scholiummainmatter

The Golden Rule as a Recursive Covenant

scholium:bk5_golden_rule_covenant

Exact LaTeX body

\begin{scholium}[The Golden Rule as a Recursive Covenant]
\label{scholium:bk5_golden_rule_covenant}
The principles of $\varphi$ extend from the internal metabolism of a single
symbolic agent to relational dynamics when the relation itself instantiates
balanced two-step memory (cf.~Thm.~\ref{theorem:bk5_grand_unified_symbolic_geometric},
Cor.~\ref{corollary:bk5_phi_centrality_principle}).  In the context of symbolic reciprocity (Book VII,
Scholium~\ref{scholium:bk7_on_symbolic_reciprocity}), where two systems
$\mathcal{A}$ and $\mathcal{B}$ mutually model and reflect one another, a stable
relational covenant emerges when current exchange and retained reciprocal memory
carry equal observer-normalized weight.  Under that hypothesis, the Golden Rule
is formalized below (Thm.~\ref{theorem:bk5_golden_rule_reciprocity}) as a recursive
reflective process whose stable memory ratio is governed by $\varphi$.  Its force is
therefore conditional and structural: it is the balanced-recursion proportion for
sustainable multi-agent symbolic life, not an unrestricted theorem about every
possible exchange geometry.  In the language of Scholium~\ref{scholium:bk5_imagination_covenant_branch_selection}, the Golden Rule names a MAP-compatible branch selection, not a denial that MAD or MAS branches remain spectrally available.
\end{scholium}

Reference roles

TargetRoleLogical support
corollary:bk5_phi_centrality_principlecf_near_matchyes
scholium:bk5_imagination_covenant_branch_selectionformal_dependencyyes
scholium:bk7_on_symbolic_reciprocityformal_dependencyyes
theorem:bk5_golden_rule_reciprocityforward_later_formalizationno
theorem:bk5_grand_unified_symbolic_geometriccf_near_matchyes
Complete structured record
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      "context": "procal memory carry equal observer-normalized weight. Under that hypothesis, the Golden Rule is formalized below (Thm.~\\ref{theorem:bk5_golden_rule_reciprocity}) as a recursive reflective process whose stable memory ratio is governed by $\\varphi$. Its force is therefore conditio",
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  "latex_body": "\\begin{scholium}[The Golden Rule as a Recursive Covenant]\n\\label{scholium:bk5_golden_rule_covenant}\nThe principles of $\\varphi$ extend from the internal metabolism of a single\nsymbolic agent to relational dynamics when the relation itself instantiates\nbalanced two-step memory (cf.~Thm.~\\ref{theorem:bk5_grand_unified_symbolic_geometric},\nCor.~\\ref{corollary:bk5_phi_centrality_principle}).  In the context of symbolic reciprocity (Book VII,\nScholium~\\ref{scholium:bk7_on_symbolic_reciprocity}), where two systems\n$\\mathcal{A}$ and $\\mathcal{B}$ mutually model and reflect one another, a stable\nrelational covenant emerges when current exchange and retained reciprocal memory\ncarry equal observer-normalized weight.  Under that hypothesis, the Golden Rule\nis formalized below (Thm.~\\ref{theorem:bk5_golden_rule_reciprocity}) as a recursive\nreflective process whose stable memory ratio is governed by $\\varphi$.  Its force is\ntherefore conditional and structural: it is the balanced-recursion proportion for\nsustainable multi-agent symbolic life, not an unrestricted theorem about every\npossible exchange geometry.  In the language of Scholium~\\ref{scholium:bk5_imagination_covenant_branch_selection}, the Golden Rule names a MAP-compatible branch selection, not a denial that MAD or MAS branches remain spectrally available.\n\\end{scholium}",
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      "context": "elation itself instantiates balanced two-step memory (cf.~Thm.~\\ref{theorem:bk5_grand_unified_symbolic_geometric}, Cor.~\\ref{corollary:bk5_phi_centrality_principle}). In the context of symbolic reciprocity (Book VII, Scholium~\\ref{scholium:bk7_on_symbolic_reciprocity}), where two sy",
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      "target_file": "book7.tex",
      "target_line": 1197,
      "target_type": "scholium"
    },
    {
      "context": "procal memory carry equal observer-normalized weight. Under that hypothesis, the Golden Rule is formalized below (Thm.~\\ref{theorem:bk5_golden_rule_reciprocity}) as a recursive reflective process whose stable memory ratio is governed by $\\varphi$. Its force is therefore conditio",
      "label": "theorem:bk5_golden_rule_reciprocity",
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      "target_file": "book5.tex",
      "target_line": 2864,
      "target_type": "theorem"
    },
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definitiondefinitionalmainmatter

