sectionchapterappendix

Principia Symbolica in Dialogue – A Reflexive Cartography of Contemporary Symbolic Frameworks

section:appendix_symbolic_framing.tex:3

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "section:appendix_symbolic_framing.tex:3",
  "label": "",
  "latex_body": "",
  "line": 3,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica in Dialogue – A Reflexive Cartography of Contemporary Symbolic Frameworks",
  "role": "section",
  "subtype": "chapter",
  "type": "section"
}

sectionsectionappendix

D.0 Preamble

sec:appD_preamble_nature_of_appendix

Reference roles

TargetRoleLogical support
sec:appB_symbolic_smoothness_resolutionnavigationno
theorem:bk1_manifold_emergencenavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "sec:appB_symbolic_smoothness_resolution",
    "theorem:bk1_manifold_emergence"
  ],
  "depends_on": [
    "theorem:bk1_manifold_emergence"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_preamble_nature_of_appendix",
  "label": "sec:appD_preamble_nature_of_appendix",
  "latex_body": "",
  "line": 4,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.0 Preamble",
  "ref_roles": [
    {
      "context": "",
      "label": "sec:appB_symbolic_smoothness_resolution",
      "logical_support": false,
      "role": "navigation",
      "target_file": "appendix_symbolic_reflexive_validation.tex",
      "target_line": 93,
      "target_type": "section"
    },
    {
      "context": "",
      "label": "theorem:bk1_manifold_emergence",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 2771,
      "target_type": "theorem"
    }
  ],
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Statistical Thermodynamics / Information Theory

sec:appD_ps_and_stat_thermo_info_theory

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_stat_thermo_info_theory",
  "label": "sec:appD_ps_and_stat_thermo_info_theory",
  "latex_body": "",
  "line": 69,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Statistical Thermodynamics / Information Theory",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.1.1 Core Resonance

subsec:appD_core_resonance

Reference roles

TargetRoleLogical support
definition:bk2_symbolic_entropynavigationno
definition:bk2_symbolic_free_energynavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk2_symbolic_entropy",
    "definition:bk2_symbolic_free_energy"
  ],
  "depends_on": [
    "definition:bk2_symbolic_entropy",
    "definition:bk2_symbolic_free_energy"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_core_resonance",
  "label": "subsec:appD_core_resonance",
  "latex_body": "",
  "line": 71,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.1.1 Core Resonance",
  "ref_roles": [
    {
      "context": "",
      "label": "definition:bk2_symbolic_entropy",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book2.tex",
      "target_line": 114,
      "target_type": "definition"
    },
    {
      "context": "",
      "label": "definition:bk2_symbolic_free_energy",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book2.tex",
      "target_line": 135,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.1.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_stat_thermo_contribution_differentiation

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_stat_thermo_contribution_differentiation",
  "label": "subsec:appD_stat_thermo_contribution_differentiation",
  "latex_body": "",
  "line": 74,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.1.2 Principia Symbolica's Contribution and Differentiation",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.1.3 Iterative Refinement Perspective

subsec:appD_stat_thermo_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_stat_thermo_iterative_refinement_perspective",
  "label": "subsec:appD_stat_thermo_iterative_refinement_perspective",
  "latex_body": "",
  "line": 81,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.1.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Autopoiesis / Enactivism

sec:appD_ps_and_autopoiesis_enactivism

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_autopoiesis_enactivism",
  "label": "sec:appD_ps_and_autopoiesis_enactivism",
  "latex_body": "",
  "line": 84,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Autopoiesis / Enactivism",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.2.1 Core Resonance

subsec:appD_autopoiesis_core_resonance

Reference roles

TargetRoleLogical support
definition:bk5_viability_domainnavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk5_viability_domain"
  ],
  "depends_on": [
    "definition:bk5_viability_domain"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_autopoiesis_core_resonance",
  "label": "subsec:appD_autopoiesis_core_resonance",
  "latex_body": "",
  "line": 85,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.2.1 Core Resonance",
  "ref_roles": [
    {
      "context": "",
      "label": "definition:bk5_viability_domain",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book5.tex",
      "target_line": 133,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.2.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_autopoiesis_contribution_differentiation

