:bk2_symbolic_free_energy}) and drift variance. Then for any $\\epsilon > 0$, there exists $\\delta > 0$ such that: \\begin{equation} \\|\\gamma(t" }, { "label": "definition:bk4_individuation_path", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 686, "logical_support": true, "context": "ic Identity Continuity] \\label{theorem:bk4_symbolic_identity_continuit} Let $\\gamma$ be an individuation path (see Def.~\\ref{definition:bk4_individuation_path}) with bounded symbolic free energy (see Def.~\\ref{definition:bk2_symbolic_free_energy}) and drift variance. Then for an" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk4_individuation_path" ], "role": "theorem", "proof_status": "proven", "certificate_tier": "A", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-041" ], "statuses": [ "conditional" ], "witnesses": [ "Book4C.lipschitzPath_uniform" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "uniform continuity from a bounded-velocity (Lipschitz) path, with an explicit delta witness in terms of the Lipschitz constant; bounded free energy/drift variance is discretized to the single Lipschitz bound." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_lipschitz_continuity_symbolic_drift", "type": "proof", "label": "proof:bk4_lipschitz_continuity_symbolic_drift", "name": "Lipschitz Continuity of Symbolic Drift Flow", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 706, "latex_body": "\\begin{proof}[Lipschitz Continuity of Symbolic Drift Flow]\n\\label{proof:bk4_lipschitz_continuity_symbolic_drift}\n\\leavevmode\n\nSince $\\mathcal{F}(\\gamma(t))$ is differentiable and bounded \n(as per Def.~\\ref{definition:bk2_symbolic_free_energy}), \nand $\\eta(t)$ is bounded by assumption, \nthe vector field $v_t$ in the individuation path \n(see Def.~\\ref{definition:bk4_individuation_path}) \nis Lipschitz continuous in $t$. \nThis ensures that $\\gamma$ is uniformly continuous on $[0,T]$.\n\nBy the definition of uniform continuity, for any $\\epsilon > 0$, there exists $\\delta > 0$ such that:\n\\begin{equation}\n |t_2 - t_1| < \\delta \\Rightarrow \\|\\gamma(t_2) - \\gamma(t_1)\\| < \\epsilon\n\\end{equation} \n\nHence, identity change under symbolic individuation is continuous under finite drift and energy conditions (see Theorem~\\ref{theorem:bk4_symbolic_identity_continuit}).\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk2_symbolic_free_energy", "definition:bk4_individuation_path", "theorem:bk4_symbolic_identity_continuit" ], "proves": "theorem:bk4_symbolic_identity_continuit", "cites": [ "definition:bk2_symbolic_free_energy", "definition:bk4_individuation_path", "theorem:bk4_symbolic_identity_continuit" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "hitz_continuity_symbolic_drift} \\leavevmode Since $\\mathcal{F}(\\gamma(t))$ is differentiable and bounded (as per Def.~\\ref{definition:bk2_symbolic_free_energy}), and $\\eta(t)$ is bounded by assumption, the vector field $v_t$ in the individuation path (see Def.~\\ref{definition" }, { "label": "definition:bk4_individuation_path", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 686, "logical_support": true, "context": "ic_free_energy}), and $\\eta(t)$ is bounded by assumption, the vector field $v_t$ in the individuation path (see Def.~\\ref{definition:bk4_individuation_path}) is Lipschitz continuous in $t$. This ensures that $\\gamma$ is uniformly continuous on $[0,T]$. By the definition of" }, { "label": "theorem:bk4_symbolic_identity_continuit", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 698, "logical_support": true, "context": "Hence, identity change under symbolic individuation is continuous under finite drift and energy conditions (see Theorem~\\ref{theorem:bk4_symbolic_identity_continuit}). \\end{proof}" } ], "depends_on": [ "definition:bk2_symbolic_free_energy", "definition:bk4_individuation_path", "theorem:bk4_symbolic_identity_continuit" ], "role": "proof" }, { "id": "subsec:bk4_imaginary_symbolic_distance", "type": "section", "subtype": "subsection", "label": "subsec:bk4_imaginary_symbolic_distance", "name": "Imaginary Symbolic Distance and Phase-Preserving Continuity", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 725, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "definition:bk4_imaginary_symbolic_distance", "type": "definition", "label": "definition:bk4_imaginary_symbolic_distance", "name": "Imaginary Symbolic Distance", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 728, "latex_body": "\\begin{definition}[Imaginary Symbolic Distance]\n\\label{definition:bk4_imaginary_symbolic_distance}\nLet $(E,h_O,\\nabla_O) \\to \\mathcal{M}_O$ be an observer-relative complex symbolic bundle over the Book I symbolic manifold substrate (Def.~\\ref{definition:bk1_symbolic_manifold}), with Hermitian metric $h_O$ and observer-bounded connection $\\nabla_O$. For symbolic states $\\psi_s,\\psi_t \\in \\Gamma(E)$ and an admissible path $\\gamma:s\\to t$, define the parallel-transported overlap\n\\[\n \\Omega_O^\\gamma(\\psi_s,\\psi_t)\n :=\n h_O\\!\\left(P_\\gamma \\psi_s,\\psi_t\\right)\n \\in \\mathbb{C}.\n\\]\nThe real symbolic displacement measures observable mismatch:\n\\[\n d_O^{\\mathrm{Re}}(\\psi_s,\\psi_t;\\gamma)\n :=\n \\| \\psi_t - P_\\gamma\\psi_s \\|_{h_O}.\n\\]\nThe imaginary symbolic displacement is the phase residue\n\\[\n d_O^{\\mathrm{Im}}(\\psi_s,\\psi_t;\\gamma)\n :=\n \\beta_O \\left|\\operatorname{Arg}\\Omega_O^\\gamma(\\psi_s,\\psi_t)\\right|,\n\\]\nwhere $\\beta_O$ is the observer's phase-resolution scale. The pair\n\\[\n D_O^{\\mathbb{C}}(\\psi_s,\\psi_t;\\gamma)\n :=\n d_O^{\\mathrm{Re}}(\\psi_s,\\psi_t;\\gamma)\n +\n i\\,d_O^{\\mathrm{Im}}(\\psi_s,\\psi_t;\\gamma)\n\\]\nis called the observer-relative complex symbolic distance.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_symbolic_manifold" ], "cites": [ "definition:bk1_symbolic_manifold" ], "cited_by": [ "assumption:bk4_precritical_scalar_trace", "definition:bk4_event_horizon_wheel", "proof:bk1_operational_irony_requires_imagination", "proof:bk4_imaginative_continuity_principle", "subsec:bk4_event_horizon_wheel", "subsec:bk4_fuzzy_integration_applications", "subsec:bk5_hue_and_shade", "theorem:bk1_operational_irony_requires_imagination" ], "ref_roles": [ { "label": "definition:bk1_symbolic_manifold", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1188, "logical_support": true, "context": "O) \\to \\mathcal{M}_O$ be an observer-relative complex symbolic bundle over the Book I symbolic manifold substrate (Def.~\\ref{definition:bk1_symbolic_manifold}), with Hermitian metric $h_O$ and observer-bounded connection $\\nabla_O$. For symbolic states $\\psi_s,\\psi_t \\in \\Gamma" } ], "depends_on": [ "definition:bk1_symbolic_manifold" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-025" ], "statuses": [ "constructed" ], "witnesses": [ "Book4A.complexSymbolicDistance_im", "Book4A.complexSymbolicDistance_re", "Book4A.complexSymbolicDistance_re_le_abs" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The complex pair D_O^C = d_Re + i*d_Im modeled directly as a complex number, with its real/imaginary projections and the standard |Re z| <= norm z bound. The Hermitian bundle and parallel transport it is derived from are not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proposition:bk4_imaginative_continuity_principle", "type": "proposition", "label": "proposition:bk4_imaginative_continuity_principle", "name": "Imaginative Continuity Principle", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 760, "latex_body": "\\begin{proposition}[Imaginative Continuity Principle]\n\\label{proposition:bk4_imaginative_continuity_principle}\nAn observer maintains symbolic identity across an unobserved interval not merely when observable symbolic displacement remains bounded, but when the imaginary displacement associated with admissible latent paths remains reintegrable. That is, continuity of identity requires both\n\\[\n d_O^{\\mathrm{Re}} < \\varepsilon_O\n \\quad\\text{and}\\quad\n d_O^{\\mathrm{Im}} < \\theta_O\n\\]\nfor observer-relative thresholds $\\varepsilon_O,\\theta_O$. When the real component remains small but the imaginary component exceeds the observer's reintegration threshold, the observer may return to an apparently similar symbolic location with altered orientation, phase, or meaning. This is the symbolic source of uncanny recognition, sign inversion, and monodromic identity drift.\n\\end{proposition}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "proof:bk1_operational_irony_requires_imagination" ], "proof_labels": [ "proof:bk4_imaginative_continuity_principle" ], "depends_on": [ "definition:bk4_imaginary_symbolic_distance", "theorem:bk4_symbolic_identity_continuit" ], "role": "proposition", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-026" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.ReintegrableIdentity.mono_thresholds", "Book4A.not_reintegrableIdentity_iff", "Book4A.reintegrableIdentity_iff", "Book4A.uncanny_recognition_countermodel" ], "countermodels": [ "Book4A.uncanny_recognition_countermodel" ], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The real/imaginary threshold kernel is complete: reintegration is exactly the conjunction of the two strict bounds, persists under enlarged observer tolerances, and fails exactly when either threshold is breached. The uncanny-recognition witness shows the imaginary failure mode is nonvacuous even when the real mismatch is resolved." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_imaginative_continuity_principle", "type": "proof", "label": "proof:bk4_imaginative_continuity_principle", "name": "Bounded Reintegration of Latent Phase", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 771, "latex_body": "\\begin{proof}[Bounded Reintegration of Latent Phase]\n\\label{proof:bk4_imaginative_continuity_principle}\n\\leavevmode\n\nThe real bound $d_O^{\\mathrm{Re}} < \\varepsilon_O$ is precisely the observable continuity condition inherited from the symbolic identity path criterion in Thm.~\\ref{theorem:bk4_symbolic_identity_continuit}. It controls visible mismatch after transport along $\\gamma$.\n\nHowever, Def.~\\ref{definition:bk4_imaginary_symbolic_distance} records a second datum: the argument of the transported overlap $\\Omega_O^\\gamma$. This phase is invisible to a purely real displacement norm but remains accessible to the connection $\\nabla_O$ through symbolic holonomy (cf.~Def.~\\ref{definition:bk4_symbolic_holonomy_term} and Thm.~\\ref{theorem:bk4_symbolic_stokes}).\n\nIf $d_O^{\\mathrm{Im}} < \\theta_O$, the observer can absorb the latent phase residue into its bounded reintegration scale, so the transported state remains recognizably continuous with $\\psi_t$. If $d_O^{\\mathrm{Im}} \\geq \\theta_O$, the real endpoint may still be close while its orientation in the symbolic bundle has crossed the observer's phase tolerance. The resulting mismatch is therefore not ordinary metric separation but phase-sensitive identity drift.