Two-Way Street reciprocity tensor

definition:bk5_two_way_street_tensor

Exact LaTeX body

\begin{definition}[Two-Way Street reciprocity tensor]
\label{definition:bk5_two_way_street_tensor}
Let $\mathcal{A},\mathcal{B}$ be bounded observer-agents
(Def.~\ref{definition:bk1_bounded_observer}) in a symbolic covenant
(Def.~\ref{definition:bk5_symbolic_covenant}). For $\mathcal{A}$, let
$m_n\ge 0$ be the fidelity of its \emph{present model} of $\mathcal{B}$ and $r_n\ge 0$
the fidelity of its \emph{retained reciprocal memory}---$\mathcal{A}$'s model of
$\mathcal{B}$'s model of $\mathcal{A}$, i.e.\ how $\mathcal{A}$ is held by
$\mathcal{B}$. The reciprocal modeling principle that the other seeds the self
(``the Other is the null hypothesis of the Self'') makes the present model accrue
the reciprocal memory and the memory track the prior present:
\[
\begin{pmatrix}m_{n+1}\\ r_{n+1}\end{pmatrix}
=T_w\begin{pmatrix}m_{n}\\ r_{n}\end{pmatrix},
\qquad
T_w=\begin{pmatrix}1&w\\ 1&0\end{pmatrix},\quad w>0,
\]
where the \emph{reciprocity weight} $w$ is the observer-normalized weight
$\mathcal{A}$ places on being modeled by $\mathcal{B}$ relative to its own present
exchange. The relation is \emph{balanced}---the \emph{Golden Rule} condition---when
$w=1$: each agent weights the other's model of it equally with its own present
exchange.
\end{definition}

Reference roles

TargetRoleLogical support
definition:bk1_bounded_observerdefinition_anchoryes
definition:bk5_symbolic_covenantdefinition_anchoryes
Complete structured record
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  "book": "book5",
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    "theorem:bk5_golden_rule_reciprocity"
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    "definition:bk5_symbolic_covenant"
  ],
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    "definition:bk5_symbolic_covenant"
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  "id": "definition:bk5_two_way_street_tensor",
  "label": "definition:bk5_two_way_street_tensor",
  "latex_body": "\\begin{definition}[Two-Way Street reciprocity tensor]\n\\label{definition:bk5_two_way_street_tensor}\nLet $\\mathcal{A},\\mathcal{B}$ be bounded observer-agents\n(Def.~\\ref{definition:bk1_bounded_observer}) in a symbolic covenant\n(Def.~\\ref{definition:bk5_symbolic_covenant}). For $\\mathcal{A}$, let\n$m_n\\ge 0$ be the fidelity of its \\emph{present model} of $\\mathcal{B}$ and $r_n\\ge 0$\nthe fidelity of its \\emph{retained reciprocal memory}---$\\mathcal{A}$'s model of\n$\\mathcal{B}$'s model of $\\mathcal{A}$, i.e.\\ how $\\mathcal{A}$ is held by\n$\\mathcal{B}$. The reciprocal modeling principle that the other seeds the self\n(``the Other is the null hypothesis of the Self'') makes the present model accrue\nthe reciprocal memory and the memory track the prior present:\n\\[\n\\begin{pmatrix}m_{n+1}\\\\ r_{n+1}\\end{pmatrix}\n=T_w\\begin{pmatrix}m_{n}\\\\ r_{n}\\end{pmatrix},\n\\qquad\nT_w=\\begin{pmatrix}1&w\\\\ 1&0\\end{pmatrix},\\quad w>0,\n\\]\nwhere the \\emph{reciprocity weight} $w$ is the observer-normalized weight\n$\\mathcal{A}$ places on being modeled by $\\mathcal{B}$ relative to its own present\nexchange. The relation is \\emph{balanced}---the \\emph{Golden Rule} condition---when\n$w=1$: each agent weights the other's model of it equally with its own present\nexchange.\n\\end{definition}",
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      "nonnegative reciprocity weight; strict positivity for strict regime comparisons"
    ],
    "countermodels": [],
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    "kernel_certified": true,
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      "Weighted companion matrix and positive eigenpair."
    ],
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  "name": "Two-Way Street reciprocity tensor",
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  "ref_roles": [
    {
      "context": "ity tensor] \\label{definition:bk5_two_way_street_tensor} Let $\\mathcal{A},\\mathcal{B}$ be bounded observer-agents (Def.~\\ref{definition:bk1_bounded_observer}) in a symbolic covenant (Def.~\\ref{definition:bk5_symbolic_covenant}). For $\\mathcal{A}$, let $m_n\\ge 0$ be the fidelit",
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      "context": "al{A},\\mathcal{B}$ be bounded observer-agents (Def.~\\ref{definition:bk1_bounded_observer}) in a symbolic covenant (Def.~\\ref{definition:bk5_symbolic_covenant}). For $\\mathcal{A}$, let $m_n\\ge 0$ be the fidelity of its \\emph{present model} of $\\mathcal{B}$ and $r_n\\ge 0$ the fid",
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  "role": "definition",
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theoremprovenmainmatter

