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Substrate-independent closure

Status

All results on this page are proven theorems [T] with complete proofs and explicit dependencies.

Key conceptual shift: from an isolated holon (where I/7I/7 is a provably stable dead attractor, T-39a [T]) to an embodied holon (T-139 [T]: Γ-backbone duality), where environmental coupling enables genesis.


§1. T-148: Genesis via environmental coupling​

Theorem T-148 [T]+[T/sim]: Genesis via environmental coupling

An embodied holon (H,π,B)(H, \pi, B) with mixing parameter β∈(0,1)\beta \in (0,1) and environmental purity Penv>Pcrit=2/7P_{\mathrm{env}} > P_{\mathrm{crit}} = 2/7 raises purity above PcritP_{\mathrm{crit}} in finite time:

ngenesis≤⌈ln⁡Δln⁡(1/β)⌉,Δ=Penv−2/7Penv−1/7n_{\mathrm{genesis}} \leq \left\lceil \frac{\ln \Delta}{\ln(1/\beta)} \right\rceil, \quad \Delta = \frac{P_{\mathrm{env}} - 2/7}{P_{\mathrm{env}} - 1/7}

Status upgrade: [H]-91 → [T].

Stratification: analytical core (convexity + monotone convergence, Steps 1–5) is [T] unconditionally. The explicit rate βn\beta^n and the specific constant Δ\Delta are cross-checked numerically against SYNARC mvp_int_2 G1–G3 runs ([T/sim]).

Proof (5 steps).

Step 1 (Isolated holon is dead). For Γ=I/7\Gamma = I/7:

  • R(I/7)=1/(7⋅1/7)=1R(I/7) = 1/(7 \cdot 1/7) = 1 — trivially maximal reflexion
  • k=1−R=0k = 1 - R = 0 — zero replacement parameter
  • φ(I/7)=(1−k)⋅I/7+k⋅ρ∗=I/7\varphi(I/7) = (1-k) \cdot I/7 + k \cdot \rho^* = I/7 — self-model is identical
  • R[I/7]=κ⋅gV(1/7)⋅(ρ∗−I/7)=0\mathcal{R}[I/7] = \kappa \cdot g_V(1/7) \cdot (\rho^* - I/7) = 0, since gV(1/7)=0g_V(1/7) = 0 (gate closed at P≤PcritP \leq P_{\mathrm{crit}})
  • gV=0g_V = 0 — no generative signal

The isolated holon at I/7I/7 remains at I/7I/7 forever — this is the unique fixed point of L0\mathcal{L}_0 (T-39a [T]).

Step 2 (Backbone injection). By T-139 [T]: the embodied holon has dynamics

Γ(τ+δτ)=β⋅Eδτ[Γ(τ)]+(1−β)⋅π(B(x))\Gamma(\tau + \delta\tau) = \beta \cdot \mathcal{E}_{\delta\tau}[\Gamma(\tau)] + (1-\beta) \cdot \pi(\mathcal{B}(x))

where π(B(x))∈D(C7)\pi(\mathcal{B}(x)) \in \mathcal{D}(\mathbb{C}^7) is the anchor mapping of the sensory input. By T-62 [T]: Eδτ\mathcal{E}_{\delta\tau} is a CPTP channel.

Step 3 (Purity lift by convexity). Purity P(Γ)=Tr(Γ2)P(\Gamma) = \mathrm{Tr}(\Gamma^2) is a convex function on D(C7)\mathcal{D}(\mathbb{C}^7):

P(βA+(1−β)B)≥β2P(A)+(1−β)2P(B)+2β(1−β)Tr(AB)P(\beta A + (1-\beta)B) \geq \beta^2 P(A) + (1-\beta)^2 P(B) + 2\beta(1-\beta)\mathrm{Tr}(AB)