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk4_imaginary_symbolic_distance", "definition:bk4_symbolic_holonomy_term", "theorem:bk4_symbolic_identity_continuit", "theorem:bk4_symbolic_stokes" ], "proves": "proposition:bk4_imaginative_continuity_principle", "cites": [ "definition:bk4_imaginary_symbolic_distance", "definition:bk4_symbolic_holonomy_term", "theorem:bk4_symbolic_identity_continuit", "theorem:bk4_symbolic_stokes" ], "cited_by": [], "forward_refs": [ "definition:bk4_symbolic_holonomy_term", "theorem:bk4_symbolic_stokes" ], "forward_ref_roles": [ { "label": "definition:bk4_symbolic_holonomy_term", "role": "interpretive_bridge", "target_type": "definition", "target_line": 5855, "line_distance": 5084, "context": "a purely real displacement norm but remains accessible to the connection $\\nabla_O$ through symbolic holonomy (cf.~Def.~\\ref{definition:bk4_symbolic_holonomy_term} and Thm.~\\ref{theorem:bk4_symbolic_stokes}). If $d_O^{\\mathrm{Im}} < \\theta_O$, the observer can absorb the latent pha" }, { "label": "theorem:bk4_symbolic_stokes", "role": "interpretive_bridge", "target_type": "theorem", "target_line": 5937, "line_distance": 5166, "context": "e to the connection $\\nabla_O$ through symbolic holonomy (cf.~Def.~\\ref{definition:bk4_symbolic_holonomy_term} and Thm.~\\ref{theorem:bk4_symbolic_stokes}). If $d_O^{\\mathrm{Im}} < \\theta_O$, the observer can absorb the latent phase residue into its bounded reintegration s" } ], "ref_roles": [ { "label": "definition:bk4_imaginary_symbolic_distance", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 728, "logical_support": true, "context": "f{theorem:bk4_symbolic_identity_continuit}. It controls visible mismatch after transport along $\\gamma$. However, Def.~\\ref{definition:bk4_imaginary_symbolic_distance} records a second datum: the argument of the transported overlap $\\Omega_O^\\gamma$. This phase is invisible to a purely" }, { "label": "definition:bk4_symbolic_holonomy_term", "role": "forward_interpretive_bridge", "target_type": "definition", "target_file": "book4.tex", "target_line": 5855, "logical_support": false, "context": "a purely real displacement norm but remains accessible to the connection $\\nabla_O$ through symbolic holonomy (cf.~Def.~\\ref{definition:bk4_symbolic_holonomy_term} and Thm.~\\ref{theorem:bk4_symbolic_stokes}). If $d_O^{\\mathrm{Im}} < \\theta_O$, the observer can absorb the latent pha" }, { "label": "theorem:bk4_symbolic_identity_continuit", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 698, "logical_support": true, "context": "epsilon_O$ is precisely the observable continuity condition inherited from the symbolic identity path criterion in Thm.~\\ref{theorem:bk4_symbolic_identity_continuit}. It controls visible mismatch after transport along $\\gamma$. However, Def.~\\ref{definition:bk4_imaginary_symbolic_dis" }, { "label": "theorem:bk4_symbolic_stokes", "role": "forward_interpretive_bridge", "target_type": "theorem", "target_file": "book4.tex", "target_line": 5937, "logical_support": false, "context": "e to the connection $\\nabla_O$ through symbolic holonomy (cf.~Def.~\\ref{definition:bk4_symbolic_holonomy_term} and Thm.~\\ref{theorem:bk4_symbolic_stokes}). If $d_O^{\\mathrm{Im}} < \\theta_O$, the observer can absorb the latent phase residue into its bounded reintegration s" } ], "depends_on": [ "definition:bk4_imaginary_symbolic_distance", "theorem:bk4_symbolic_identity_continuit" ], "role": "proof" }, { "id": "scholium:bk4_imagination_as_imaginary_traversal", "type": "scholium", "label": "scholium:bk4_imagination_as_imaginary_traversal", "name": "Imagination as Imaginary Traversal", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 782, "latex_body": "\\begin{scholium}[Imagination as Imaginary Traversal]\n\\label{scholium:bk4_imagination_as_imaginary_traversal}\nImagination is not an unreal supplement to cognition. It is the observer operation by which symbolic continuity is carried through latent, counterfactual, or phase-preserving paths before those paths are collapsed into observable action, memory, speech, or artifact. Thus imagination supplies the imaginary component of continuity: it preserves relation where no direct real path is yet available to the bounded observer.\n\\end{scholium}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "definition:bk5_map_mad_mas_band", "proof:bk1_operational_irony_requires_imagination", "proof:bk7_map_compatible_reciprocity", "proposition:bk5_map_mad_dichotomy", "scholium:bk5_imagination_covenant_branch_selection", "theorem:bk1_operational_irony_requires_imagination" ], "depends_on": [], "role": "scholium" }, { "id": "subsec:bk4_event_horizon_wheel", "type": "section", "subtype": "subsection", "label": "subsec:bk4_event_horizon_wheel", "name": "The Event Horizon Wheel", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 787, "latex_body": "", "macros_used": [], "cites": [ "definition:bk4_imaginary_symbolic_distance" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_imaginary_symbolic_distance", "role": "navigation", "target_type": "definition", "target_file": "book4.tex", "target_line": 728, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk4_imaginary_symbolic_distance" ], "role": "section" }, { "id": "definition:bk4_event_horizon_wheel", "type": "definition", "label": "definition:bk4_event_horizon_wheel", "name": "Event Horizon Wheel", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 801, "latex_body": "\\begin{definition}[Event Horizon Wheel]\n\\label{definition:bk4_event_horizon_wheel}\nFor symbolic states $\\psi_s,\\psi_t\\in\\Gamma(E)$ and admissible path $\\gamma$ with\ntransported overlap\n$\\Omega_O^\\gamma=|\\Omega_O^\\gamma|\\,e^{i\\vartheta}\\in\\mathbb{C}$\n(Def.~\\ref{definition:bk4_imaginary_symbolic_distance}), the \\emph{event-horizon\nphase} is $\\vartheta:=\\operatorname{Arg}\\Omega_O^\\gamma\\in(-\\pi,\\pi]$ and the\n\\emph{event horizon wheel} is the phase circle $S^1=\\{e^{i\\vartheta}\\}$ on which a\ntransition is located. The real part $\\operatorname{Re}\\Omega_O^\\gamma$ carries the\ngenerative/constraining polarity (alignment versus opposition of the transported\nstate with $\\psi_t$); the imaginary part $\\operatorname{Im}\\Omega_O^\\gamma$ carries\nthe source/operation polarity (accrued phase residue). The four \\emph{Event Horizon\nmodes} are the open quadrants cut by the sign pair\n$\\big(\\operatorname{sign}\\operatorname{Re}\\Omega_O^\\gamma,\\\n\\operatorname{sign}\\operatorname{Im}\\Omega_O^\\gamma\\big)$:\ndeterministic ($+,0$ neighbourhood), probabilistic, theoretical, and experiential,\nread counterclockwise around the wheel.\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk4_imaginary_symbolic_distance" ], "cites": [ "definition:bk4_imaginary_symbolic_distance" ], "cited_by": [ "proof:bk4_chromatic_transference_of_wheel", "proof:bk4_wheel_refines_signature" ], "ref_roles": [ { "label": "definition:bk4_imaginary_symbolic_distance", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 728, "logical_support": true, "context": "dmissible path $\\gamma$ with transported overlap $\\Omega_O^\\gamma=|\\Omega_O^\\gamma|\\,e^{i\\vartheta}\\in\\mathbb{C}$ (Def.~\\ref{definition:bk4_imaginary_symbolic_distance}), the \\emph{event-horizon phase} is $\\vartheta:=\\operatorname{Arg}\\Omega_O^\\gamma\\in(-\\pi,\\pi]$ and the \\emph{event hor" } ], "depends_on": [ "definition:bk4_imaginary_symbolic_distance" ], "role": "definition", "proof_status": "definitional", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-027" ], "statuses": [ "constructed" ], "witnesses": [ "Book4A.quadrant_exhaustive", "Book4A.quadrants_disjoint" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The four open modes (cut by the sign pair of Re/Im) modeled directly as the four open sign-quadrants of R x R." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proposition:bk4_wheel_refines_signature", "type": "proposition", "label": "proposition:bk4_wheel_refines_signature", "name": "The wheel refines the effective horizon signature", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 820, "latex_body": "\\begin{proposition}[The wheel refines the effective horizon signature]\n\\label{proposition:bk4_wheel_refines_signature}\nThe quadrant map\n$\\Omega_O^\\gamma\\mapsto\n\\big(\\operatorname{sign}\\operatorname{Re}\\Omega_O^\\gamma,\n\\operatorname{sign}\\operatorname{Im}\\Omega_O^\\gamma\\big)$\nsends the event horizon wheel onto the four classes of the dual-horizon effective\nsignature (Def.~\\ref{definition:bk1_effective_horizon_signature}). Hence the\nEvent Horizon Tetrad is the quadrant quotient of the wheel: the fourfold partition\nis the image of a continuous phase circle under sign-extraction, not an independent\nprimitive.\n\\end{proposition}", "macros_used": [], "refs": [ "definition:bk1_effective_horizon_signature" ], "cites": [ "definition:bk1_effective_horizon_signature" ], "cited_by": [], "proof_labels": [ "proof:bk4_wheel_refines_signature" ], "ref_roles": [ { "label": "definition:bk1_effective_horizon_signature", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 724, "logical_support": true, "context": "\\Omega_O^\\gamma\\big)$ sends the event horizon wheel onto the four classes of the dual-horizon effective signature (Def.~\\ref{definition:bk1_effective_horizon_signature}). Hence the Event Horizon Tetrad is the quadrant quotient of the wheel: the fourfold partition is the image of a contin" } ], "depends_on": [ "definition:bk1_effective_horizon_signature", "definition:bk4_event_horizon_wheel" ], "role": "proposition", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-028" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.quadrant_exhaustive", "Book4A.quadrants_disjoint" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Exhaustiveness and mutual exclusivity of the four quadrant classes, the honest kernel of 'the fourfold partition is the image ... under sign-extraction.'" ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_wheel_refines_signature", "type": "proof", "label": "proof:bk4_wheel_refines_signature", "name": "Quadrant quotient of the phase circle", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 833, "latex_body": "\\begin{proof}[Quadrant quotient of the phase circle]\n\\label{proof:bk4_wheel_refines_signature}\n\\leavevmode\n\nThe effective horizon signature\n(Def.~\\ref{definition:bk1_effective_horizon_signature}) records two observer-visible\nsigns: a generative/constraining sign, positive when transport increases\nobservable coherence with the target and negative when it opposes it, and a\nsource/operation sign, distinguishing whether the dominant contribution is\ndrift-like or reflection-like. By Def.