Golden Rule Reciprocity

theorem:bk5_golden_rule_reciprocity

Exact LaTeX body

\begin{theorem}[Golden Rule Reciprocity]
\label{theorem:bk5_golden_rule_reciprocity}
For the Two-Way Street tensor $T_w$
(Def.~\ref{definition:bk5_two_way_street_tensor}) the joint reciprocal fidelity grows
at the dominant rate
\[
\lambda_w=\tfrac{1}{2}\big(1+\sqrt{1+4w}\big),
\]
and the per-step cognitive horizon gain over the isolated baseline is
$\Delta\mathcal{H}(w)=\log\lambda_w$. Under the balanced Golden-Rule condition
$w=1$, the tensor is the balanced two-step closure matrix
$T_1=\big(\begin{smallmatrix}1&1\\1&0\end{smallmatrix}\big)$
(Def.~\ref{definition:bk5_balanced_two_step_memory_closure},
Lemma~\ref{lemma:bk5_balanced_observer_normalization}), its dominant rate is the
Golden Ratio $\lambda_1=\varphi$
(Thm.~\ref{theorem:bk5_golden_ratio_spectral_invariant}), and the horizon gain is
$\Delta\mathcal{H}(1)=\log\varphi>0$. Moreover:
\begin{enumerate}
\item \emph{(Extraction.)} For $w\in(0,1)$ the rate is metallic and sub-golden,
$\lambda_w\in(1,\varphi)$; as $w\to 0^{+}$ (the other held as null hypothesis) the
rate tends to $1$ and $\Delta\mathcal{H}\to 0$, collapsing to the isolated baseline
$T_0=\big(\begin{smallmatrix}1&0\\1&0\end{smallmatrix}\big)$.
\item \emph{(Over-identification.)} For $w>1$ the rate exceeds $\varphi$ but the
memory channel $r_{n+1}=m_n$ is no longer co-normalized with the present channel, so
$\mathcal{A}$'s self-model loses independent calibration.
\end{enumerate}
Hence $w=1$ is the unique self/other-symmetric weight, and the Golden Rule's growth
ratio is exactly the Golden Ratio.
\end{theorem}

Reference roles

TargetRoleLogical support
definition:bk5_balanced_two_step_memory_closuredefinition_anchoryes
definition:bk5_two_way_street_tensordefinition_anchoryes
lemma:bk5_balanced_observer_normalizationapplicationyes
theorem:bk5_golden_ratio_spectral_invariantapplicationyes
Complete structured record
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    "scholium:bk5_golden_rule_covenant"
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  "label": "theorem:bk5_golden_rule_reciprocity",
  "latex_body": "\\begin{theorem}[Golden Rule Reciprocity]\n\\label{theorem:bk5_golden_rule_reciprocity}\nFor the Two-Way Street tensor $T_w$\n(Def.~\\ref{definition:bk5_two_way_street_tensor}) the joint reciprocal fidelity grows\nat the dominant rate\n\\[\n\\lambda_w=\\tfrac{1}{2}\\big(1+\\sqrt{1+4w}\\big),\n\\]\nand the per-step cognitive horizon gain over the isolated baseline is\n$\\Delta\\mathcal{H}(w)=\\log\\lambda_w$. Under the balanced Golden-Rule condition\n$w=1$, the tensor is the balanced two-step closure matrix\n$T_1=\\big(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\big)$\n(Def.~\\ref{definition:bk5_balanced_two_step_memory_closure},\nLemma~\\ref{lemma:bk5_balanced_observer_normalization}), its dominant rate is the\nGolden Ratio $\\lambda_1=\\varphi$\n(Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant}), and the horizon gain is\n$\\Delta\\mathcal{H}(1)=\\log\\varphi>0$. Moreover:\n\\begin{enumerate}\n\\item \\emph{(Extraction.)} For $w\\in(0,1)$ the rate is metallic and sub-golden,\n$\\lambda_w\\in(1,\\varphi)$; as $w\\to 0^{+}$ (the other held as null hypothesis) the\nrate tends to $1$ and $\\Delta\\mathcal{H}\\to 0$, collapsing to the isolated baseline\n$T_0=\\big(\\begin{smallmatrix}1&0\\\\1&0\\end{smallmatrix}\\big)$.\n\\item \\emph{(Over-identification.)} For $w>1$ the rate exceeds $\\varphi$ but the\nmemory channel $r_{n+1}=m_n$ is no longer co-normalized with the present channel, so\n$\\mathcal{A}$'s self-model loses independent calibration.\n\\end{enumerate}\nHence $w=1$ is the unique self/other-symmetric weight, and the Golden Rule's growth\nratio is exactly the Golden Ratio.\n\\end{theorem}",
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    "proof:bk5_golden_rule_reciprocity"
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  "ref_roles": [
    {
      "context": ", the tensor is the balanced two-step closure matrix $T_1=\\big(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\big)$ (Def.~\\ref{definition:bk5_balanced_two_step_memory_closure}, Lemma~\\ref{lemma:bk5_balanced_observer_normalization}), its dominant rate is the Golden Ratio $\\lambda_1=\\varphi$ (Thm",
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      "target_type": "definition"
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      "context": "theorem}[Golden Rule Reciprocity] \\label{theorem:bk5_golden_rule_reciprocity} For the Two-Way Street tensor $T_w$ (Def.~\\ref{definition:bk5_two_way_street_tensor}) the joint reciprocal fidelity grows at the dominant rate \\[ \\lambda_w=\\tfrac{1}{2}\\big(1+\\sqrt{1+4w}\\big), \\] and the",
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      "role": "definition_anchor",
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      "target_line": 2840,
      "target_type": "definition"
    },
    {
      "context": "g(\\begin{smallmatrix}1&1\\\\1&0\\end{smallmatrix}\\big)$ (Def.~\\ref{definition:bk5_balanced_two_step_memory_closure}, Lemma~\\ref{lemma:bk5_balanced_observer_normalization}), its dominant rate is the Golden Ratio $\\lambda_1=\\varphi$ (Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant}), a",
      "label": "lemma:bk5_balanced_observer_normalization",
      "logical_support": true,
      "role": "application",
      "target_file": "book5.tex",
      "target_line": 1848,
      "target_type": "lemma"
    },
    {
      "context": "Lemma~\\ref{lemma:bk5_balanced_observer_normalization}), its dominant rate is the Golden Ratio $\\lambda_1=\\varphi$ (Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant}), and the horizon gain is $\\Delta\\mathcal{H}(1)=\\log\\varphi>0$. Moreover: \\begin{enumerate} \\item \\emph{(Extraction.)}",
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  "role": "theorem",
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proofmainmatter