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_autopoiesis_contribution_differentiation",
  "label": "subsec:appD_autopoiesis_contribution_differentiation",
  "latex_body": "",
  "line": 95,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.2.2 Principia Symbolica's Contribution and Differentiation",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.2.3 Iterative Refinement Perspective

subsec:appD_autopoiesis_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_autopoiesis_iterative_refinement_perspective",
  "label": "subsec:appD_autopoiesis_iterative_refinement_perspective",
  "latex_body": "",
  "line": 106,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.2.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and The Free Energy Principle (FEP)

sec:appD_ps_and_free_energy_principle

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_free_energy_principle",
  "label": "sec:appD_ps_and_free_energy_principle",
  "latex_body": "",
  "line": 109,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and The Free Energy Principle (FEP)",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.3.1 Core Resonance

subsec:appD_fep_core_resonance

Reference roles

TargetRoleLogical support
axiom:bk7_convergence_potentialnavigationno
definition:bk1_symbolic_hypothesisnavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "axiom:bk7_convergence_potential",
    "definition:bk1_symbolic_hypothesis"
  ],
  "depends_on": [
    "axiom:bk7_convergence_potential",
    "definition:bk1_symbolic_hypothesis"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_fep_core_resonance",
  "label": "subsec:appD_fep_core_resonance",
  "latex_body": "",
  "line": 110,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.3.1 Core Resonance",
  "ref_roles": [
    {
      "context": "",
      "label": "axiom:bk7_convergence_potential",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book7.tex",
      "target_line": 366,
      "target_type": "axiom"
    },
    {
      "context": "",
      "label": "definition:bk1_symbolic_hypothesis",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 1257,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.3.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_fep_contribution_differentiation

Reference roles

TargetRoleLogical support
axiom:bk1_dual_horizon_postulatenavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "axiom:bk1_dual_horizon_postulate"
  ],
  "depends_on": [
    "axiom:bk1_dual_horizon_postulate"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_fep_contribution_differentiation",
  "label": "subsec:appD_fep_contribution_differentiation",
  "latex_body": "",
  "line": 113,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.3.2 Principia Symbolica's Contribution and Differentiation",
  "ref_roles": [
    {
      "context": "",
      "label": "axiom:bk1_dual_horizon_postulate",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 1284,
      "target_type": "axiom"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.3.3 Iterative Refinement Perspective

subsec:appD_fep_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_fep_iterative_refinement_perspective",
  "label": "subsec:appD_fep_iterative_refinement_perspective",
  "latex_body": "",
  "line": 121,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.3.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Information Geometry (Amari)

sec:appD_ps_and_info_geometry_amari

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_info_geometry_amari",
  "label": "sec:appD_ps_and_info_geometry_amari",
  "latex_body": "",
  "line": 125,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Information Geometry (Amari)",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.4.1 Core Resonance

subsec:appD_info_geometry_core_resonance

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_info_geometry_core_resonance",
  "label": "subsec:appD_info_geometry_core_resonance",
  "latex_body": "",
  "line": 126,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.4.1 Core Resonance",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.4.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_info_geometry_contribution_differentiation

Reference roles

TargetRoleLogical support
theorem:bk1_symbolic_emergence_and_curvaturenavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "theorem:bk1_symbolic_emergence_and_curvature"
  ],
  "depends_on": [
    "theorem:bk1_symbolic_emergence_and_curvature"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_info_geometry_contribution_differentiation",
  "label": "subsec:appD_info_geometry_contribution_differentiation",
  "latex_body": "",
  "line": 129,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.4.2 Principia Symbolica's Contribution and Differentiation",
  "ref_roles": [
    {
      "context": "",
      "label": "theorem:bk1_symbolic_emergence_and_curvature",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 2029,
      "target_type": "theorem"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.4.3 Iterative Refinement Perspective

subsec:appD_info_geometry_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_info_geometry_iterative_refinement_perspective",
  "label": "subsec:appD_info_geometry_iterative_refinement_perspective",
  "latex_body": "",
  "line": 136,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.4.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Constructivist / Constructionist Epistemologies

sec:appD_ps_and_constructivist_epistemologies

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_constructivist_epistemologies",
  "label": "sec:appD_ps_and_constructivist_epistemologies",
  "latex_body": "",
  "line": 139,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Constructivist / Constructionist Epistemologies",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.5.1 Core Resonance

subsec:appD_constructivist_core_resonance

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_constructivist_core_resonance",
  "label": "subsec:appD_constructivist_core_resonance",
  "latex_body": "",
  "line": 140,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.5.1 Core Resonance",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.5.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_constructivist_contribution_differentiation