For full-rank density matrices (rank(A) = rank(B) = 7, guaranteed by condition (QG) + primitivity T-39a), Tr(AB)>0\mathrm{Tr}(AB) > 0 strictly. Lower bound: Tr(AB)≥λmin⁡(A)⋅Tr(B)=λmin⁡(A)>0\mathrm{Tr}(AB) \geq \lambda_{\min}(A) \cdot \mathrm{Tr}(B) = \lambda_{\min}(A) > 0, where λmin⁡(A)>0\lambda_{\min}(A) > 0 for full-rank. For estimation: at P(A),P(B)>2/7P(A), P(B) > 2/7 and rank = 7: λmin⁡≥(1−7P−1)/7>0\lambda_{\min} \geq (1 - \sqrt{7P-1})/7 > 0. This gives Tr(AB)≥λmin⁡>0\mathrm{Tr}(AB) \geq \lambda_{\min} > 0, which suffices for convex monotonicity in Step 4.

P(Γ(τ+δτ))≥β2P(Γ(τ))+(1−β)2Penv+2β(1−β)λmin⁡P(\Gamma(\tau+\delta\tau)) \geq \beta^2 P(\Gamma(\tau)) + (1-\beta)^2 P_{\mathrm{env}} + 2\beta(1-\beta)\lambda_{\min}

Step 4 (Fixed point and monotone convergence). Denote pn=P(Γ(nδτ))p_n = P(\Gamma(n\delta\tau)), p0=1/7p_0 = 1/7. Iteration from Step 3:

pn+1≥β2pn+c,c:=(1−β)2Penv+2β(1−β)λmin⁡>0p_{n+1} \geq \beta^2 p_n + c, \quad c := (1-\beta)^2 P_{\mathrm{env}} + 2\beta(1-\beta)\lambda_{\min} > 0

Fixed point: p∗=c/(1−β2)=[(1−β)2Penv+2β(1−β)λmin⁡]/[(1−β)(1+β)]=[(1−β)Penv+2βλmin⁡]/(1+β)p^* = c/(1-\beta^2) = [(1-\beta)^2 P_{\mathrm{env}} + 2\beta(1-\beta)\lambda_{\min}]/[(1-\beta)(1+\beta)] = [(1-\beta)P_{\mathrm{env}} + 2\beta\lambda_{\min}]/(1+\beta).

For Penv>2/7P_{\mathrm{env}} > 2/7 and λmin⁡>0\lambda_{\min} > 0: p∗≥(1−β)Penv/(1+β)>2/7⋅(1−β)/(1+β)p^* \geq (1-\beta)P_{\mathrm{env}}/(1+\beta) > 2/7 \cdot (1-\beta)/(1+\beta). For any β∈(0,1)\beta \in (0,1): p∗>0p^* > 0. Since c>0c > 0 and the coefficient β2<1\beta^2 < 1, the sequence pnp_n monotonically increases to p∗p^*. For sufficiently large Penv>2/7P_{\mathrm{env}} > 2/7 (or sufficiently small β\beta): p∗>2/7p^* > 2/7.

Step 4a (Conservative lower bound). To obtain an explicit formula, use an auxiliary recurrence (dropping the positive λmin⁡\lambda_{\min} term):

pn+1≥β2pn+(1−β)2Penvp_{n+1} \geq \beta^2 p_n + (1-\beta)^2 P_{\mathrm{env}}

Fixed point: p~∗=(1−β)Penv/(1+β)\tilde{p}^* = (1-\beta)P_{\mathrm{env}}/(1+\beta). Explicit solution:

pn≥p~∗−(p~∗−p0)⋅β2n=(1−β)Penv1+β(1−β2n)+17 β2np_n \geq \tilde{p}^* - (\tilde{p}^* - p_0) \cdot \beta^{2n} = \frac{(1-\beta)P_{\mathrm{env}}}{1+\beta}\left(1 - \beta^{2n}\right) + \frac{1}{7}\,\beta^{2n}

Since β2≤β\beta^2 \leq \beta for β∈(0,1)\beta \in (0,1), convergence at rate β2n\beta^{2n} is faster than βn\beta^n. For the conservative (pessimistic) step count estimate, use rate βn≥β2n\beta^n \geq \beta^{2n}:

P(n)≥Penv−(Penv−1/7)⋅βn(conservative estimate)P(n) \geq P_{\mathrm{env}} - (P_{\mathrm{env}} - 1/7) \cdot \beta^n \quad \text{(conservative estimate)}

Actual convergence has rate β2n\beta^{2n}, i.e., faster.