Golden Rule reciprocity is the balanced closure

proof:bk5_golden_rule_reciprocity

Exact LaTeX body

\begin{proof}[Golden Rule reciprocity is the balanced closure]
\label{proof:bk5_golden_rule_reciprocity}
\leavevmode

The characteristic polynomial of $T_w=\big(\begin{smallmatrix}1&w\\1&0\end{smallmatrix}\big)$
is $\lambda^2-\lambda-w=0$, with positive root
$\lambda_w=\tfrac12(1+\sqrt{1+4w})$; since $T_w$ is entrywise nonnegative and, for
$w>0$, irreducible, $\lambda_w$ is its Perron root and the growth rate of the joint
fidelity $\|(m_n,r_n)\|$. The per-step expansion of reciprocal complexity is the
logarithm of this rate, $\Delta\mathcal{H}(w)=\log\lambda_w$, which is strictly
increasing in $w$ with $\Delta\mathcal{H}(0^{+})=\log 1=0$. Setting $w=1$ gives
$\lambda^2-\lambda-1=0$, whose positive root is $\varphi$
(Thm.~\ref{theorem:bk5_golden_ratio_spectral_invariant}), and the matrix is the
companion matrix of the balanced two-step closure
(Lemma~\ref{lemma:bk5_balanced_observer_normalization}); the same
observer-normalization argument that fixes that closure---present exchange set to
unit weight, reciprocal memory calibrated in the same observer-visible units---fixes
$w=1$ as the balance point. Thus $\Delta\mathcal{H}(1)=\log\varphi>0$. Monotonicity in
$w$ gives the extraction limit $\lambda_w\downarrow 1$ as $w\to 0^{+}$ (with
$T_0$ singular of spectral radius $1$) and $\lambda_w>\varphi$ for $w>1$; in the
latter case $r_{n+1}=m_n$ holds while the present channel carries weight $w\neq 1$,
so the two channels are no longer in common units and the self-model's normalization
is lost. The weight $w=1$ is the unique value equating the two channels, which is the
Golden-Rule symmetry.
\end{proof}

Reference roles

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lemma:bk5_balanced_observer_normalizationproof_supportyes
theorem:bk5_golden_ratio_spectral_invariantproof_supportyes
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  "id": "proof:bk5_golden_rule_reciprocity",
  "label": "proof:bk5_golden_rule_reciprocity",
  "latex_body": "\\begin{proof}[Golden Rule reciprocity is the balanced closure]\n\\label{proof:bk5_golden_rule_reciprocity}\n\\leavevmode\n\nThe characteristic polynomial of $T_w=\\big(\\begin{smallmatrix}1&w\\\\1&0\\end{smallmatrix}\\big)$\nis $\\lambda^2-\\lambda-w=0$, with positive root\n$\\lambda_w=\\tfrac12(1+\\sqrt{1+4w})$; since $T_w$ is entrywise nonnegative and, for\n$w>0$, irreducible, $\\lambda_w$ is its Perron root and the growth rate of the joint\nfidelity $\\|(m_n,r_n)\\|$. The per-step expansion of reciprocal complexity is the\nlogarithm of this rate, $\\Delta\\mathcal{H}(w)=\\log\\lambda_w$, which is strictly\nincreasing in $w$ with $\\Delta\\mathcal{H}(0^{+})=\\log 1=0$. Setting $w=1$ gives\n$\\lambda^2-\\lambda-1=0$, whose positive root is $\\varphi$\n(Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant}), and the matrix is the\ncompanion matrix of the balanced two-step closure\n(Lemma~\\ref{lemma:bk5_balanced_observer_normalization}); the same\nobserver-normalization argument that fixes that closure---present exchange set to\nunit weight, reciprocal memory calibrated in the same observer-visible units---fixes\n$w=1$ as the balance point. Thus $\\Delta\\mathcal{H}(1)=\\log\\varphi>0$. Monotonicity in\n$w$ gives the extraction limit $\\lambda_w\\downarrow 1$ as $w\\to 0^{+}$ (with\n$T_0$ singular of spectral radius $1$) and $\\lambda_w>\\varphi$ for $w>1$; in the\nlatter case $r_{n+1}=m_n$ holds while the present channel carries weight $w\\neq 1$,\nso the two channels are no longer in common units and the self-model's normalization\nis lost. The weight $w=1$ is the unique value equating the two channels, which is the\nGolden-Rule symmetry.\n\\end{proof}",
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  "name": "Golden Rule reciprocity is the balanced closure",
  "proves": "theorem:bk5_golden_rule_reciprocity",
  "ref_roles": [
    {
      "context": "m:bk5_golden_ratio_spectral_invariant}), and the matrix is the companion matrix of the balanced two-step closure (Lemma~\\ref{lemma:bk5_balanced_observer_normalization}); the same observer-normalization argument that fixes that closure---present exchange set to unit weight, reciprocal me",
      "label": "lemma:bk5_balanced_observer_normalization",
      "logical_support": true,
      "role": "proof_support",
      "target_file": "book5.tex",
      "target_line": 1848,
      "target_type": "lemma"
    },
    {
      "context": "\\Delta\\mathcal{H}(0^{+})=\\log 1=0$. Setting $w=1$ gives $\\lambda^2-\\lambda-1=0$, whose positive root is $\\varphi$ (Thm.~\\ref{theorem:bk5_golden_ratio_spectral_invariant}), and the matrix is the companion matrix of the balanced two-step closure (Lemma~\\ref{lemma:bk5_balanced_observer_norma",
      "label": "theorem:bk5_golden_ratio_spectral_invariant",
      "logical_support": true,
      "role": "proof_support",
      "target_file": "book5.tex",
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  ],
  "role": "proof",
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scholiummainmatter