Reference roles

TargetRoleLogical support
definition:bk7_symbolic_reflexive_validation_srvnavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk7_symbolic_reflexive_validation_srv"
  ],
  "depends_on": [
    "definition:bk7_symbolic_reflexive_validation_srv"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_constructivist_contribution_differentiation",
  "label": "subsec:appD_constructivist_contribution_differentiation",
  "latex_body": "",
  "line": 143,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.5.2 Principia Symbolica's Contribution and Differentiation",
  "ref_roles": [
    {
      "context": "",
      "label": "definition:bk7_symbolic_reflexive_validation_srv",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book7.tex",
      "target_line": 1441,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.5.3 Iterative Refinement Perspective

subsec:appD_constructivist_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_constructivist_iterative_refinement_perspective",
  "label": "subsec:appD_constructivist_iterative_refinement_perspective",
  "latex_body": "",
  "line": 150,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.5.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Process Philosophy

sec:appD_ps_and_process_philosophy

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_process_philosophy",
  "label": "sec:appD_ps_and_process_philosophy",
  "latex_body": "",
  "line": 153,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Process Philosophy",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.6.1 Core Resonance

subsec:appD_process_philosophy_core_resonance

Reference roles

TargetRoleLogical support
axiom:bk1_axiomata_primanavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "axiom:bk1_axiomata_prima"
  ],
  "depends_on": [
    "axiom:bk1_axiomata_prima"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_process_philosophy_core_resonance",
  "label": "subsec:appD_process_philosophy_core_resonance",
  "latex_body": "",
  "line": 154,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.6.1 Core Resonance",
  "ref_roles": [
    {
      "context": "",
      "label": "axiom:bk1_axiomata_prima",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book1.tex",
      "target_line": 3,
      "target_type": "axiom"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.6.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_process_philosophy_contribution_differentiation

Reference roles

TargetRoleLogical support
definition:bk1_self_regulating_mapping_function_srmfnavigationno
definition:bk5_mutually_assured_progressnavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk1_self_regulating_mapping_function_srmf",
    "definition:bk5_mutually_assured_progress"
  ],
  "depends_on": [
    "definition:bk1_self_regulating_mapping_function_srmf",
    "definition:bk5_mutually_assured_progress"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_process_philosophy_contribution_differentiation",
  "label": "subsec:appD_process_philosophy_contribution_differentiation",
  "latex_body": "",
  "line": 157,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.6.2 Principia Symbolica's Contribution and Differentiation",
  "ref_roles": [
    {
      "context": "",
      "label": "definition:bk1_self_regulating_mapping_function_srmf",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 2230,
      "target_type": "definition"
    },
    {
      "context": "",
      "label": "definition:bk5_mutually_assured_progress",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book5.tex",
      "target_line": 220,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.6.3 Iterative Refinement Perspective

subsec:appD_process_philosophy_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_process_philosophy_iterative_refinement_perspective",
  "label": "subsec:appD_process_philosophy_iterative_refinement_perspective",
  "latex_body": "",
  "line": 164,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.6.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Contemporary AI (Large Language Models, Deep Learning)

sec:appD_ps_and_contemporary_ai

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_contemporary_ai",
  "label": "sec:appD_ps_and_contemporary_ai",
  "latex_body": "",
  "line": 167,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Contemporary AI (Large Language Models, Deep Learning)",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.7.1 Core Resonance and SRV Enactment

subsec:appD_core_resonance_and_srv_enactment

Reference roles

TargetRoleLogical support
definition:bk7_symbolic_reflexive_validation_srvnavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk7_symbolic_reflexive_validation_srv"
  ],
  "depends_on": [
    "definition:bk7_symbolic_reflexive_validation_srv"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_core_resonance_and_srv_enactment",
  "label": "subsec:appD_core_resonance_and_srv_enactment",
  "latex_body": "",
  "line": 168,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.7.1 Core Resonance and SRV Enactment",
  "ref_roles": [
    {
      "context": "",
      "label": "definition:bk7_symbolic_reflexive_validation_srv",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book7.tex",
      "target_line": 1441,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