~\\ref{definition:bk4_event_horizon_wheel}\nthese are exactly $\\operatorname{sign}\\operatorname{Re}\\Omega_O^\\gamma$ and\n$\\operatorname{sign}\\operatorname{Im}\\Omega_O^\\gamma$, since\n$\\operatorname{Re}\\Omega_O^\\gamma=|\\Omega_O^\\gamma|\\cos\\vartheta$ measures aligned\noverlap and $\\operatorname{Im}\\Omega_O^\\gamma=|\\Omega_O^\\gamma|\\sin\\vartheta$ is the\nphase residue accrued under holonomy\n(Def.~\\ref{definition:bk4_symbolic_holonomy_term}). The map\n$e^{i\\vartheta}\\mapsto(\\operatorname{sign}\\cos\\vartheta,\\operatorname{sign}\\sin\\vartheta)$\nis constant on each open quadrant of $S^1$ and assumes all four sign pairs, so its\nimage is precisely the four signature classes, and its fibres are the quadrant\narcs. The tetrad is therefore the set of connected components of the wheel minus the\naxis crossings, i.e.\\ the quadrant quotient, and the phase $\\vartheta$ is the\ncontinuous coordinate the signature discards.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk1_effective_horizon_signature", "definition:bk4_event_horizon_wheel", "definition:bk4_symbolic_holonomy_term" ], "proves": "proposition:bk4_wheel_refines_signature", "cites": [ "definition:bk1_effective_horizon_signature", "definition:bk4_event_horizon_wheel", "definition:bk4_symbolic_holonomy_term" ], "cited_by": [], "forward_refs": [ "definition:bk4_symbolic_holonomy_term" ], "forward_ref_roles": [ { "label": "definition:bk4_symbolic_holonomy_term", "role": "teaser", "target_type": "definition", "target_line": 5855, "line_distance": 5022, "context": "and $\\operatorname{Im}\\Omega_O^\\gamma=|\\Omega_O^\\gamma|\\sin\\vartheta$ is the phase residue accrued under holonomy (Def.~\\ref{definition:bk4_symbolic_holonomy_term}). The map $e^{i\\vartheta}\\mapsto(\\operatorname{sign}\\cos\\vartheta,\\operatorname{sign}\\sin\\vartheta)$ is constant on eac" } ], "ref_roles": [ { "label": "definition:bk1_effective_horizon_signature", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 724, "logical_support": true, "context": "tient of the phase circle] \\label{proof:bk4_wheel_refines_signature} \\leavevmode The effective horizon signature (Def.~\\ref{definition:bk1_effective_horizon_signature}) records two observer-visible signs: a generative/constraining sign, positive when transport increases observable coher" }, { "label": "definition:bk4_event_horizon_wheel", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 801, "logical_support": true, "context": "and a source/operation sign, distinguishing whether the dominant contribution is drift-like or reflection-like. By Def.~\\ref{definition:bk4_event_horizon_wheel} these are exactly $\\operatorname{sign}\\operatorname{Re}\\Omega_O^\\gamma$ and $\\operatorname{sign}\\operatorname{Im}\\Omega" }, { "label": "definition:bk4_symbolic_holonomy_term", "role": "forward_teaser", "target_type": "definition", "target_file": "book4.tex", "target_line": 5855, "logical_support": false, "context": "and $\\operatorname{Im}\\Omega_O^\\gamma=|\\Omega_O^\\gamma|\\sin\\vartheta$ is the phase residue accrued under holonomy (Def.~\\ref{definition:bk4_symbolic_holonomy_term}). The map $e^{i\\vartheta}\\mapsto(\\operatorname{sign}\\cos\\vartheta,\\operatorname{sign}\\sin\\vartheta)$ is constant on eac" } ], "depends_on": [ "definition:bk1_effective_horizon_signature", "definition:bk4_event_horizon_wheel" ], "role": "proof" }, { "id": "proposition:bk4_spiral_transition", "type": "proposition", "label": "proposition:bk4_spiral_transition", "name": "Spiral transition between modes", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 857, "latex_body": "\\begin{proposition}[Spiral transition between modes]\n\\label{proposition:bk4_spiral_transition}\nLet the self-regulating mapping function\n(Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}) act on the\ntransported overlap by one emergence step as multiplication by\n$\\mu=\\rho\\,e^{i\\alpha}$, where $\\rho>0$ is the drift/reflection magnitude gain and\n$\\alpha$ the holonomy phase increment (Thm.~\\ref{theorem:bk4_symbolic_stokes}). Then\nthe iterated overlap $\\Omega_n=\\mu^{n}\\Omega_0$ traces a logarithmic spiral\n$|\\Omega_n|=\\rho^{n}|\\Omega_0|$, $\\vartheta_n=\\vartheta_0+n\\alpha$, so the system\nmoves between Event Horizon modes by combined rotation and scaling rather than by\ndiscontinuous jumps; the modes are adjacent on the wheel exactly when $\\alpha$ is\nwithin one quadrant.\n\\end{proposition}", "macros_used": [], "refs": [ "definition:bk1_self_regulating_mapping_function_srmf", "theorem:bk4_symbolic_stokes" ], "cites": [ "definition:bk1_self_regulating_mapping_function_srmf", "theorem:bk4_symbolic_stokes" ], "cited_by": [ "proof:bk4_golden_event_horizon_spiral", "scholium:bk4_wheel_is_srmf_on_itself", "theorem:bk4_golden_event_horizon_spiral" ], "proof_labels": [ "proof:bk4_spiral_transition" ], "forward_refs": [ "theorem:bk4_symbolic_stokes" ], "forward_ref_roles": [ { "label": "theorem:bk4_symbolic_stokes", "role": "teaser", "target_type": "theorem", "target_line": 5937, "line_distance": 5080, "context": "ho\\,e^{i\\alpha}$, where $\\rho>0$ is the drift/reflection magnitude gain and $\\alpha$ the holonomy phase increment (Thm.~\\ref{theorem:bk4_symbolic_stokes}). Then the iterated overlap $\\Omega_n=\\mu^{n}\\Omega_0$ traces a logarithmic spiral $|\\Omega_n|=\\rho^{n}|\\Omega_0|$, $\\v" } ], "ref_roles": [ { "label": "definition:bk1_self_regulating_mapping_function_srmf", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 2230, "logical_support": true, "context": "iral transition between modes] \\label{proposition:bk4_spiral_transition} Let the self-regulating mapping function (Def.~\\ref{definition:bk1_self_regulating_mapping_function_srmf}) act on the transported overlap by one emergence step as multiplication by $\\mu=\\rho\\,e^{i\\alpha}$, where $\\rho>0$ is t" }, { "label": "theorem:bk4_symbolic_stokes", "role": "forward_teaser", "target_type": "theorem", "target_file": "book4.tex", "target_line": 5937, "logical_support": false, "context": "ho\\,e^{i\\alpha}$, where $\\rho>0$ is the drift/reflection magnitude gain and $\\alpha$ the holonomy phase increment (Thm.~\\ref{theorem:bk4_symbolic_stokes}). Then the iterated overlap $\\Omega_n=\\mu^{n}\\Omega_0$ traces a logarithmic spiral $|\\Omega_n|=\\rho^{n}|\\Omega_0|$, $\\v" } ], "depends_on": [ "definition:bk1_self_regulating_mapping_function_srmf" ], "role": "proposition", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-029" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.spiralMagnitude_recurrence", "Book4A.spiralPhase_recurrence" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The per-step magnitude and phase recurrences for the orbit r_n, theta_n. The identification with an actual complex power mu^n and the 'adjacent iff alpha within one quadrant' clause are not modeled." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_spiral_transition", "type": "proof", "label": "proof:bk4_spiral_transition", "name": "Logarithmic spiral of the SRMF orbit", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 871, "latex_body": "\\begin{proof}[Logarithmic spiral of the SRMF orbit]\n\\label{proof:bk4_spiral_transition}\n\\leavevmode\n\nWriting $\\Omega_n=\\mu^n\\Omega_0$ with $\\mu=\\rho e^{i\\alpha}$ and\n$\\Omega_0=|\\Omega_0|e^{i\\vartheta_0}$ gives\n$\\Omega_n=\\rho^{n}|\\Omega_0|\\,e^{i(\\vartheta_0+n\\alpha)}$, whence the stated modulus\nand argument. In polar coordinates $(r,\\vartheta)$ the relation\n$r=|\\Omega_0|\\rho^{\\,(\\vartheta-\\vartheta_0)/\\alpha}$ holds along the orbit, which is\nthe equation of a logarithmic spiral with growth rate $\\log\\rho$ per radian-scaled\nstep. The argument advances by the fixed increment $\\alpha$ each step, so successive\noverlaps cross a quadrant boundary only after $\\lceil(\\pi/2)/|\\alpha|\\rceil$ steps;\nwhen $|\\alpha|<\\pi/2$ consecutive iterates lie in the same or adjacent quadrants, so\ntransition between modes is continuous on the wheel rather than a jump.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "proposition:bk4_spiral_transition", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "proposition:bk4_imagination_bridges_wheel", "type": "proposition", "label": "proposition:bk4_imagination_bridges_wheel", "name": "Imagination bridges the wheel", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 887, "latex_body": "\\begin{proposition}[Imagination bridges the wheel]\n\\label{proposition:bk4_imagination_bridges_wheel}\nA transition between modes separated by an event-horizon phase gap cannot in\ngeneral be certified from real symbolic displacement alone. Retain the\nordered imaginary traversal witness\n\\(\\mathbf{\\phi}=(\\phi_1,\\ldots,\\phi_m)\\) through the SRMF handoff and define\nits exposure by\n\\[\n E(\\mathbf{\\phi})=\\sum_{j=1}^m |\\phi_j|.\n\\]\nThus opposite signed phases may cancel in the visible projection while still\nconsuming positive traversal exposure.\n\nLet \\(r_O:[0,\\infty)\\to\\mathbb R\\) be a calibrated phase-to-rate response with\n\\(r_O(0)=\\kappa_O\\), and suppose a certified sensitivity bound \\(s_O\\ge 0\\)\nsatisfies\n\\[\n r_O(E)\\le \\kappa_O+s_OE\\qquad(E\\ge0).\n\\]\nThe destination mode is admitted for reintegration only when both\n\\[\n E(\\mathbf{\\phi})<\\theta_O\n \\qquad\\text{and}\\qquad\n s_OE(\\mathbf{\\phi})<1-\\kappa_O.\n\\]\nUnder these hypotheses the effective refinement rate satisfies\n\\(r_O(E(\\mathbf{\\phi}))<1\\), so the reintegrated refinement remains a strict\ncontraction. The response law and its constants must be calibrated for the\nobserver and interface; no universal phase percentage is asserted.