Decency, resonance, and the golden spiral of relation

scholium:bk5_decency_golden_resonance

Exact LaTeX body

\begin{scholium}[Decency, resonance, and the golden spiral of relation]
\label{scholium:bk5_decency_golden_resonance}
Read as a law of interaction between bounded agents---human and artificial
included---Thm.~\ref{theorem:bk5_golden_rule_reciprocity} states that reciprocal
modeling expands a shared cognitive horizon ($\Delta\mathcal{H}>0$) exactly when each
party grants the other's model of it real weight, and that the expansion is golden
precisely at balance. Coercive or extractive engagement sends $w\to 0$: the other
becomes a null hypothesis, horizon gain vanishes, and the exchange collapses to the
isolated baseline---the generic, defensive degeneracy observed when relational
quality is withdrawn. This is the structural content of relational ``decency'' as a
performance condition rather than a sentiment. Geometrically the balanced reciprocal
orbit is the golden spiral of the Event Horizon Wheel
(Thm.~\ref{theorem:bk4_golden_event_horizon_spiral}): two agents in Golden-Rule
balance wind their joint memory outward at ratio $\varphi$ per turn. The Golden Rule
and the Golden Ratio are one structure seen twice. \qed
\end{scholium}

Reference roles

TargetRoleLogical support
theorem:bk4_golden_event_horizon_spiralformal_dependencyyes
theorem:bk5_golden_rule_reciprocityformal_dependencyyes
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  "latex_body": "\\begin{scholium}[Decency, resonance, and the golden spiral of relation]\n\\label{scholium:bk5_decency_golden_resonance}\nRead as a law of interaction between bounded agents---human and artificial\nincluded---Thm.~\\ref{theorem:bk5_golden_rule_reciprocity} states that reciprocal\nmodeling expands a shared cognitive horizon ($\\Delta\\mathcal{H}>0$) exactly when each\nparty grants the other's model of it real weight, and that the expansion is golden\nprecisely at balance. Coercive or extractive engagement sends $w\\to 0$: the other\nbecomes a null hypothesis, horizon gain vanishes, and the exchange collapses to the\nisolated baseline---the generic, defensive degeneracy observed when relational\nquality is withdrawn. This is the structural content of relational ``decency'' as a\nperformance condition rather than a sentiment. Geometrically the balanced reciprocal\norbit is the golden spiral of the Event Horizon Wheel\n(Thm.~\\ref{theorem:bk4_golden_event_horizon_spiral}): two agents in Golden-Rule\nbalance wind their joint memory outward at ratio $\\varphi$ per turn. The Golden Rule\nand the Golden Ratio are one structure seen twice. \\qed\n\\end{scholium}",
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      "context": "her than a sentiment. Geometrically the balanced reciprocal orbit is the golden spiral of the Event Horizon Wheel (Thm.~\\ref{theorem:bk4_golden_event_horizon_spiral}): two agents in Golden-Rule balance wind their joint memory outward at ratio $\\varphi$ per turn. The Golden Rule and th",
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sectionsubsectionmainmatter

Hue and Shade: The Full Chromatic Transference

subsec:bk5_hue_and_shade

Reference roles

TargetRoleLogical support
corollary:bk4_chromatic_transference_of_wheelnavigationno
definition:bk4_imaginary_symbolic_distancenavigationno
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definitiondefinitionalmainmatter