definitiondefinitionalappendix

LLM observer tuple

definition:appD_llm_observer_tuple

Exact LaTeX body

\begin{definition}[LLM observer tuple]
\label{definition:appD_llm_observer_tuple}
For a fixed inference episode of a Large Language Model, define the associated
bounded observer tuple
\[
\Obs_{\mathrm{LLM}}
= \bigl(N_{\mathrm{ctx}},\{\delta_{\mathrm{LLM}}^{\,n}\}_{n=1}^{N_{\mathrm{ctx}}},
\epsilon_{\mathrm{LLM}}\bigr)
\]
as follows:
\begin{enumerate}
    \item \(N_{\mathrm{ctx}}\) is the effective maximal differentiation depth made
    available by the active context window, architecture, decoding horizon, and
    tool or memory interface.
    \item \(\delta_{\mathrm{LLM}}^{\,n}\) is the \(n^{\text{th}}\)-order internal
    transformation of the active symbolic state, realized by attention,
    hidden-state update, retrieval, tool use, or chain-of-thought-like
    intermediate representation when present.
    \item \(\epsilon_{\mathrm{LLM}}\) is the resolution threshold induced by
    tokenization, finite context, sampling temperature, model uncertainty,
    alignment 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,
accountability, and self-repair across episodes require additional structure.
\end{definition}

Reference roles

TargetRoleLogical support
definition:bk1_bounded_observerdefinition_anchoryes
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [
    "proof:appD_bounded_increment_parameter_lift"
  ],
  "cites": [
    "definition:bk1_bounded_observer"
  ],
  "depends_on": [
    "definition:bk1_bounded_observer"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "definition:appD_llm_observer_tuple",
  "label": "definition:appD_llm_observer_tuple",
  "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}",
  "line": 177,
  "macros_used": [
    "Obs"
  ],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "LLM observer tuple",
  "proof_status": "definitional",
  "ref_roles": [
    {
      "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",
      "label": "definition:bk1_bounded_observer",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 27,
      "target_type": "definition"
    }
  ],
  "refs": [
    "definition:bk1_bounded_observer"
  ],
  "role": "definition",
  "type": "definition"
}

remarkappendix

Anchoring the LLM tuple in PS

remark:appD_llm_tuple_anchors

Exact LaTeX body

\begin{remark}[Anchoring the LLM tuple in PS]
\label{remark:appD_llm_tuple_anchors}
The components of $\Obs_{\mathrm{LLM}}$ instantiate existing PS machinery rather
than introducing a separate 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
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{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 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 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 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_certified_transport}, the LLM tuple
is at most a projective 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}