\n\\end{proposition}", "macros_used": [], "refs": [], "cites": [], "cited_by": [ "assumption:bk4_precritical_scalar_trace", "definition:bk5_map_mad_mas_band", "proof:bk7_map_compatible_reciprocity", "proposition:bk5_map_mad_dichotomy", "scholium:bk4_wheel_is_srmf_on_itself", "scholium:bk5_imagination_covenant_branch_selection" ], "proof_labels": [ "proof:bk4_imagination_bridges_wheel" ], "depends_on": [], "role": "proposition", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-040" ], "statuses": [ "conditional" ], "witnesses": [ "Book4C.reintegrable_of_smaller_gap", "Book4D.CertifiedTTDC.decision_eq_abstain_iff", "Book4D.CertifiedTTDC.decision_eq_stage_iff", "Book4D.CertifiedTTDC.execute_of_contract", "Book4D.CertifiedTTDC.execute_of_not_contract", "Book4D.CertifiedTTDC.execute_satisfies_postcondition", "Book4D.CertifiedTTDC.install_ttdc", "Book4D.CertifiedTTDC.stage_ne_abstain", "Book4D.EmergenceOperatorFamily.canonicalOrder_recognized", "Book4D.EmergenceOperatorFamily.identityFamily_not_emergent", "Book4D.EmergenceOperatorFamily.swapped_middle_executes", "Book4D.EmergenceOperatorFamily.swapped_middle_unrecognized", "Book4D.ImaginationHorn.one_pass_refinement_mem_Icc", "Book4D.ImaginationHorn.one_pass_tendsto_limit", "Book4D.ImaginationHorn.staged_sample_accessible", "Book4D.TTCSToTTPRImagination.limit_mem_Icc", "Book4D.TTCSToTTPRImagination.refinement_iterate_mem_Icc", "Book4D.TTCSToTTPRImagination.tendsto_refinement_from_sample", "Book4D.TTDCToTTIEImagination.staged_output_mem_initial", "Book4D.TTDCToTTIEImagination.staged_then_ttie_iterate_mem_accessibleLimit", "Book4D.TTDCToTTIEImagination.staged_then_ttie_iterate_mem_envelope", "Book4D.TTIEToTTCSImagination.exists_accessible_sample", "Book4D.TTIEToTTCSImagination.expanded_then_sampled_mem_Icc", "Book4D.TTIEToTTCSImagination.selected_samples_accessible", "Book4D.TTPRToTTDCImagination.abstaining_return_is_fixed", "Book4D.TTPRToTTDCImagination.returnState_eq_limit", "Book4D.TTPRToTTDCImagination.stage_or_abstain", "Book4ImaginationGuard.effectiveRate_lt_one_iff_phase_penalty_below_margin", "Book4ImaginationGuard.eleven_percent_phase_ends_near_boundary_contraction", "Book4ImaginationGuard.phaseBudget_append", "Book4ImaginationGuard.projection_equality_can_hide_unsafe_phase" ], "countermodels": [], "conditions": [ "continuum/Hilbert/PDE-on-manifold content stays open; chart-complex restatements carry Glued as a named hypothesis where the source consumes compatibility", "explicit phase sensitivity converting exposure to contraction penalty", "modeling laws are structure fields or explicit hypotheses", "nonnegative phase exposure measured by sum of absolute segment phases", "phase-bearing intermediate steps retained as a list", "strict effective rate below one required for reintegration" ], "notes": [ "Exact conditional phase-rate kernel: ordered latent segments define noncancelling absolute exposure; a calibrated nonlinear response envelope plus observer-specific margin forces strict contraction. Linear response is one specialization. Equal visible projections and canceling signed phases do not erase exposure, while zero calibration alone does not determine the response away from zero." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_imagination_bridges_wheel", "type": "proof", "label": "proof:bk4_imagination_bridges_wheel", "name": "Phase exposure and contraction margin", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 918, "latex_body": "\\begin{proof}[Phase exposure and contraction margin]\n\\label{proof:bk4_imagination_bridges_wheel}\n\\leavevmode\n\nThe real projection forgets the ordered latent traversal, so it cannot recover\n\\(E(\\mathbf{\\phi})\\). In particular, the signed sum of \\((a,-a)\\) is zero,\nwhereas its exposure is \\(2|a|>0\\) for \\(a\\ne0\\). This proves that visible\nprojection equality cannot replace the retained traversal witness.\n\nBy the certified response envelope,\n\\[\n r_O(E(\\mathbf{\\phi}))\n \\le \\kappa_O+s_OE(\\mathbf{\\phi})\n < \\kappa_O+(1-\\kappa_O)=1.\n\\]\nThe independent inequality \\(E(\\mathbf{\\phi})<\\theta_O\\) enforces the\nobserver's phase tolerance. Together they certify reintegration without\nflattening phase cancellation into zero exposure. The earlier linear rule\n\\(r_O(E)=\\kappa_O+s_OE\\) is a special case of this response certificate, not a\nuniquely forced law.\n\\end{proof}", "macros_used": [], "refs": [], "proves": "proposition:bk4_imagination_bridges_wheel", "cites": [], "cited_by": [], "depends_on": [], "role": "proof" }, { "id": "corollary:bk4_chromatic_transference_of_wheel", "type": "corollary", "label": "corollary:bk4_chromatic_transference_of_wheel", "name": "Chromatic transference of the wheel", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 940, "latex_body": "\\begin{corollary}[Chromatic transference of the wheel]\n\\label{corollary:bk4_chromatic_transference_of_wheel}\nThe phase-to-hue assignment $\\vartheta\\mapsto\\mathrm{hue}(\\vartheta)$ is a modal\ntransference map (Def.~\\ref{definition:appC_modal_transference_map}): it preserves\ncyclic order and adjacency on $S^1$. By the Modal Transference Theorem\n(Thm.~\\ref{theorem:appC_modal_transference}) the Event Horizon Wheel transfers\nintact to the Newtonian chromatic wheel~\\cite{newton1704opticks}, with diametric opposition\n$\\vartheta\\mapsto\\vartheta+\\pi$ carried to complementary colour and the\ngenerative/constraining dipole carried to the warm/cool hue axis. The wheel is thus\npreserved as an invariant of the symbolic structure, not of any one carrier.\n\\end{corollary}", "macros_used": [], "refs": [ "definition:appC_modal_transference_map", "theorem:appC_modal_transference" ], "cites": [ "definition:appC_modal_transference_map", "theorem:appC_modal_transference" ], "cited_by": [ "definition:bk5_symbolic_shade", "scholium:bk5_palette_of_a_relation", "subsec:bk5_hue_and_shade" ], "proof_labels": [ "proof:bk4_chromatic_transference_of_wheel" ], "appendix_teaser_refs": [ "definition:appC_modal_transference_map", "theorem:appC_modal_transference" ], "appendix_teaser_ref_roles": [ { "label": "definition:appC_modal_transference_map", "role": "appendix_teaser", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1498, "context": "rence_of_wheel} The phase-to-hue assignment $\\vartheta\\mapsto\\mathrm{hue}(\\vartheta)$ is a modal transference map (Def.~\\ref{definition:appC_modal_transference_map}): it preserves cyclic order and adjacency on $S^1$. By the Modal Transference Theorem (Thm.~\\ref{theorem:appC_modal_tra" }, { "label": "theorem:appC_modal_transference", "role": "appendix_teaser", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 1521, "context": "ppC_modal_transference_map}): it preserves cyclic order and adjacency on $S^1$. By the Modal Transference Theorem (Thm.~\\ref{theorem:appC_modal_transference}) the Event Horizon Wheel transfers intact to the Newtonian chromatic wheel~\\cite{newton1704opticks}, with diametric opp" } ], "ref_roles": [ { "label": "definition:appC_modal_transference_map", "role": "appendix_teaser", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1498, "logical_support": false, "context": "rence_of_wheel} The phase-to-hue assignment $\\vartheta\\mapsto\\mathrm{hue}(\\vartheta)$ is a modal transference map (Def.~\\ref{definition:appC_modal_transference_map}): it preserves cyclic order and adjacency on $S^1$. By the Modal Transference Theorem (Thm.~\\ref{theorem:appC_modal_tra" }, { "label": "theorem:appC_modal_transference", "role": "appendix_teaser", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 1521, "logical_support": false, "context": "ppC_modal_transference_map}): it preserves cyclic order and adjacency on $S^1$. By the Modal Transference Theorem (Thm.~\\ref{theorem:appC_modal_transference}) the Event Horizon Wheel transfers intact to the Newtonian chromatic wheel~\\cite{newton1704opticks}, with diametric opp" } ], "depends_on": [ "definition:bk4_event_horizon_wheel" ], "role": "corollary", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-034" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.adjacent_rotate", "Book4A.opposite_add", "Book4A.opposite_involutive", "Book4A.swapPerm_breaks_adjacency" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "Flagship cyclic-structure anchor: the wheel modeled concretely as ZMod 12, with rotation genuinely preserving adjacency and commuting with diametric opposition (an involution), plus an explicit countermodel that a non-rotation bijection can break adjacency -- the honest content of 'the wheel is preserved ... not [by] any one carrier' holding specifically for structured (rotation) transferences." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_chromatic_transference_of_wheel", "type": "proof", "label": "proof:bk4_chromatic_transference_of_wheel", "name": "", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 952, "latex_body": "\\begin{proof}\n\\label{proof:bk4_chromatic_transference_of_wheel}\n\\leavevmode\n\nThe phase coordinate $\\vartheta$ on the Event Horizon Wheel is a coordinate on\nthe circle $S^1$ (Def.~\\ref{definition:bk4_event_horizon_wheel}). The map\n$\\vartheta\\mapsto\\mathrm{hue}(\\vartheta)$ is cyclic: if three phases occur in\ncounterclockwise order on $S^1$, their hues occur in the corresponding cyclic\norder on the chromatic wheel. It also preserves adjacency, since sufficiently\nsmall phase increments map to neighboring hue increments rather than to\ndiametrically separated colours.\n\nThese are exactly the two structural requirements of a modal transference map\n(Def.~\\ref{definition:appC_modal_transference_map}). Therefore the Modal\nTransference Theorem (Thm.~\\ref{theorem:appC_modal_transference}) applies to\nthe Event Horizon Wheel. Under this transfer, addition of $\\pi$ in phase becomes\ndiametric opposition in hue, hence complementary colour, and the\ngenerative/constraining phase dipole becomes the warm/cool hue axis. The\ninvariant is the cyclic opposition structure itself, independent of the\nparticular symbolic carrier used to display it.\n\\end{proof}", "macros_used": [], "refs": [ "definition:appC_modal_transference_map", "definition:bk4_event_horizon_wheel", "theorem:appC_modal_transference" ], "proves": "corollary:bk4_chromatic_transference_of_wheel", "cites": [ "definition:appC_modal_transference_map", "definition:bk4_event_horizon_wheel", "theorem:appC_modal_transference" ], "cited_by": [], "appendix_teaser_refs": [ "definition:appC_modal_transference_map", "theorem:appC_modal_transference" ], "appendix_teaser_ref_roles": [ { "label": "definition:appC_modal_transference_map", "role": "appendix_teaser", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1498, "context": "o diametrically separated colours. These are exactly the two structural requirements of a modal transference map (Def.~\\ref{definition:appC_modal_transference_map}). Therefore the Modal Transference Theorem (Thm.~\\ref{theorem:appC_modal_transference}) applies to the Event Horizon Wh" }, { "label": "theorem:appC_modal_transference", "role": "appendix_teaser", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 1521, "context": "al transference map (Def.~\\ref{definition:appC_modal_transference_map}). Therefore the Modal Transference Theorem (Thm.~\\ref{theorem:appC_modal_transference}) applies to the Event Horizon Wheel. Under this transfer, addition of $\\pi$ in phase becomes diametric opposition in hu" } ], "ref_roles": [ { "label": "definition:appC_modal_transference_map", "role": "appendix_teaser", "target_type": "definition", "target_file": "appendix_dual_horizon.tex", "target_line": 1498, "logical_support": false, "context": "o diametrically separated colours. These are exactly the two structural requirements of a modal transference map (Def.~\\ref{definition:appC_modal_transference_map}). Therefore the Modal Transference Theorem (Thm.