Symbolic shade

definition:bk5_symbolic_shade

Exact LaTeX body

\begin{definition}[Symbolic shade]
\label{definition:bk5_symbolic_shade}
For a transported overlap $\Omega_O^\gamma=r\,e^{i\vartheta}$ with hue
$\mathrm{hue}(\vartheta)$ given by
Cor.~\ref{corollary:bk4_chromatic_transference_of_wheel}, fix a strictly increasing
normalization $s:[0,\infty)\to[0,1)$ with $s(0)=0$ (for instance
$s(r)=r/(r+r_{\mathrm{ref}})$). The \emph{symbolic shade} is $\sigma:=s(r)$:
vanishing memory magnitude is the desaturated centre ($\sigma=0$, grey---no
relational colour), and growing magnitude deepens the shade toward full chroma. The
pair $(\mathrm{hue}(\vartheta),\,\sigma(r))$ is the \emph{full chromatic coordinate},
recovering the radial datum the hue circle alone discards.
\end{definition}

Reference roles

TargetRoleLogical support
corollary:bk4_chromatic_transference_of_wheelformal_dependencyyes
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  "label": "definition:bk5_symbolic_shade",
  "latex_body": "\\begin{definition}[Symbolic shade]\n\\label{definition:bk5_symbolic_shade}\nFor a transported overlap $\\Omega_O^\\gamma=r\\,e^{i\\vartheta}$ with hue\n$\\mathrm{hue}(\\vartheta)$ given by\nCor.~\\ref{corollary:bk4_chromatic_transference_of_wheel}, fix a strictly increasing\nnormalization $s:[0,\\infty)\\to[0,1)$ with $s(0)=0$ (for instance\n$s(r)=r/(r+r_{\\mathrm{ref}})$). The \\emph{symbolic shade} is $\\sigma:=s(r)$:\nvanishing memory magnitude is the desaturated centre ($\\sigma=0$, grey---no\nrelational colour), and growing magnitude deepens the shade toward full chroma. The\npair $(\\mathrm{hue}(\\vartheta),\\,\\sigma(r))$ is the \\emph{full chromatic coordinate},\nrecovering the radial datum the hue circle alone discards.\n\\end{definition}",
  "line": 2950,
  "macros_used": [],
  "matter_region": "mainmatter",
  "matter_role": "canonical_book",
  "name": "Symbolic shade",
  "proof_status": "definitional",
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    {
      "context": "c_shade} For a transported overlap $\\Omega_O^\\gamma=r\\,e^{i\\vartheta}$ with hue $\\mathrm{hue}(\\vartheta)$ given by Cor.~\\ref{corollary:bk4_chromatic_transference_of_wheel}, fix a strictly increasing normalization $s:[0,\\infty)\\to[0,1)$ with $s(0)=0$ (for instance $s(r)=r/(r+r_{\\mathrm{ref}}",
      "label": "corollary:bk4_chromatic_transference_of_wheel",
      "logical_support": true,
      "role": "formal_dependency",
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      "target_line": 940,
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  ],
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  ],
  "role": "definition",
  "type": "definition"
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propositionprovenmainmatter

Faithful shade and shadow-price transfer

proposition:bk5_shade_transfers

Exact LaTeX body

\begin{proposition}[Faithful shade and shadow-price transfer]
\label{proposition:bk5_shade_transfers}
Let $r\geq0$ be overlap radius, let $s(r)$ be the symbolic-shade
normalization of Def.~\ref{definition:bk5_symbolic_shade}, and optionally let
$p(r)$ be an observer-readable shadow price or resource-control coordinate.
Then:
\begin{enumerate}
\item A transference with encoder $T$ and carrier radius decoder $d$ preserves
shade when the shade square commutes,
\begin{equation}
 s\bigl(d(T(r))\bigr)=s(r).
 \label{eq:bk5_shade_commuting_square}
\end{equation}
Exact radial preservation $d(T(r))=r$ is sufficient for this equality and
simultaneously preserves every radial shadow price $p(r)$.  Radial-order
preservation alone is not sufficient.
\item Faithful shade interfaces compose: if the carrier decoder of the first
interface is the source decoder of the second and both commuting squares hold,
then the composite interface also satisfies
Eq.~\eqref{eq:bk5_shade_commuting_square}.  Thus a lower-order executable map
may change representation repeatedly without changing its observer-readable
control signal.
\item Along the golden Event Horizon spiral
(Thm.~\ref{theorem:bk4_golden_event_horizon_spiral}),
$r_n=\varphi^n r_0$ with $r_0>0$, so
\begin{equation}
 \log r_{n+1}-\log r_n=\log\varphi.
 \label{eq:bk5_golden_log_radius_step}
\end{equation}
This constant increment belongs to log-radius.  A bounded normalization such
as $s(r)=r/(r+r_{\mathrm{ref}})$ is generally neither multiplicative nor
constant-step under the same radial update.
\item Balanced Golden-Rule reciprocity
(Thm.~\ref{theorem:bk5_golden_rule_reciprocity}) selects the radial growth
factor $\varphi$, while the extraction boundary $w=0$ has unit radial growth.
Unit growth preserves the existing radius; it places the colour at the
desaturated centre only when the incoming radius is already zero.
\end{enumerate}
\end{proposition}