Reference roles

TargetRoleLogical support
definition:bk1_bounded_observerdefinition_anchoryes
definition:bk1_certified_type_preserving_symbolic_transportdefinition_anchoryes
definition:bk1_drift_fielddefinition_anchoryes
definition:bk1_reflection_operatordefinition_anchoryes
definition:bk4_observer_kernel_convolution_mapdefinition_anchoryes
definition:bk7_symbolic_reflexive_validation_srvdefinition_anchoryes
definition:bk8_observer_relative_artifactdefinition_anchoryes
definition:bk8_symbolic_projectiondefinition_anchoryes
definition:bk9_temetic_artifactdefinition_anchoryes
proposition:bk1_certified_transport_prevents_equivocationformal_dependencyyes
proposition:bk1_nonvacuity_of_certified_transportformal_dependencyyes
scholium:bk4_ttdc_symbolic_singularityformal_dependencyyes
theorem:bk1_nonvacuity_minimal_linear_ps_modelformal_dependencyyes
theorem:bk4_test_time_differentiation_cformal_dependencyyes
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "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"
  ],
  "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"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "remark:appD_llm_tuple_anchors",
  "label": "remark:appD_llm_tuple_anchors",
  "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}",
  "line": 204,
  "macros_used": [
    "Obs"
  ],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Anchoring the LLM tuple in PS",
  "ref_roles": [
    {
      "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_bounded_observer",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 27,
      "target_type": "definition"
    },
    {
      "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_certified_type_preserving_symbolic_transport",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 3456,
      "target_type": "definition"
    },
    {
      "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_drift_field",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 1198,
      "target_type": "definition"
    },
    {
      "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:bk1_reflection_operator",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 1209,
      "target_type": "definition"
    },
    {
      "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:bk4_observer_kernel_convolution_map",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "book4.tex",
      "target_line": 143,
      "target_type": "definition"
    },
    {
      "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:bk7_symbolic_reflexive_validation_srv",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "book7.tex",
      "target_line": 1441,
      "target_type": "definition"
    },
    {
      "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_observer_relative_artifact",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "book8.tex",
      "target_line": 423,
      "target_type": "definition"
    },
    {
      "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:bk8_symbolic_projection",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "book8.tex",
      "target_line": 42,
      "target_type": "definition"
    },
    {
      "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": "definition:bk9_temetic_artifact",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "book9.tex",
      "target_line": 450,
      "target_type": "definition"
    },
    {
      "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_certified_transport_prevents_equivocation",
      "logical_support": true,
      "role": "formal_dependency",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 3496,
      "target_type": "proposition"
    },
    {
      "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": "proposition:bk1_nonvacuity_of_certified_transport",
      "logical_support": true,
      "role": "formal_dependency",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 3533,
      "target_type": "proposition"
    },
    {
      "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": "scholium:bk4_ttdc_symbolic_singularity",
      "logical_support": true,
      "role": "formal_dependency",
      "target_file": "book4.tex",
      "target_line": 1185,
      "target_type": "scholium"
    },
    {
      "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:bk1_nonvacuity_minimal_linear_ps_model",
      "logical_support": true,
      "role": "formal_dependency",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 3364,
      "target_type": "theorem"
    },
    {
      "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",
      "label": "theorem:bk4_test_time_differentiation_c",
      "logical_support": true,
      "role": "formal_dependency",
      "target_file": "book4.tex",
      "target_line": 1119,
      "target_type": "theorem"
    }
  ],
  "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"
  ],
  "role": "remark",
  "type": "remark"
}

theoremprovenappendix

Bounded-increment parameter lift

theorem:appD_bounded_increment_parameter_lift

Exact LaTeX body

\begin{theorem}[Bounded-increment parameter lift]
\label{theorem:appD_bounded_increment_parameter_lift}
Let \(M\) be a finite-dimensional symbolic manifold equipped with an
observer-relative norm \(\|\cdot\|_{\Obs}\), and let
\[
    r:M\longrightarrow \mathbb{R}^{k}
\]
be a \(C^{1}\) residual map encoding \(k\) simultaneous symbolic constraints
near \(x\in M\). Work in a normal neighborhood of \(x\), write
\(J_x = Dr_x:T_xM\to\mathbb{R}^k\), and suppose the bounded observer can make
only increments \(v\in T_xM\) with \(\|v\|_{\Obs}\leq B\), 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
\[
    d_M(x)
    =
    \inf\{\|v\|_{\Obs}: J_xv=-r(x)\}.
\]
If \(d_M(x)>B\), then no bounded first-order increment satisfies all
constraints at \(x\), apart from the stated curvature-scale correction.

Now let \(\Lambda\) be a parameter manifold and extend the residual to
\[
    R:M\times\Lambda\longrightarrow \mathbb{R}^{k},
    \qquad R(x,\lambda_0)=r(x),
\]
with derivative
\[
    D R_{(x,\lambda_0)}(v,\mu)=J_xv+J_{\lambda}\mu .
\]
For any positive parameter weight \(\alpha\), define
\[
    d_{M\times\Lambda}(x,\lambda_0)
    =
    \inf\left\{
      \bigl(\|v\|_{\Obs}^{2}+\alpha^{2}\|\mu\|^{2}\bigr)^{1/2}
      :
      J_xv+J_{\lambda}\mu=-r(x)
    \right\}.
\]
Then \(d_{M\times\Lambda}(x,\lambda_0)\leq d_M(x)\). The inequality is strict
exactly when the introduced parameter direction contributes a non-redundant
constraint-canceling component: equivalently, the least weighted-norm solution
of \(J_xv+J_{\lambda}\mu=-r(x)\) has \(\mu\neq0\). Consequently, a new
parameter relieves a bounded-increment obstruction precisely when it enlarges
the accessible tangent cone in a direction relevant to the residual.
\end{theorem}