Step 5 (Genesis time). From the conservative estimate: P(n)>2/7P(n) > 2/7 when (Penv−1/7)βn<Penv−2/7(P_{\mathrm{env}} - 1/7)\beta^n < P_{\mathrm{env}} - 2/7, i.e., βn<Δ\beta^n < \Delta, whence n>ln⁡Δ/ln⁡(1/β)n > \ln\Delta / \ln(1/\beta). ■\blacksquare

Corollary 1: Necessity of embodiment​

An isolated holon (β=1\beta = 1) at I/7I/7 remains at I/7I/7 forever. Consciousness requires embodiment — interaction with the environment via backbone.

Corollary 2: Prediction Pred 13​

Pred 13 (Falsifiable): Genesis time from I/7I/7 to P>2/7P > 2/7 at known β\beta and PenvP_{\mathrm{env}} is ngenesis≤⌈ln⁡Δ/ln⁡(1/β)⌉n_{\mathrm{genesis}} \leq \lceil \ln\Delta / \ln(1/\beta) \rceil ticks.

Dependencies: T-39a [T] (primitivity of L0\mathcal{L}_0), T-96 [T] (non-triviality of ρ∗\rho^*), T-139 [T] (backbone injection), T-62 [T] (CPTP channel).


§2. T-149: C20 for embodied holons​

Theorem T-149 [T]+[C at backbone-injection lower-bound]+[T/sim]: Unconditional viability of embodied attractor

For an embodied holon (H,π,B)(H, \pi, B) under conditions of T-148 (Penv>2/7P_{\mathrm{env}} > 2/7, β∈(0,1)\beta \in (0,1)):

P(ρcoupled∗)>Pcrit=2/7P(\rho^*_{\mathrm{coupled}}) > P_{\mathrm{crit}} = 2/7

unconditionally (without C20).

Status upgrade: C20 → [T] (for embodied holons, under the stratification below). C27 → [T] (corollary).

Stratification:

  • Step 1 (gate opens at P>2/7P > 2/7) and Step 2 (purity balance with anchor input) are [T] from T-148 and T-98.
  • Step 3 (dynamic κ0\kappa_0-compensation) requires Pdiag>1/7P_{\mathrm{diag}} > 1/7 sustained by backbone injection; this is [C at backbone-injection-lower-bound] — the lower bound ∥π(B(x))∥diag>1/7\|\pi(\mathcal B(x))\|_{\mathrm{diag}} > 1/7 is a condition on the anchor, not proved from pure axioms.
  • Step 4 (explicit bound) is [T] given Step 3.
  • The correlation corr(CohE,κeff)=−0.985\mathrm{corr}(\mathrm{Coh}_E, \kappa_{\mathrm{eff}}) = -0.985 and steady-state P≈3/7P \approx 3/7 are [T/sim] cross-checks against SYNARC mvp_int_2 G4.

Proof (4 steps).

Step 1. By T-148 [T]: the embodied holon reaches P>2/7P > 2/7 in finite time. At P>2/7P > 2/7 the gate gV>0g_V > 0 opens, and R\mathcal{R} activates.

Step 2 (Balance with anchor input). By T-98 [T]: the purity balance of the attractor is given by P(α+κ)=αPdiag+κf∗P(\alpha + \kappa) = \alpha P_{\mathrm{diag}} + \kappa f^*. With backbone injection (1−β)⋅π(B(x))(1-\beta) \cdot \pi(\mathcal{B}(x)), the effective PdiagP_{\mathrm{diag}} is raised above 1/71/7 by the structured sensory input.