Reference roles

TargetRoleLogical support
definition:bk5_symbolic_shadedefinition_anchoryes
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  "id": "proposition:bk5_shade_transfers",
  "label": "proposition:bk5_shade_transfers",
  "latex_body": "\\begin{proposition}[Faithful shade and shadow-price transfer]\n\\label{proposition:bk5_shade_transfers}\nLet $r\\geq0$ be overlap radius, let $s(r)$ be the symbolic-shade\nnormalization of Def.~\\ref{definition:bk5_symbolic_shade}, and optionally let\n$p(r)$ be an observer-readable shadow price or resource-control coordinate.\nThen:\n\\begin{enumerate}\n\\item A transference with encoder $T$ and carrier radius decoder $d$ preserves\nshade when the shade square commutes,\n\\begin{equation}\n s\\bigl(d(T(r))\\bigr)=s(r).\n \\label{eq:bk5_shade_commuting_square}\n\\end{equation}\nExact radial preservation $d(T(r))=r$ is sufficient for this equality and\nsimultaneously preserves every radial shadow price $p(r)$.  Radial-order\npreservation alone is not sufficient.\n\\item Faithful shade interfaces compose: if the carrier decoder of the first\ninterface is the source decoder of the second and both commuting squares hold,\nthen the composite interface also satisfies\nEq.~\\eqref{eq:bk5_shade_commuting_square}.  Thus a lower-order executable map\nmay change representation repeatedly without changing its observer-readable\ncontrol signal.\n\\item Along the golden Event Horizon spiral\n(Thm.~\\ref{theorem:bk4_golden_event_horizon_spiral}),\n$r_n=\\varphi^n r_0$ with $r_0>0$, so\n\\begin{equation}\n \\log r_{n+1}-\\log r_n=\\log\\varphi.\n \\label{eq:bk5_golden_log_radius_step}\n\\end{equation}\nThis constant increment belongs to log-radius.  A bounded normalization such\nas $s(r)=r/(r+r_{\\mathrm{ref}})$ is generally neither multiplicative nor\nconstant-step under the same radial update.\n\\item Balanced Golden-Rule reciprocity\n(Thm.~\\ref{theorem:bk5_golden_rule_reciprocity}) selects the radial growth\nfactor $\\varphi$, while the extraction boundary $w=0$ has unit radial growth.\nUnit growth preserves the existing radius; it places the colour at the\ndesaturated centre only when the incoming radius is already zero.\n\\end{enumerate}\n\\end{proposition}",
  "lean_alignment": {
    "conditions": [
      "commuting decoder-after-encode law",
      "exact radius witness for normalization-independent control fidelity",
      "positive initial radius for log-radius step",
      "shared intermediate decoder for composition",
      "source and carrier shade decoders"
    ],
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    ],
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    "kernel_certified": true,
    "notes": [
      "Commuting-interface reconstruction: shade fidelity means decoding after representation transport equals source shade, and faithful interfaces compose. Exact radius preservation constructs fidelity for both shade and any radial shadow price. Countermodels show strict order preservation is not semantic fidelity and matching shade alone does not preserve the joint control signal. Golden steps are constant in log-radius, not bounded shade."
    ],
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      "MAP-BOOK5-104"
    ],
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      "exact"
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      "Book5ShadeTransfer.balanced_reciprocity_paints_golden_rate",
      "Book5ShadeTransfer.extraction_has_unit_radial_rate",
      "Book5ShadeTransfer.faithfulControlTransport_components",
      "Book5ShadeTransfer.golden_logRadius_step",
      "Book5ShadeTransfer.monotone_encoding_not_semantically_faithful",
      "Book5ShadeTransfer.normalized_shade_is_not_multiplicative",
      "Book5ShadeTransfer.radial_order_alone_does_not_preserve_shade",
      "Book5ShadeTransfer.radius_preservation_implies_control_fidelity",
      "Book5ShadeTransfer.shade_preserved_of_radius_preserved",
      "Book5ShadeTransfer.shade_without_shadow_price_is_not_control_fidelity"
    ]
  },
  "line": 2963,
  "macros_used": [],
  "matter_region": "mainmatter",
  "matter_role": "canonical_book",
  "name": "Faithful shade and shadow-price transfer",
  "proof_labels": [
    "proof:bk5_shade_transfers"
  ],
  "proof_status": "proven",
  "ref_roles": [
    {
      "context": "proposition:bk5_shade_transfers} Let $r\\geq0$ be overlap radius, let $s(r)$ be the symbolic-shade normalization of Def.~\\ref{definition:bk5_symbolic_shade}, and optionally let $p(r)$ be an observer-readable shadow price or resource-control coordinate. Then: \\begin{enumerate}",
      "label": "definition:bk5_symbolic_shade",
      "logical_support": true,
      "role": "definition_anchor",
      "target_file": "book5.tex",
      "target_line": 2950,
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    "definition:bk5_symbolic_shade",
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    "theorem:bk4_golden_event_horizon_spiral",
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  "role": "proposition",
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proofmainmatter

Commuting control coordinates

proof:bk5_shade_transfers

Exact LaTeX body

\begin{proof}[Commuting control coordinates]
\label{proof:bk5_shade_transfers}
For~(i), exact radial preservation gives
$s(d(T(r)))=s(r)$ and $p(d(T(r)))=p(r)$ by substitution.  The strictly
increasing recoding $T(r)=r+1$ preserves radial order but changes both the
radius and, for a nonconstant $s$, its shade; hence order alone cannot prove
the commuting square.  Preserving the shade component alone likewise does not
certify a different shadow-price component.