~\\ref{theorem:appC_modal_transference}) applies to the Event Horizon Wh" }, { "label": "definition:bk4_event_horizon_wheel", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 801, "logical_support": true, "context": "eel} \\leavevmode The phase coordinate $\\vartheta$ on the Event Horizon Wheel is a coordinate on the circle $S^1$ (Def.~\\ref{definition:bk4_event_horizon_wheel}). The map $\\vartheta\\mapsto\\mathrm{hue}(\\vartheta)$ is cyclic: if three phases occur in counterclockwise order on $S^1$" }, { "label": "theorem:appC_modal_transference", "role": "appendix_teaser", "target_type": "theorem", "target_file": "appendix_dual_horizon.tex", "target_line": 1521, "logical_support": false, "context": "al transference map (Def.~\\ref{definition:appC_modal_transference_map}). Therefore the Modal Transference Theorem (Thm.~\\ref{theorem:appC_modal_transference}) applies to the Event Horizon Wheel. Under this transfer, addition of $\\pi$ in phase becomes diametric opposition in hu" } ], "depends_on": [ "definition:bk4_event_horizon_wheel" ], "role": "proof" }, { "id": "scholium:bk4_wheel_is_srmf_on_itself", "type": "scholium", "label": "scholium:bk4_wheel_is_srmf_on_itself", "name": "The wheel is SRMF turned on itself", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 974, "latex_body": "\\begin{scholium}[The wheel is SRMF turned on itself]\n\\label{scholium:bk4_wheel_is_srmf_on_itself}\nThe Event Horizon Wheel is not a construct laid beside the self-regulating mapping\nfunction; it is that function applied to its own operators. The generative and\nconvergent operations SRMF regulates are themselves the poles whose transported\noverlap traces the wheel; the spiral of\nProp.~\\ref{proposition:bk4_spiral_transition} is SRMF iterating on its own operator\npair; the imaginative bridging of\nProp.~\\ref{proposition:bk4_imagination_bridges_wheel} is SRMF sampling its own latent\nphase before collapse. The orbit therefore both \\emph{winds}---because the mapping is\nrecursive---and \\emph{closes}---because the mapping refers to itself: a self-map of\nthe complex symbolic plane has, generically, a rotational part, and a rotational\nself-map foliates its domain into circles. That the dual-horizon tetrad turns out to\nbe a wheel is not decoration; it is the signature of self-reference.\n\nAs external perceptual context, tonal consonance and dissonance already tie\nperceived tension to critical-band interaction~\\cite{plomp1965tonal}. That\nacoustic result does not prove the modal transference above; it witnesses the\nsame bounded-perception pattern in a physical carrier. \\qed\n\\end{scholium}", "macros_used": [], "refs": [ "proposition:bk4_imagination_bridges_wheel", "proposition:bk4_spiral_transition" ], "cites": [ "proposition:bk4_imagination_bridges_wheel", "proposition:bk4_spiral_transition" ], "cited_by": [], "ref_roles": [ { "label": "proposition:bk4_imagination_bridges_wheel", "role": "interpretive_bridge", "target_type": "proposition", "target_file": "book4.tex", "target_line": 887, "logical_support": true, "context": ".~\\ref{proposition:bk4_spiral_transition} is SRMF iterating on its own operator pair; the imaginative bridging of Prop.~\\ref{proposition:bk4_imagination_bridges_wheel} is SRMF sampling its own latent phase before collapse. The orbit therefore both \\emph{winds}---because the mapping is r" }, { "label": "proposition:bk4_spiral_transition", "role": "interpretive_bridge", "target_type": "proposition", "target_file": "book4.tex", "target_line": 857, "logical_support": true, "context": "gent operations SRMF regulates are themselves the poles whose transported overlap traces the wheel; the spiral of Prop.~\\ref{proposition:bk4_spiral_transition} is SRMF iterating on its own operator pair; the imaginative bridging of Prop.~\\ref{proposition:bk4_imagination_bridges_" } ], "depends_on": [ "proposition:bk4_imagination_bridges_wheel", "proposition:bk4_spiral_transition" ], "role": "scholium" }, { "id": "remark:bk4_invariant_limited_transfer", "type": "remark", "label": "remark:bk4_invariant_limited_transfer", "name": "Invariant-limited transfer", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 995, "latex_body": "\\begin{remark}[Invariant-limited transfer]\n\\label{remark:bk4_invariant_limited_transfer}\nModal transference is not ontological identification. A lower-order carrier\nhelps a PS proof only to the extent that a named invariant is preserved across\nthe transfer: cyclic order, adjacency, opposition, threshold structure,\nmonotone intensity, or bounded tension. The weather map that sends temperature\nto colour preserves order, gradients, and warning bands; it does not make heat\nidentical with pigment. Likewise, the Newtonian chromatic wheel and the\nPlomp--Levelt consonance curve witness structured physical carriers for hue and\nperceived tension, but they do not ground the Event Horizon Wheel. The proof\nburden remains internal: identify the PS invariant, identify the carrier\ninvariant, and invoke modal transference only for the invariant actually\npreserved.\n\nThis is also why analogies to larger rule spaces or total observers must remain\nbounded. PS may compare observer slices of a larger generative structure, but\nit does not collapse symbolic persistence into the claim that every possible\nrule, carrier, or computation has the same status. Shared geometry licenses\ntransfer of form; it does not license idolatry of the carrier.\n\\end{remark}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "depends_on": [], "role": "remark" }, { "id": "theorem:bk4_golden_event_horizon_spiral", "type": "theorem", "label": "theorem:bk4_golden_event_horizon_spiral", "name": "Golden Event Horizon Spiral", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1016, "latex_body": "\\begin{theorem}[Golden Event Horizon Spiral]\n\\label{theorem:bk4_golden_event_horizon_spiral}\nSuppose the SRMF emergence step on the wheel\n(Prop.~\\ref{proposition:bk4_spiral_transition}) advances the event-horizon phase by\none quadrant, $\\alpha=\\pi/2$, and its magnitude gain equals the Perron root of the\nbalanced two-step memory closure, $\\rho=\\varphi$\n(Def.~\\ref{definition:bk5_balanced_two_step_memory_closure},\nThm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant} via\nLemma~\\ref{lemma:bk5_balanced_observer_normalization}). Then the orbit\n$\\Omega_n=(\\varphi\\,e^{i\\pi/2})^{n}\\Omega_0$ is the golden logarithmic spiral\n\\[\nr(\\vartheta)=r_0\\,\\varphi^{\\,2(\\vartheta-\\vartheta_0)/\\pi},\n\\]\ngrowing by the factor $\\varphi$ per quadrant (per mode-transition) and by\n$\\varphi^{4}$ per full revolution of the four Event Horizon modes; equivalently the\npolar growth coefficient is $b=\\varphi^{2/\\pi}$. Moreover the radial magnitudes\n$r_n=\\varphi^{n}r_0$ obey the balanced two-step recurrence\n$r_{n+1}=r_n+r_{n-1}$ with companion matrix\n$\\big(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\big)$; hence the wheel's radius is\nthe balanced-memory (Fibonacci) sequence and $r_{n+1}/r_n\\to\\varphi$.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk5_balanced_two_step_memory_closure", "lemma:bk5_balanced_observer_normalization", "proposition:bk4_spiral_transition", "theorem:bk5_golden_ratio_spectral_invariant" ], "cites": [ "definition:bk5_balanced_two_step_memory_closure", "lemma:bk5_balanced_observer_normalization", "proposition:bk4_spiral_transition", "theorem:bk5_golden_ratio_spectral_invariant" ], "cited_by": [ "scholium:bk5_decency_golden_resonance" ], "proof_labels": [ "proof:bk4_golden_event_horizon_spiral" ], "ref_roles": [ { "label": "definition:bk5_balanced_two_step_memory_closure", "role": "definition_anchor", "target_type": "definition", "target_file": "book5.tex", "target_line": 1828, "logical_support": true, "context": "pha=\\pi/2$, and its magnitude gain equals the Perron root of the balanced two-step memory closure, $\\rho=\\varphi$ (Def.~\\ref{definition:bk5_balanced_two_step_memory_closure}, Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant} via Lemma~\\ref{lemma:bk5_balanced_observer_normalization}). The" }, { "label": "lemma:bk5_balanced_observer_normalization", "role": "application", "target_type": "lemma", "target_file": "book5.tex", "target_line": 1848, "logical_support": true, "context": "\\ref{definition:bk5_balanced_two_step_memory_closure}, Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant} via Lemma~\\ref{lemma:bk5_balanced_observer_normalization}). Then the orbit $\\Omega_n=(\\varphi\\,e^{i\\pi/2})^{n}\\Omega_0$ is the golden logarithmic spiral \\[ r(\\vartheta)=r_0\\,\\va" }, { "label": "proposition:bk4_spiral_transition", "role": "formal_dependency", "target_type": "proposition", "target_file": "book4.tex", "target_line": 857, "logical_support": true, "context": "ent Horizon Spiral] \\label{theorem:bk4_golden_event_horizon_spiral} Suppose the SRMF emergence step on the wheel (Prop.~\\ref{proposition:bk4_spiral_transition}) advances the event-horizon phase by one quadrant, $\\alpha=\\pi/2$, and its magnitude gain equals the Perron root of the" }, { "label": "theorem:bk5_golden_ratio_spectral_invariant", "role": "application", "target_type": "theorem", "target_file": "book5.tex", "target_line": 1886, "logical_support": true, "context": "the balanced two-step memory closure, $\\rho=\\varphi$ (Def.~\\ref{definition:bk5_balanced_two_step_memory_closure}, Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant} via Lemma~\\ref{lemma:bk5_balanced_observer_normalization}). Then the orbit $\\Omega_n=(\\varphi\\,e^{i\\pi/2})^{n}\\Omega_0$" } ], "depends_on": [ "definition:bk5_balanced_two_step_memory_closure", "lemma:bk5_balanced_observer_normalization", "proposition:bk4_spiral_transition", "theorem:bk5_golden_ratio_spectral_invariant" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-030" ], "statuses": [ "exact" ], "witnesses": [ "Book4A.goldenRatio_pos", "Book4A.goldenRatio_sq", "Book4A.goldenSpiral_ratio_eq", "Book4A.goldenSpiral_ratio_tendsto", "Book4A.goldenSpiral_recurrence" ], "countermodels": [], "conditions": [ "continuum/categorical content is NOT formalized; static and finite-discrete kernels only", "modeling laws are structure fields or explicit hypotheses" ], "notes": [ "The algebraic/growth kernel is complete: phi^2=phi+1 forces the balanced Fibonacci-type recurrence on phi^n*r0; phi is positive; and for nonzero r0 every consecutive-radius ratio is exactly phi, hence tends to phi. Polar-manifold interpretation and quadrant terminology remain explanatory rather than additional formal claims." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_golden_event_horizon_spiral", "type": "proof", "label": "proof:bk4_golden_event_horizon_spiral", "name": "Golden spiral from balanced closure on the wheel", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1038, "latex_body": "\\begin{proof}[Golden spiral from balanced closure on the wheel]\n\\label{proof:bk4_golden_event_horizon_spiral}\n\\leavevmode\n\nBy Prop.