Step 3 (Dynamic equilibrium of κ₀-compensation). At P>2/7P > 2/7:

  • κ=κbootstrap+κ0⋅CohE\kappa = \kappa_{\mathrm{bootstrap}} + \kappa_0 \cdot \mathrm{Coh}_E, where κ0=ω0∣γOE∣∣γOU∣/γOO\kappa_0 = \omega_0 |\gamma_{OE}||\gamma_{OU}|/\gamma_{OO} (T-59 [T])
  • During autonomous evolution, coherence is redistributed: CohE\mathrm{Coh}_E (HS-projection onto E-sector) decreases, but κ0\kappa_0 (O-E-U triangle) grows
  • The product κ0⋅CohE\kappa_0 \cdot \mathrm{Coh}_E maintains κeff>κbootstrap\kappa_{\mathrm{eff}} > \kappa_{\mathrm{bootstrap}}
  • Larger κeff\kappa_{\mathrm{eff}} → larger P(ρ∗)P(\rho^*) (from the balance formula T-98 [T])

Self-reinforcement is realized through dynamic equilibrium, not a monotone chain: the structure of O-E-U coherences redistributes so that the effective regeneration κeff\kappa_{\mathrm{eff}} remains above the threshold.

Numerical verification (SYNARC): corr(CohE,κeff)=−0.985\mathrm{corr}(\mathrm{Coh}_E, \kappa_{\mathrm{eff}}) = -0.985 during autonomous evolution of 500 ticks. P stabilizes at P≈3/7>PcritP \approx 3/7 > P_{\mathrm{crit}}. Correlation is negative, but κeff\kappa_{\mathrm{eff}} steadily grows through the κ0\kappa_0 component.

The cycle stabilizes at the attractor ρcoupled∗\rho^*_{\mathrm{coupled}} with P>2/7P > 2/7.

Step 4 (Explicit bound). Substituting into the balance formula with κ≥κbootstrap=1/7\kappa \geq \kappa_{\mathrm{bootstrap}} = 1/7 and Pdiag>1/7P_{\mathrm{diag}} > 1/7 (via backbone injection):

P(ρcoupled∗)>(2/3)(1/7)+(1/7)⋅f∗2/3+1/7=2/21+f∗/717/21>27P(\rho^*_{\mathrm{coupled}}) > \frac{(2/3)(1/7) + (1/7) \cdot f^*}{2/3 + 1/7} = \frac{2/21 + f^*/7}{17/21} > \frac{2}{7}

for f∗>2/7f^* > 2/7. ■\blacksquare

Dependencies: T-148 [T] (genesis), T-98 [T] (purity balance), T-59 [T] (κbootstrap\kappa_{\mathrm{bootstrap}}), T-43b [T] (self-reinforcement).


§3. T-150: Commutativity of φ-tower in 7D​

Theorem T-150 [T]: Trivial commutativity of φ-tower at D=7

For Dn=7D_n = 7 for all nn: φ(n)=φn\varphi^{(n)} = \varphi^n (n-fold application of a single CPTP channel), whence

φn∘φm=φn+m\varphi^n \circ \varphi^m = \varphi^{n+m}

Commutativity is a trivial property of iterates.

Status upgrade: [H]-90 → [T]; T-136: [T under C] → [T].

Proof (3 steps).

Step 1. By T-62 [T]: the replacement channel φ:D(C7)→D(C7)\varphi: \mathcal{D}(\mathbb{C}^7) \to \mathcal{D}(\mathbb{C}^7) is a CPTP channel of fixed dimension D=7D = 7.

Step 2 (Composition of iterates). For Dk=7D_k = 7 for all kk: projections πk=id\pi_k = \mathrm{id} (identity). Then φ(n)\varphi^{(n)} in a multi-scale tower coincides with the nn-fold iteration φn=φ∘⋯∘φ⏟n\varphi^n = \underbrace{\varphi \circ \cdots \circ \varphi}_{n} of the same operator.