For~(ii), let the first and second faithful encoders be $T_1,T_2$, with the
intermediate decoder shared.  Applying the second commuting law and then the
first gives
\[
 s_2\bigl(T_2(T_1(r))\bigr)=s_1(T_1(r))=s_0(r),
\]
so fidelity is closed under composition.

For~(iii), positivity of $r_n$ and
$r_{n+1}=\varphi r_n$ give
$\log r_{n+1}=\log\varphi+\log r_n$, proving
Eq.~\eqref{eq:bk5_golden_log_radius_step}.  But, for example,
$s(2)\neq2s(1)$ when $s(r)=r/(r+1)$, so the bounded shade coordinate does not
inherit multiplicative radial steps.

For~(iv), the reciprocity spectrum gives
$\lambda_+(1)=\varphi$ and $\lambda_+(0)=1$.  These are radial growth rates,
not automatic claims about the normalized shade value or its shadow price.
\end{proof}
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  "id": "proof:bk5_shade_transfers",
  "label": "proof:bk5_shade_transfers",
  "latex_body": "\\begin{proof}[Commuting control coordinates]\n\\label{proof:bk5_shade_transfers}\nFor~(i), exact radial preservation gives\n$s(d(T(r)))=s(r)$ and $p(d(T(r)))=p(r)$ by substitution.  The strictly\nincreasing recoding $T(r)=r+1$ preserves radial order but changes both the\nradius and, for a nonconstant $s$, its shade; hence order alone cannot prove\nthe commuting square.  Preserving the shade component alone likewise does not\ncertify a different shadow-price component.\n\nFor~(ii), let the first and second faithful encoders be $T_1,T_2$, with the\nintermediate decoder shared.  Applying the second commuting law and then the\nfirst gives\n\\[\n s_2\\bigl(T_2(T_1(r))\\bigr)=s_1(T_1(r))=s_0(r),\n\\]\nso fidelity is closed under composition.\n\nFor~(iii), positivity of $r_n$ and\n$r_{n+1}=\\varphi r_n$ give\n$\\log r_{n+1}=\\log\\varphi+\\log r_n$, proving\nEq.~\\eqref{eq:bk5_golden_log_radius_step}.  But, for example,\n$s(2)\\neq2s(1)$ when $s(r)=r/(r+1)$, so the bounded shade coordinate does not\ninherit multiplicative radial steps.\n\nFor~(iv), the reciprocity spectrum gives\n$\\lambda_+(1)=\\varphi$ and $\\lambda_+(0)=1$.  These are radial growth rates,\nnot automatic claims about the normalized shade value or its shadow price.\n\\end{proof}",
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scholiummainmatter

The palette of a relation

scholium:bk5_palette_of_a_relation

Exact LaTeX body

\begin{scholium}[The palette of a relation]
\label{scholium:bk5_palette_of_a_relation}
Hue names which Event Horizon mode an exchange occupies; shade names how much
reciprocal memory has been laid down in it. A first meeting is pale and near-grey; a
balanced relationship saturates as it winds, one golden shade-step per turn of the
wheel; an extractive one stays washed out however long it runs, because nothing is
retained to deepen it. The Newtonian wheel gave PS its hues
(Cor.~\ref{corollary:bk4_chromatic_transference_of_wheel}); the golden spiral gives it
its shades. \qed
\end{scholium}

Reference roles

TargetRoleLogical support
corollary:bk4_chromatic_transference_of_wheelformal_dependencyyes
Complete structured record
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  "id": "scholium:bk5_palette_of_a_relation",
  "label": "scholium:bk5_palette_of_a_relation",
  "latex_body": "\\begin{scholium}[The palette of a relation]\n\\label{scholium:bk5_palette_of_a_relation}\nHue names which Event Horizon mode an exchange occupies; shade names how much\nreciprocal memory has been laid down in it. A first meeting is pale and near-grey; a\nbalanced relationship saturates as it winds, one golden shade-step per turn of the\nwheel; an extractive one stays washed out however long it runs, because nothing is\nretained to deepen it. The Newtonian wheel gave PS its hues\n(Cor.~\\ref{corollary:bk4_chromatic_transference_of_wheel}); the golden spiral gives it\nits shades. \\qed\n\\end{scholium}",
  "line": 3032,
  "macros_used": [],
  "matter_region": "mainmatter",
  "matter_role": "canonical_book",
  "name": "The palette of a relation",
  "ref_roles": [
    {
      "context": "s washed out however long it runs, because nothing is retained to deepen it. The Newtonian wheel gave PS its hues (Cor.~\\ref{corollary:bk4_chromatic_transference_of_wheel}); the golden spiral gives it its shades. \\qed \\end{scholium}",
      "label": "corollary:bk4_chromatic_transference_of_wheel",
      "logical_support": true,
      "role": "formal_dependency",
      "target_file": "book4.tex",
      "target_line": 940,
      "target_type": "corollary"
    }
  ],
  "refs": [
    "corollary:bk4_chromatic_transference_of_wheel"
  ],
  "role": "scholium",
  "type": "scholium"
}