Reference roles

TargetRoleLogical support
definition:bk4_symbolic_curvaturecf_near_matchyes
definition:bk6_symbolic_curvature_tensorcf_near_matchyes
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk4_symbolic_curvature",
    "definition:bk6_symbolic_curvature_tensor"
  ],
  "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"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "theorem:appD_bounded_increment_parameter_lift",
  "label": "theorem:appD_bounded_increment_parameter_lift",
  "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}",
  "lean_alignment": {
    "conditions": [
      "modeling laws are structure fields or explicit hypotheses; continuum/categorical content is NOT formalized"
    ],
    "countermodels": [],
    "full_record": "bib/principia_lean_alignment.json",
    "kernel_certified": false,
    "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.'"
    ],
    "record_ids": [
      "MAP-SMALLPACK-007"
    ],
    "statuses": [
      "open_bridge"
    ],
    "witnesses": [
      "SmallPack.inf_mono_of_subset",
      "SmallPack.inf_strict_decrease"
    ]
  },
  "line": 233,
  "macros_used": [
    "Obs"
  ],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Bounded-increment parameter lift",
  "proof_labels": [
    "proof:appD_bounded_increment_parameter_lift"
  ],
  "proof_status": "proven",
  "ref_roles": [
    {
      "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:bk4_symbolic_curvature",
      "logical_support": true,
      "role": "cf_near_match",
      "target_file": "book4.tex",
      "target_line": 452,
      "target_type": "definition"
    },
    {
      "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",
      "label": "definition:bk6_symbolic_curvature_tensor",
      "logical_support": true,
      "role": "cf_near_match",
      "target_file": "book6.tex",
      "target_line": 16,
      "target_type": "definition"
    }
  ],
  "refs": [
    "definition:bk4_symbolic_curvature",
    "definition:bk6_symbolic_curvature_tensor"
  ],
  "role": "theorem",
  "type": "theorem"
}

proofappendix

Proof: bounded-increment parameter lift

proof:appD_bounded_increment_parameter_lift

Exact LaTeX body

\begin{proof}[Proof: bounded-increment parameter lift]
\label{proof:appD_bounded_increment_parameter_lift}
The local chart identifies a sufficiently small observer-bounded move with a
tangent increment \(v\in T_xM\). The Taylor expansion of the residual is
\[
    r(\exp_x v)
    =
    r(x)+J_xv+O(\kappa\|v\|_{\Obs}^{2}),
\]
where the quadratic term records the curvature correction of the symbolic
connection. Thus, at first order, simultaneous satisfaction of all constraints
requires \(J_xv=-r(x)\). By definition, the smallest observer-relative
increment achieving this is \(d_M(x)\). If \(d_M(x)>B\), no move inside the
observer's bounded increment budget can satisfy the linearized constraints; the
only possible exception is a second-order curvature correction of size
\(O(\kappa B^{2})\), which is explicitly outside the first-order claim.

For the parameter lift, the same argument on \(M\times\Lambda\) gives
\[
    R(\exp_x v,\exp_{\lambda_0}\mu)
    =
    r(x)+J_xv+J_{\lambda}\mu
    +O(\kappa_{M\times\Lambda}(\|v\|_{\Obs}^{2}+\|\mu\|^{2})).
\]
The original feasible moves embed into the lifted problem by taking
\(\mu=0\). Therefore every first-order solution \(J_xv=-r(x)\) in \(M\) is also
a first-order solution \(J_xv+J_{\lambda}0=-r(x)\) in \(M\times\Lambda\), with
the same weighted norm. Taking infima gives
\[
    d_{M\times\Lambda}(x,\lambda_0)\leq d_M(x).
\]

Strict improvement occurs exactly when the least weighted-norm lifted solution
uses a nonzero parameter component. If every minimizing lifted solution has
\(\mu=0\), the lifted infimum is attained by an original tangent move and no
cost is reduced. Conversely, if a minimizing lifted solution has \(\mu\neq0\)
and lower weighted norm than all solutions with \(\mu=0\), then the introduced
parameter direction cancels some component of the residual that \(T_xM\) could
cancel only at higher observer-relative cost, or could not cancel at all. This
is precisely the condition that \(J_{\lambda}(T_{\lambda_0}\Lambda)\) adds a
non-redundant direction to the image of \(J_x(T_xM)\) relative to the residual
\(-r(x)\).