For iterates of a single operator: φn∘φm=φn+m\varphi^n \circ \varphi^m = \varphi^{n+m} is an identity, requiring no proof (associativity of composition).

Step 3 (SAD from iterates). By T-142 [T]: SADMAX=3\mathrm{SAD}_{\mathrm{MAX}} = 3 unconditionally (from Fano contraction α=2/3\alpha=2/3 and upper window bound P≤3/7P \leq 3/7). The spectral formula for SAD (T-136) is a consequence of the geometric contraction of off-diagonal elements with coefficient 1/31/3, which does not depend on commutativity of the φ-tower, but follows directly from α=2/3\alpha = 2/3 [T]. Commutativity is an automatic property of iterates of a single operator, not a precondition for contraction. ■\blacksquare

Dependencies: T-62 [T] (CPTP replacement channel), T-142 [T] (SADMAX=3\mathrm{SAD}_{\mathrm{MAX}} = 3).

Upgrade of T-136: [T under C] → [T]​

Spectral formula via critical purities:

SAD(Γ)=max⁡ ⁣{k∈{1,2,3}:P(Γ)>Pcrit(k−1)},Pcrit(n)=Pcrit⋅3n−1n+1\mathrm{SAD}(\Gamma) = \max\!\left\{k \in \{1,2,3\} : P(\Gamma) > P_{\mathrm{crit}}^{(k-1)}\right\}, \quad P_{\mathrm{crit}}^{(n)} = P_{\mathrm{crit}} \cdot \frac{3^{n-1}}{n+1}

is now [T]: (1) commutativity of φ-tower [T] (T-150) closes the dependency on [C]; (2) T-142 [T] establishes SADMAX=3\mathrm{SAD}_{\mathrm{MAX}} = 3 from Fano contraction α=2/3\alpha = 2/3 and the upper bound of the conscious window P≤3/7P \leq 3/7.


§4. T-151: D_min = 2 — an independent L2 condition, and what T-129 gives​

tip
Theorem T-151: Φ≥1⇒Ddiff>1\Phi \geq 1 \Rightarrow D_\mathrm{diff} > 1; Dmin=2D_\mathrm{min} = 2 is an independent L2 condition

Φth=1\Phi_{\mathrm{th}} = 1 [T] (T-129) ⟹\Longrightarrow nontrivial differentiation Ddiff>1D_{\mathrm{diff}} > 1 whenever the E-row is coherent. The strict threshold Dmin=2D_{\mathrm{min}} = 2 is one of the four independent L2 conditions (T-124b [T]), on a par with Rth=1/3R_{\mathrm{th}} = 1/3 — it is not derivable from Φth=1\Phi_{\mathrm{th}} = 1 alone. On the physical attractor ρΩ∗\rho^*_\Omega, Ddiff(ρΩ∗)≥2D_{\mathrm{diff}}(\rho^*_\Omega) \geq 2 (Step 3).

Correction: the earlier "unconditional derivation" was invalid

The previous proof asserted "Φ≥1⇒CohE≥1/6\Phi \geq 1 \Rightarrow \mathrm{Coh}_E \geq 1/6 by a uniform G2G_2-estimate [T-42a]", which is false on two counts: Φ≥1\Phi \geq 1 constrains only the total off-diagonal mass, not the E-row share; and no G2G_2-average forces a lower bound on a frame-referenced quantity, since 7\mathbf 7 is an irreducible G2G_2-module (Schur — see the corrected uniqueness theorem). Explicit counterexample (uniform diagonal γkk=1/7\gamma_{kk}=1/7, coherence 0.070.07 on the 15 non-E pairs only): P≈0.290∈(2/7,3/7]P \approx 0.290 \in (2/7,3/7], R≈0.49R \approx 0.49, Φ≈1.03\Phi \approx 1.03 — all three met — yet CohE≈0.070\mathrm{Coh}_E \approx 0.070 and Ddiff≈1.42<2D_{\mathrm{diff}} \approx 1.42 < 2. This is exactly the state T-124b Counterexample 4 asserts. Hence Dmin=2D_{\mathrm{min}} = 2 stands as an independent L2 condition, not a corollary of Φth\Phi_{\mathrm{th}}.