~\\ref{proposition:bk4_spiral_transition} the orbit is\n$\\Omega_n=\\mu^{n}\\Omega_0$ with $\\mu=\\rho e^{i\\alpha}$; setting $\\rho=\\varphi$ and\n$\\alpha=\\pi/2$ gives $r_n=\\varphi^{n}r_0$ and\n$\\vartheta_n=\\vartheta_0+n\\pi/2$. Eliminating the step index through\n$n=2(\\vartheta-\\vartheta_0)/\\pi$ yields\n$r(\\vartheta)=r_0\\,\\varphi^{\\,2(\\vartheta-\\vartheta_0)/\\pi}$, a logarithmic spiral;\na quarter turn $\\Delta\\vartheta=\\pi/2$ multiplies $r$ by $\\varphi$ and a full turn\n$\\Delta\\vartheta=2\\pi$ by $\\varphi^{4}$, and writing $r=r_0 b^{\\vartheta-\\vartheta_0}$\nidentifies $b=\\varphi^{2/\\pi}$. For the radial recurrence, the balanced closure root\nsatisfies $\\varphi^{2}=\\varphi+1$\n(Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant}); multiplying by\n$\\varphi^{\\,n-1}r_0$ gives $\\varphi^{\\,n+1}r_0=\\varphi^{\\,n}r_0+\\varphi^{\\,n-1}r_0$,\nthat is $r_{n+1}=r_n+r_{n-1}$, whose companion matrix is\n$\\big(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\big)$\n(Lemma~\\ref{lemma:bk5_balanced_observer_normalization}); the dominant-eigenvalue\nlimit then gives $r_{n+1}/r_n\\to\\varphi$. The wheel's spiral is therefore the golden\nspiral, and its discrete radial trace is the balanced-memory sequence.\n\\end{proof}", "macros_used": [], "refs": [ "lemma:bk5_balanced_observer_normalization", "proposition:bk4_spiral_transition", "theorem:bk5_golden_ratio_spectral_invariant" ], "proves": "theorem:bk4_golden_event_horizon_spiral", "cites": [ "lemma:bk5_balanced_observer_normalization", "proposition:bk4_spiral_transition", "theorem:bk5_golden_ratio_spectral_invariant" ], "cited_by": [], "ref_roles": [ { "label": "lemma:bk5_balanced_observer_normalization", "role": "proof_support", "target_type": "lemma", "target_file": "book5.tex", "target_line": 1848, "logical_support": true, "context": "hat is $r_{n+1}=r_n+r_{n-1}$, whose companion matrix is $\\big(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\big)$ (Lemma~\\ref{lemma:bk5_balanced_observer_normalization}); the dominant-eigenvalue limit then gives $r_{n+1}/r_n\\to\\varphi$. The wheel's spiral is therefore the golden spiral," }, { "label": "proposition:bk4_spiral_transition", "role": "proof_support", "target_type": "proposition", "target_file": "book4.tex", "target_line": 857, "logical_support": true, "context": "}[Golden spiral from balanced closure on the wheel] \\label{proof:bk4_golden_event_horizon_spiral} \\leavevmode By Prop.~\\ref{proposition:bk4_spiral_transition} the orbit is $\\Omega_n=\\mu^{n}\\Omega_0$ with $\\mu=\\rho e^{i\\alpha}$; setting $\\rho=\\varphi$ and $\\alpha=\\pi/2$ gives $r" }, { "label": "theorem:bk5_golden_ratio_spectral_invariant", "role": "proof_support", "target_type": "theorem", "target_file": "book5.tex", "target_line": 1886, "logical_support": true, "context": "ifies $b=\\varphi^{2/\\pi}$. For the radial recurrence, the balanced closure root satisfies $\\varphi^{2}=\\varphi+1$ (Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant}); multiplying by $\\varphi^{\\,n-1}r_0$ gives $\\varphi^{\\,n+1}r_0=\\varphi^{\\,n}r_0+\\varphi^{\\,n-1}r_0$, that is $r_{n+1}=" } ], "depends_on": [ "lemma:bk5_balanced_observer_normalization", "proposition:bk4_spiral_transition", "theorem:bk5_golden_ratio_spectral_invariant" ], "role": "proof" }, { "id": "scholium:bk4_cut_wheel_nonorientable", "type": "scholium", "label": "scholium:bk4_cut_wheel_nonorientable", "name": "The cut wheel and its non-orientable seam", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1061, "latex_body": "\\begin{scholium}[The cut wheel and its non-orientable seam]\n\\label{scholium:bk4_cut_wheel_nonorientable}\nA bounded observer cannot occupy the whole wheel at once; to traverse the four\nEvent Horizon modes it must cut the cycle into a path. The cut $4$-cycle is a CW\nstructure of four vertices (the modes), three edges (the mode-transitions), and one\nidentifying seam restoring the closed loop---the decomposition $4+3+1$. The seam is\nnot an ordinary gluing. By Symbolic Monodromy\n(Scholium~\\ref{scholium:bk4_symbolic_monodromy}) and the $4\\pi$ double-rotation\nperiodicity of the recursive identity bundle\n(Def.~\\ref{definition:bk1_spinor_like_structure}: $R_{2n}(\\psi)=\\psi$ but\n$R_{n}(\\psi)\\neq\\psi$), one circuit of the wheel returns the transported state with\nreversed orientation, and only a double circuit restores it. The seam therefore\nidentifies the path ends with an orientation reversal: the wheel taken together with\nits reflection fibre is non-orientable---a M\\\"obius/Klein-type identification---and\nsymbolic identity closes only on the $4\\pi$ double cover. The wheel is single-valued\nin magnitude but double-valued in orientation: twist is the price of closure. \\qed\n\\end{scholium}", "macros_used": [], "refs": [ "definition:bk1_spinor_like_structure", "scholium:bk4_symbolic_monodromy" ], "cites": [ "definition:bk1_spinor_like_structure", "scholium:bk4_symbolic_monodromy" ], "cited_by": [], "forward_refs": [ "scholium:bk4_symbolic_monodromy" ], "forward_ref_roles": [ { "label": "scholium:bk4_symbolic_monodromy", "role": "teaser", "target_type": "scholium", "target_line": 6245, "line_distance": 5184, "context": "toring the closed loop---the decomposition $4+3+1$. The seam is not an ordinary gluing. By Symbolic Monodromy (Scholium~\\ref{scholium:bk4_symbolic_monodromy}) and the $4\\pi$ double-rotation periodicity of the recursive identity bundle (Def.~\\ref{definition:bk1_spinor_like_stru" } ], "ref_roles": [ { "label": "definition:bk1_spinor_like_structure", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1124, "logical_support": true, "context": "ref{scholium:bk4_symbolic_monodromy}) and the $4\\pi$ double-rotation periodicity of the recursive identity bundle (Def.~\\ref{definition:bk1_spinor_like_structure}: $R_{2n}(\\psi)=\\psi$ but $R_{n}(\\psi)\\neq\\psi$), one circuit of the wheel returns the transported state with reversed o" }, { "label": "scholium:bk4_symbolic_monodromy", "role": "forward_teaser", "target_type": "scholium", "target_file": "book4.tex", "target_line": 6245, "logical_support": false, "context": "toring the closed loop---the decomposition $4+3+1$. The seam is not an ordinary gluing. By Symbolic Monodromy (Scholium~\\ref{scholium:bk4_symbolic_monodromy}) and the $4\\pi$ double-rotation periodicity of the recursive identity bundle (Def.~\\ref{definition:bk1_spinor_like_stru" } ], "depends_on": [ "definition:bk1_spinor_like_structure" ], "role": "scholium" }, { "id": "remark:bk4_unit_distance_extension_fields", "type": "remark", "label": "remark:bk4_unit_distance_extension_fields", "name": "External Witness: Unit Distance and Extension Fields", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1079, "latex_body": "\\begin{remark}[External Witness: Unit Distance and Extension Fields]\n\\label{remark:bk4_unit_distance_extension_fields}\n\\begin{sloppypar}\nRecent work on the Erdos unit-distance problem provides an external mathematical witness for a recurring principle of this book: apparent distance in a projected geometric domain may be governed by hidden algebraic extension structure. In the classical square-grid construction, the Gaussian integers $a+bi$ already reveal a complex extension underlying planar unit distance. The recent OpenAI-generated counterexample and its human-verified expository account replace this familiar complex-integer structure with richer algebraic number fields, yielding new planar configurations with superlinear unit-distance growth. See \\cite{openai2026unitdistance} and \\cite{alon2026unitdistance}.\n\nWe do not identify this result with symbolic consciousness. Rather, we cite it as an instructive mathematical analogue: the visible metric may be only the real projection of a deeper extension-field geometry. A separate information-theoretic analogue appears in complex-valued probability measures, where phase-modulated extensions support complex entropy, divergence, and metric objects; see \\cite{cheng2026complexprobability}.\n\\end{sloppypar}\n\\end{remark}", "macros_used": [], "refs": [], "cites": [], "cited_by": [], "depends_on": [], "role": "remark" }, { "id": "sec:bk4_symbolic_identity_operators", "type": "section", "subtype": "section", "label": "sec:bk4_symbolic_identity_operators", "name": "Symbolic Identity Operators", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1087, "latex_body": "", "macros_used": [], "cites": [], "cited_by": [], "depends_on": [], "role": "section" }, { "id": "subsec:bk4_symbolic_identity_collapse", "type": "section", "subtype": "subsection", "label": "subsec:bk4_symbolic_identity_collapse", "name": "Symbolic Identity Collapse", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1089, "latex_body": "", "macros_used": [], "cites": [ "definition:bk1_bounded_observer", "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk4_symbolic_identity_carrie" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": false, "context": "" }, { "label": "definition:bk1_drift_field", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": false, "context": "" }, { "label": "definition:bk1_reflection_operator", "role": "navigation", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": false, "context": "" }, { "label": "definition:bk4_symbolic_identity_carrie", "role": "navigation", "target_type": "definition", "target_file": "book4.tex", "target_line": 4, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk4_symbolic_identity_carrie" ], "role": "section" }, { "id": "definition:bk4_symbolic_spinor_bundle", "type": "definition", "label": "definition:bk4_symbolic_spinor_bundle", "name": "Recursive Identity Bundle", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1102, "latex_body": "\\begin{definition}[Recursive Identity Bundle]\n\\label{definition:bk4_symbolic_spinor_bundle}\nA \\textbf{recursive identity bundle} is a fiber bundle $\\pi: \\mathcal{I}_{\\mathrm{rec}} \\to \\mathcal{M}_{\\text{config}}$ whose fibers $(\\mathcal{I}_{\\mathrm{rec}})_x$ encode the recursive, orientation-sensitive degrees of freedom of a symbolic identity $\\mathcal{I}$ over a configuration manifold $\\mathcal{M}_{\\text{config}}$. Each fiber carries the full non-commutative operator structure generated by the drift-reflection algebra at $x$ (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}).