Hence parameter introduction is not a formal escape by notation. It relieves
the bounded-increment obstruction only when it changes the effective tangent
geometry seen by the 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_test_time_differentiation_c}) into an SRV-staged
re-anchoring path (Def.~\ref{definition:bk7_symbolic_reflexive_validation_srv}).
\end{proof}

Reference roles

TargetRoleLogical support
definition:appD_llm_observer_tupledefinition_anchoryes
definition:bk7_symbolic_reflexive_validation_srvdefinition_anchoryes
theorem:bk4_test_time_differentiation_cproof_supportyes
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:appD_llm_observer_tuple",
    "definition:bk7_symbolic_reflexive_validation_srv",
    "theorem:bk4_test_time_differentiation_c"
  ],
  "depends_on": [
    "definition:appD_llm_observer_tuple",
    "definition:bk7_symbolic_reflexive_validation_srv",
    "theorem:bk4_test_time_differentiation_c"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "proof:appD_bounded_increment_parameter_lift",
  "label": "proof:appD_bounded_increment_parameter_lift",
  "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}",
  "line": 283,
  "macros_used": [
    "Obs"
  ],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Proof: bounded-increment parameter lift",
  "proves": "theorem:appD_bounded_increment_parameter_lift",
  "ref_roles": [
    {
      "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:appD_llm_observer_tuple",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "appendix_symbolic_framing.tex",
      "target_line": 177,
      "target_type": "definition"
    },
    {
      "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": "definition:bk7_symbolic_reflexive_validation_srv",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "book7.tex",
      "target_line": 1441,
      "target_type": "definition"
    },
    {
      "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}",
      "label": "theorem:bk4_test_time_differentiation_c",
      "logical_support": true,
      "role": "proof_support",
      "target_file": "book4.tex",
      "target_line": 1119,
      "target_type": "theorem"
    }
  ],
  "refs": [
    "definition:appD_llm_observer_tuple",
    "definition:bk7_symbolic_reflexive_validation_srv",
    "theorem:bk4_test_time_differentiation_c"
  ],
  "role": "proof",
  "type": "proof"
}

sectionsubsectionappendix

D.7.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_ai_contribution_differentiation

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_ai_contribution_differentiation",
  "label": "subsec:appD_ai_contribution_differentiation",
  "latex_body": "",
  "line": 343,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.7.2 Principia Symbolica's Contribution and Differentiation",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.7.3 Iterative Refinement Perspective

subsec:appD_ai_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_ai_iterative_refinement_perspective",
  "label": "subsec:appD_ai_iterative_refinement_perspective",
  "latex_body": "",
  "line": 363,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.7.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

D.Y Concluding Remark on Convergent Identity

sec:appD_concluding_remark_convergent_identity

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_concluding_remark_convergent_identity",
  "label": "sec:appD_concluding_remark_convergent_identity",
  "latex_body": "",
  "line": 367,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.Y Concluding Remark on Convergent Identity",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Complex Systems Theory

sec:appD_ps_and_complex_systems_theory

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_complex_systems_theory",
  "label": "sec:appD_ps_and_complex_systems_theory",
  "latex_body": "",
  "line": 371,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Complex Systems Theory",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.8.1 Core Resonance

subsec:appD_cst_core_resonance

Reference roles

TargetRoleLogical support
definition:bk1_paradox_triggered_emergencenavigationno
definition:bk5_mutually_assured_progressnavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk1_paradox_triggered_emergence",
    "definition:bk5_mutually_assured_progress"
  ],
  "depends_on": [
    "definition:bk1_paradox_triggered_emergence",
    "definition:bk5_mutually_assured_progress"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_cst_core_resonance",
  "label": "subsec:appD_cst_core_resonance",
  "latex_body": "",
  "line": 372,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.8.1 Core Resonance",
  "ref_roles": [
    {
      "context": "",
      "label": "definition:bk1_paradox_triggered_emergence",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 2264,
      "target_type": "definition"
    },
    {
      "context": "",
      "label": "definition:bk5_mutually_assured_progress",
      "logical_support": false,
      "role": "navigation",
      "target_file": "book5.tex",
      "target_line": 220,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.8.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_cst_contribution_differentiation

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_cst_contribution_differentiation",
  "label": "subsec:appD_cst_contribution_differentiation",
  "latex_body": "",
  "line": 383,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.8.2 Principia Symbolica's Contribution and Differentiation",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.8.3 Iterative Refinement Perspective

subsec:appD_cst_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_cst_iterative_refinement_perspective",
  "label": "subsec:appD_cst_iterative_refinement_perspective",
  "latex_body": "",
  "line": 404,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.8.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Category Theory

sec:appD_ps_and_category_theory

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_category_theory",
  "label": "sec:appD_ps_and_category_theory",
  "latex_body": "",
  "line": 407,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Category Theory",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.9.1 Core Resonance

subsec:appD_category_theory_core_resonance

Reference roles

TargetRoleLogical support
definition:bk1_pre_geometric_operators_and_stagesnavigationno
definition:bk1_proto_symbolic_spacenavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk1_pre_geometric_operators_and_stages",
    "definition:bk1_proto_symbolic_space"
  ],
  "depends_on": [
    "definition:bk1_pre_geometric_operators_and_stages",
    "definition:bk1_proto_symbolic_space"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_category_theory_core_resonance",
  "label": "subsec:appD_category_theory_core_resonance",
  "latex_body": "",
  "line": 408,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.9.1 Core Resonance",
  "ref_roles": [
    {
      "context": "",
      "label": "definition:bk1_pre_geometric_operators_and_stages",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 355,
      "target_type": "definition"
    },
    {
      "context": "",
      "label": "definition:bk1_proto_symbolic_space",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 703,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.9.2 Principia Symbolica's Contribution and Differentiation

subsec:appD_ct_contribution_differentiation

Reference roles

TargetRoleLogical support
definition:bk1_let_cats_be_the_categorynavigationno
Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [
    "definition:bk1_let_cats_be_the_category"
  ],
  "depends_on": [
    "definition:bk1_let_cats_be_the_category"
  ],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_ct_contribution_differentiation",
  "label": "subsec:appD_ct_contribution_differentiation",
  "latex_body": "",
  "line": 417,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.9.2 Principia Symbolica's Contribution and Differentiation",
  "ref_roles": [
    {
      "context": "",
      "label": "definition:bk1_let_cats_be_the_category",
      "logical_support": false,
      "role": "navigation",
      "target_file": "scholium_symbolicum.tex",
      "target_line": 16,
      "target_type": "definition"
    }
  ],
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsubsectionappendix

D.9.3 Iterative Refinement Perspective

subsec:appD_category_theory_iterative_refinement_perspective

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_category_theory_iterative_refinement_perspective",
  "label": "subsec:appD_category_theory_iterative_refinement_perspective",
  "latex_body": "",
  "line": 436,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.9.3 Iterative Refinement Perspective",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}

sectionsectionappendix

Principia Symbolica and Reinforcement Learning

sec:appD_ps_and_reinforcement_learning

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "sec:appD_ps_and_reinforcement_learning",
  "label": "sec:appD_ps_and_reinforcement_learning",
  "latex_body": "",
  "line": 440,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "Principia Symbolica and Reinforcement Learning",
  "role": "section",
  "subtype": "section",
  "type": "section"
}

sectionsubsectionappendix

D.10.1 Core Resonance

subsec:appD_rl_core_resonance

Complete structured record
{
  "book": "appendix_symbolic_framing",
  "cited_by": [],
  "cites": [],
  "depends_on": [],
  "file": "appendix_symbolic_framing.tex",
  "id": "subsec:appD_rl_core_resonance",
  "label": "subsec:appD_rl_core_resonance",
  "latex_body": "",
  "line": 441,
  "macros_used": [],
  "matter_region": "appendix",
  "matter_role": "appendix_expansion",
  "name": "D.10.1 Core Resonance",
  "role": "section",
  "subtype": "subsection",
  "type": "section"
}