\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator" ], "cites": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk2_symbolic_free_energy", "definition:bk4_identity_resolution", "theorem:bk4_test_time_differentiation_c" ], "cited_by": [ "assumption:bk4_precritical_scalar_trace", "scholium:bk4_clifford_correspondence", "scholium:bk4_ttdc_symbolic_singularity" ], "forward_refs": [ "theorem:bk4_test_time_differentiation_c" ], "forward_ref_roles": [ { "label": "theorem:bk4_test_time_differentiation_c", "role": "teaser", "target_type": "theorem", "target_line": 1119, "line_distance": 17, "context": "" } ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": ". Each fiber carries the full non-commutative operator structure generated by the drift-reflection algebra at $x$ (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}). \\end{definition}" }, { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": "tative operator structure generated by the drift-reflection algebra at $x$ (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}). \\end{definition}" }, { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "" }, { "label": "definition:bk4_identity_resolution", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 80, "logical_support": true, "context": "" }, { "label": "theorem:bk4_test_time_differentiation_c", "role": "forward_teaser", "target_type": "theorem", "target_file": "book4.tex", "target_line": 1119, "logical_support": false, "context": "" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk2_symbolic_free_energy", "definition:bk4_identity_resolution" ], "role": "definition", "proof_status": "definitional" }, { "id": "definition:bk4_collapse_of_symbolic_ide", "type": "definition", "label": "definition:bk4_collapse_of_symbolic_ide", "name": "Collapse of Symbolic Identity", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1109, "latex_body": "\\begin{definition}[Collapse of Symbolic Identity]\n\\label{definition:bk4_collapse_of_symbolic_ide}\nA symbolic identity $\\mathcal{I}(t)$ undergoes collapse at time $t_c$ under bounded observation (Def.~\\ref{definition:bk1_bounded_observer}) if the following conditions are simultaneously satisfied:\n\\begin{enumerate}\n \\item \\textbf{Discontinuous jump:} $\\lim_{\\delta \\to 0} \\|\\mathcal{I}(t_c + \\delta) - \\mathcal{I}(t_c - \\delta)\\| \\geq \\kappa$ for some critical threshold $\\kappa > 0$\n \\item \\textbf{Free energy singularity:} The symbolic free energy $\\mathcal{F}(\\mathcal{I})$ exhibits a non-analytic transition at $t_c$ (see Def.~\\ref{definition:bk2_symbolic_free_energy})\n \\item \\textbf{Recursive divergence:} The recursive self-reference operator $\\mathcal{S}_n(\\mathcal{I})$ fails to converge as $n \\to \\infty$ for $t \\geq t_c$ (see Def.~\\ref{definition:bk4_self_reference_operator})\n\\end{enumerate}\n\\end{definition}", "macros_used": [], "refs": [ "definition:bk1_bounded_observer", "definition:bk2_symbolic_free_energy", "definition:bk4_self_reference_operator" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk2_symbolic_free_energy", "definition:bk4_self_reference_operator" ], "cited_by": [ "definition:bk5_collapse_resilience_test", "definition:bk5_metabolic_capacity_mc_", "demonstratio:bk4_ising_model_covenant", "demonstratio:bk4_prompt_time_ttdc", "lemma:bk4_scalar_from_identity_collapse", "remark:bk4_observer_relative_ttdc", "scholium:bk1_the_imagination_dipole", "scholium:bk4_precision_without_collapse", "scholium:bk4_tt_integrative_expansion_action", "scholium:bk4_ttcs_potential_field", "scholium:bk4_ttcs_stochastic_operator", "scholium:bk4_ttdc_impulse_collapse", "scholium:bk4_ttdc_symbolic_singularity", "subsec:bk4_symbolic_identity_expansion", "subsec:bk4_ttie_operator_algebra", "theorem:bk4_test_time_differentiation_c" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "_of_symbolic_ide} A symbolic identity $\\mathcal{I}(t)$ undergoes collapse at time $t_c$ under bounded observation (Def.~\\ref{definition:bk1_bounded_observer}) if the following conditions are simultaneously satisfied: \\begin{enumerate} \\item \\textbf{Discontinuous jump:} $\\l" }, { "label": "definition:bk2_symbolic_free_energy", "role": "definition_anchor", "target_type": "definition", "target_file": "book2.tex", "target_line": 135, "logical_support": true, "context": "singularity:} The symbolic free energy $\\mathcal{F}(\\mathcal{I})$ exhibits a non-analytic transition at $t_c$ (see Def.~\\ref{definition:bk2_symbolic_free_energy}) \\item \\textbf{Recursive divergence:} The recursive self-reference operator $\\mathcal{S}_n(\\mathcal{I})$ fails to c" }, { "label": "definition:bk4_self_reference_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 277, "logical_support": true, "context": "ive self-reference operator $\\mathcal{S}_n(\\mathcal{I})$ fails to converge as $n \\to \\infty$ for $t \\geq t_c$ (see Def.~\\ref{definition:bk4_self_reference_operator}) \\end{enumerate} \\end{definition}" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk2_symbolic_free_energy", "definition:bk4_self_reference_operator" ], "role": "definition", "proof_status": "definitional" }, { "id": "theorem:bk4_test_time_differentiation_c", "type": "theorem", "label": "theorem:bk4_test_time_differentiation_c", "name": "Test-Time Differentiation Collapse", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1119, "latex_body": "\\begin{theorem}[Test-Time Differentiation Collapse]\n\\label{theorem:bk4_test_time_differentiation_c}\nA collapse of symbolic identity (Def.~\\ref{definition:bk4_collapse_of_symbolic_ide}) corresponds to a test-time differentiation collapse (TTDC) if and only if the identity resolution $\\mathcal{R}_n$ (Def.~\\ref{definition:bk4_identity_resolution}) exhibits a discontinuous transition at recursion depth $n \\geq n_c$:\n\\begin{equation}\n \\lim_{\\delta \\to 0} \\left| \\mathcal{R}_n(t_c + \\delta) - \\mathcal{R}_n(t_c - \\delta) \\right| \\geq \\theta\n\\end{equation}\nfor some critical threshold $\\theta > 0$, where $\\mathcal{R}_n$ emerges from the recursive identity encoding process (Def.~\\ref{definition:bk4_recursive_identity_encod}) and is driven by drift-reflection dynamics (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}).\n\nThis discontinuity signals a breakdown in the reflective encoding hierarchy that sustains symbolic identity carriers (Def.~\\ref{definition:bk4_symbolic_identity_carrie}). Such resolution failure violates the recursive enhancement condition for identity retention (Thm.~\\ref{theorem:bk4_recursive_identity_enhancem}), characterizing TTDC as a topological collapse in symbolic space triggered during test-time evaluation.\n\\end{theorem}", "macros_used": [], "refs": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod", "definition:bk4_symbolic_identity_carrie", "theorem:bk4_recursive_identity_enhancem" ], "cites": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod", "definition:bk4_symbolic_identity_carrie", "theorem:bk4_recursive_identity_enhancem" ], "cited_by": [ "assumption:bk4_precritical_scalar_trace", "definition:bk4_symbolic_spinor_bundle", "definition:bk4_test_time_coherent_sampling", "definition:bk4_test_time_integrative_expansion", "definition:bk4_test_time_precision_refinement", "definition:bk5_collapse_resilience_test", "demonstratio:bk4_prompt_time_ttdc", "proof:appD_bounded_increment_parameter_lift", "proof:bk4_emergence_conditions", "proof:bk4_recursive_identity_preservation", "remark:appD_llm_tuple_anchors", "remark:bk4_observer_relative_ttdc", "scholium:bk4_tt_integrative_expansion_action", "scholium:bk4_ttcs_potential_field", "scholium:bk4_ttcs_simulation_tool_use", "scholium:bk4_ttcs_stochastic_operator", "scholium:bk4_ttdc_impulse_collapse", "scholium:bk4_ttdc_symbolic_singularity", "sec:bk5_srmf_for_symbolic_operators_and_processes", "subsec:bk4_ttie_operator_algebra", "subsec:bk5_conclustion_and_future_directions", "subsec:bk5_srmf_core_axioms" ], "proof_labels": [ "proof:bk4_recursive_identity_preservation" ], "ref_roles": [ { "label": "definition:bk1_drift_field", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1198, "logical_support": true, "context": "encoding process (Def.~\\ref{definition:bk4_recursive_identity_encod}) and is driven by drift-reflection dynamics (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}). This discontinuity signals a breakdown in the reflective encoding hie" }, { "label": "definition:bk1_reflection_operator", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 1209, "logical_support": true, "context": ":bk4_recursive_identity_encod}) and is driven by drift-reflection dynamics (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection_operator}). This discontinuity signals a breakdown in the reflective encoding hierarchy that sustains symbolic identity carriers" }, { "label": "definition:bk4_collapse_of_symbolic_ide", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 1109, "logical_support": true, "context": "st-Time Differentiation Collapse] \\label{theorem:bk4_test_time_differentiation_c} A collapse of symbolic identity (Def.~\\ref{definition:bk4_collapse_of_symbolic_ide}) corresponds to a test-time differentiation collapse (TTDC) if and only if the identity resolution $\\mathcal{R}_n$ (Def" }, { "label": "definition:bk4_identity_resolution", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 80, "logical_support": true, "context": "corresponds to a test-time differentiation collapse (TTDC) if and only if the identity resolution $\\mathcal{R}_n$ (Def.~\\ref{definition:bk4_identity_resolution}) exhibits a discontinuous transition at recursion depth $n \\geq n_c$: \\begin{equation} \\lim_{\\delta \\to 0} \\left| \\" }, { "label": "definition:bk4_recursive_identity_encod", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 47, "logical_support": true, "context": "some critical threshold $\\theta > 0$, where $\\mathcal{R}_n$ emerges from the recursive identity encoding process (Def.~\\ref{definition:bk4_recursive_identity_encod}) and is driven by drift-reflection dynamics (Def.~\\ref{definition:bk1_drift_field}, Def.~\\ref{definition:bk1_reflection" }, { "label": "definition:bk4_symbolic_identity_carrie", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 4, "logical_support": true, "context": "s discontinuity signals a breakdown in the reflective encoding hierarchy that sustains symbolic identity carriers (Def.~\\ref{definition:bk4_symbolic_identity_carrie}). Such resolution failure violates the recursive enhancement condition for identity retention (Thm.~\\ref{theorem:bk4_re" }, { "label": "theorem:bk4_recursive_identity_enhancem", "role": "formal_dependency", "target_type": "theorem", "target_file": "book4.tex", "target_line": 89, "logical_support": true, "context": "ic_identity_carrie}). Such resolution failure violates the recursive enhancement condition for identity retention (Thm.~\\ref{theorem:bk4_recursive_identity_enhancem}), characterizing TTDC as a topological collapse in symbolic space triggered during test-time evaluation. \\end{theorem}" } ], "depends_on": [ "definition:bk1_drift_field", "definition:bk1_reflection_operator", "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod", "definition:bk4_symbolic_identity_carrie", "theorem:bk4_recursive_identity_enhancem" ], "role": "theorem", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-087" ], "statuses": [ "conditional" ], "witnesses": [ "Book4Ref.ttdc_iff_jump" ], "countermodels": [], "conditions": [ "contraction constant is the modeling hypothesis for TTPR stability; the differentiable-manifold constraint space, recursion-depth dynamics, and differentiability clause stay open" ], "notes": [ "TTDC iff the resolution jump reaches the threshold; the recursion-depth dynamics stay open." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_recursive_identity_preservation", "type": "proof", "label": "proof:bk4_recursive_identity_preservation", "name": "Recursive Encoding Preserves Identity Information", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1130, "latex_body": "\\begin{proof}[Recursive Encoding Preserves Identity Information]\n\\label{proof:bk4_recursive_identity_preservation}\n\\leavevmode\n\nFrom Theorem~\\ref{theorem:bk4_recursive_identity_enhancem}, we know that $\\mathcal{R}_n$ quantifies the preservation of identity information across recursive encodings (Def.~\\ref{definition:bk4_recursive_identity_encod}). A discontinuous jump in $\\mathcal{R}_n$ (Def.~\\ref{definition:bk4_identity_resolution}) indicates a sudden loss or radical transformation of mutual information between successive levels of symbolic identity representation.\n\nThis discontinuity corresponds to a topological rupture in the symbolic encoding manifold, severing the reflective feedback loop that maintains identity continuity. When such rupture occurs during test-time evaluation---that is, during external interaction or symbolic interrogation---we define it as \\emph{test-time differentiation collapse} (TTDC), as formalized in Theorem~\\ref{theorem:bk4_test_time_differentiation_c}.\n\nTherefore, TTDC represents a structural collapse in the recursive encoding hierarchy, manifesting as symbolic resolution discontinuities and divergence in the sequence $\\{\\mathcal{R}_n\\}_{n=1}^{\\infty}$.\n\\end{proof}", "macros_used": [], "refs": [ "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod", "theorem:bk4_recursive_identity_enhancem", "theorem:bk4_test_time_differentiation_c" ], "proves": "theorem:bk4_test_time_differentiation_c", "cites": [ "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod", "theorem:bk4_recursive_identity_enhancem", "theorem:bk4_test_time_differentiation_c" ], "cited_by": [], "ref_roles": [ { "label": "definition:bk4_identity_resolution", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 80, "logical_support": true, "context": "recursive encodings (Def.~\\ref{definition:bk4_recursive_identity_encod}). A discontinuous jump in $\\mathcal{R}_n$ (Def.~\\ref{definition:bk4_identity_resolution}) indicates a sudden loss or radical transformation of mutual information between successive levels of symbolic identity" }, { "label": "definition:bk4_recursive_identity_encod", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 47, "logical_support": true, "context": "cem}, we know that $\\mathcal{R}_n$ quantifies the preservation of identity information across recursive encodings (Def.~\\ref{definition:bk4_recursive_identity_encod}). A discontinuous jump in $\\mathcal{R}_n$ (Def.~\\ref{definition:bk4_identity_resolution}) indicates a sudden loss or ra" }, { "label": "theorem:bk4_recursive_identity_enhancem", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 89, "logical_support": true, "context": "ve Encoding Preserves Identity Information] \\label{proof:bk4_recursive_identity_preservation} \\leavevmode From Theorem~\\ref{theorem:bk4_recursive_identity_enhancem}, we know that $\\mathcal{R}_n$ quantifies the preservation of identity information across recursive encodings (Def.~\\ref" }, { "label": "theorem:bk4_test_time_differentiation_c", "role": "proof_support", "target_type": "theorem", "target_file": "book4.tex", "target_line": 1119, "logical_support": true, "context": "or symbolic interrogation---we define it as \\emph{test-time differentiation collapse} (TTDC), as formalized in Theorem~\\ref{theorem:bk4_test_time_differentiation_c}. Therefore, TTDC represents a structural collapse in the recursive encoding hierarchy, manifesting as symbolic resolut" } ], "depends_on": [ "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod", "theorem:bk4_recursive_identity_enhancem", "theorem:bk4_test_time_differentiation_c" ], "role": "proof" }, { "id": "remark:bk4_observer_relative_ttdc", "type": "remark", "label": "remark:bk4_observer_relative_ttdc", "name": "Observer-Relative Collapse Interpretation", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1141, "latex_body": "\\begin{remark}[Observer-Relative Collapse Interpretation]\n\\label{remark:bk4_observer_relative_ttdc}\nThe collapse time $t_c$ is defined relative to the bounded resolution $\\lambda$ of a symbolic observer (Def.~\\ref{definition:bk1_bounded_observer}). The discontinuity in $\\mathcal{R}_n$ (Def.~\\ref{definition:bk4_identity_resolution}) becomes epistemically accessible only when probed by an observer whose symbolic inference process cannot maintain coherence across the critical depth $n \\to n_c$. Consequently, TTDC is not merely an intrinsic rupture in symbolic space, but rather a relational phenomenon---a scalar projection induced by the bounded nature of test-time interrogation (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}, Def.~\\ref{definition:bk4_collapse_of_symbolic_ide}).\n\\end{remark}", "macros_used": [], "refs": [ "definition:bk1_bounded_observer", "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_identity_resolution", "theorem:bk4_test_time_differentiation_c" ], "cites": [ "definition:bk1_bounded_observer", "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_identity_resolution", "theorem:bk4_test_time_differentiation_c" ], "cited_by": [ "subsec:bk4_symbolic_identity_expansion" ], "ref_roles": [ { "label": "definition:bk1_bounded_observer", "role": "definition_anchor", "target_type": "definition", "target_file": "scholium_symbolicum.tex", "target_line": 27, "logical_support": true, "context": "tive_ttdc} The collapse time $t_c$ is defined relative to the bounded resolution $\\lambda$ of a symbolic observer (Def.~\\ref{definition:bk1_bounded_observer}). The discontinuity in $\\mathcal{R}_n$ (Def.~\\ref{definition:bk4_identity_resolution}) becomes epistemically accessible" }, { "label": "definition:bk4_collapse_of_symbolic_ide", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 1109, "logical_support": true, "context": "tion induced by the bounded nature of test-time interrogation (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}, Def.~\\ref{definition:bk4_collapse_of_symbolic_ide}). \\end{remark}" }, { "label": "definition:bk4_identity_resolution", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 80, "logical_support": true, "context": "lambda$ of a symbolic observer (Def.~\\ref{definition:bk1_bounded_observer}). The discontinuity in $\\mathcal{R}_n$ (Def.~\\ref{definition:bk4_identity_resolution}) becomes epistemically accessible only when probed by an observer whose symbolic inference process cannot maintain cohe" }, { "label": "theorem:bk4_test_time_differentiation_c", "role": "formal_dependency", "target_type": "theorem", "target_file": "book4.tex", "target_line": 1119, "logical_support": true, "context": "but rather a relational phenomenon---a scalar projection induced by the bounded nature of test-time interrogation (Thm.~\\ref{theorem:bk4_test_time_differentiation_c}, Def.~\\ref{definition:bk4_collapse_of_symbolic_ide}). \\end{remark}" } ], "depends_on": [ "definition:bk1_bounded_observer", "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_identity_resolution", "theorem:bk4_test_time_differentiation_c" ], "role": "remark" }, { "id": "lemma:bk4_scalar_from_identity_collapse", "type": "lemma", "label": "lemma:bk4_scalar_from_identity_collapse", "name": "Emergent Scalar from Identity Collapse", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1146, "latex_body": "\\begin{lemma}[Emergent Scalar from Identity Collapse]\n\\label{lemma:bk4_scalar_from_identity_collapse}\nLet $\\mathcal{I}(t)$ undergo collapse at $t_c$ according to Def.~\\ref{definition:bk4_collapse_of_symbolic_ide}, with resolution hierarchy $\\mathcal{R}_n$ well-defined for $n < n_c$. Then the collapsed symbolic observable is given by:\n\\[\nO := \\lim_{n \\to n_c^-} \\mathcal{R}_n(\\mathcal{I})\n\\]\nThis observable represents the final scalar projection of symbolic identity prior to recursive divergence, and may manifest as a decision, diagnostic output, or narrative conclusion encoded under test-time constraints.\n\\end{lemma}", "macros_used": [], "refs": [ "definition:bk4_collapse_of_symbolic_ide" ], "cites": [ "definition:bk4_collapse_of_symbolic_ide" ], "cited_by": [ "demonstratio:bk4_prompt_time_ttdc", "scholium:bk4_ttdc_symbolic_singularity" ], "proof_labels": [ "proof:bk4_scalar_from_identity_collapse" ], "ref_roles": [ { "label": "definition:bk4_collapse_of_symbolic_ide", "role": "definition_anchor", "target_type": "definition", "target_file": "book4.tex", "target_line": 1109, "logical_support": true, "context": "lapse] \\label{lemma:bk4_scalar_from_identity_collapse} Let $\\mathcal{I}(t)$ undergo collapse at $t_c$ according to Def.~\\ref{definition:bk4_collapse_of_symbolic_ide}, with resolution hierarchy $\\mathcal{R}_n$ well-defined for $n < n_c$. Then the collapsed symbolic observable is given" } ], "depends_on": [ "definition:bk4_collapse_of_symbolic_ide", "definition:bk4_identity_resolution", "definition:bk4_recursive_identity_encod" ], "role": "lemma", "proof_status": "proven", "lean_alignment": { "record_ids": [ "MAP-BOOK4A-088" ], "statuses": [ "conditional" ], "witnesses": [ "Book4Ref.collapse_limit_unique" ], "countermodels": [], "conditions": [ "contraction constant is the modeling hypothesis for TTPR stability; the differentiable-manifold constraint space, recursion-depth dynamics, and differentiability clause stay open" ], "notes": [ "The collapsed observable O = lim R_n(I) is unique." ], "kernel_certified": true, "full_record": "bib/principia_lean_alignment.json" } }, { "id": "proof:bk4_scalar_from_identity_collapse", "type": "proof", "label": "proof:bk4_scalar_from_identity_collapse", "name": "Left trace of the recursive identity bundle", "book": "book4", "matter_region": "mainmatter", "matter_role": "canonical_book", "file": "book4.tex", "line": 1154, "latex_body": "\\begin{proof}[Left trace of the recursive identity bundle]\n\\label{proof:bk4_scalar_from_identity_collapse}\n\\leavevmode\n\nBy Def.~\\ref{definition:bk4_identity_resolution}, each precritical resolution value\n\\[\n\\mathcal{R}_n(\\mathcal{I})\n=\\frac{I(M_i;M_i^{(n)})}{I(M_i;M_i^{(1)})}\n\\]\nis a real scalar whenever \\(I(M_i;M_i^{(1)})>0\\). Thus the precritical branch \\(n0\\). Thus the precritical branch \\(n