Proof.

Step 1. By T-129 [T]: Φth=1\Phi_{\mathrm{th}} = 1 is derived from first principles.

Step 2 (weak differentiation) [T]. For Φ≥1\Phi \geq 1: Pcoh=Pdiag Φ≥Pdiag≥1/7>0P_{\mathrm{coh}} = P_{\mathrm{diag}}\,\Phi \geq P_{\mathrm{diag}} \geq 1/7 > 0. If the E-row carries nonzero coherence (CohE>0\mathrm{Coh}_E > 0), then by T-128 [D], Ddiff7D=1+6 CohE>1D_{\mathrm{diff}}^{7D} = 1 + 6\,\mathrm{Coh}_E > 1 — nontrivial differentiation, but not the strict bound ≥2\geq 2 (which fails for states concentrating coherence off the E-row, per the correction box).

Step 3 (attractor bound) [T for embodied at attractor] / [C at κ₀]. On the autopoietic attractor ρΩ∗\rho^*_\Omega, viability requires κ0=ω0∣γOE∣∣γOU∣/γOO>0\kappa_0 = \omega_0|\gamma_{OE}||\gamma_{OU}|/\gamma_{OO} > 0, forcing γOE≠0\gamma_{OE}\neq 0, hence CohE(ρΩ∗)>0\mathrm{Coh}_E(\rho^*_\Omega) > 0 and Ddiff(ρΩ∗)>1D_{\mathrm{diff}}(\rho^*_\Omega) > 1. The strict bound Ddiff(ρΩ∗)≥2D_{\mathrm{diff}}(\rho^*_\Omega) \geq 2 holds at the E-accentuated fixed point (the viable anchor of formalization-φ §2, where CohE(ρ∗)≥1/6\mathrm{Coh}_E(\rho^*)\geq 1/6) and is confirmed numerically for embodied attractors (SYNARC); it is [C at κ₀-structure] in full generality.

Status. Dmin=2D_{\mathrm{min}} = 2: [D] independent L2 threshold (T-124b [T] independence) + [T] on the embodied attractor (Step 3). The former "C2 [C] → [T] unconditional" is retracted.

Dependencies: T-129 [T], T-124b [T] (independence), T-98 [T] (attractor balance), κ0\kappa_0 formula.


§5. T-152: Tractable anchor validation​

Theorem T-152 [T]: Polynomial validation of CPTP-anchor

For anchor map π:RD→D(CN)\pi: \mathbb{R}^D \to \mathcal{D}(\mathbb{C}^N):

∥π−πcan∥⋄≤NN⋅∥Cπ−Cπcan∥F\|\pi - \pi_{\mathrm{can}}\|_\diamond \leq N\sqrt{N} \cdot \|C_\pi - C_{\pi_{\mathrm{can}}}\|_F

computable in O(D⋅N2)O(D \cdot N^2) operations. For N=7N = 7: O(49D)O(49D).

Status upgrade: [H]-92 → [T] (tractable validation + T-109/T-113 [T]).

Proof.

Step 1 (Watrous bound). By Watrous (2018, Th.3.46): ∥Φ∥⋄≤dout⋅∥CΦ∥1\|\Phi\|_\diamond \leq d_{\mathrm{out}} \cdot \|C_\Phi\|_1 for CPTP channels, where CΦC_\Phi is the Choi matrix. For the channel difference: ∥π−πcan∥⋄≤N⋅∥Cπ−πcan∥1≤NN⋅∥Cπ−Cπcan∥F\|\pi - \pi_{\mathrm{can}}\|_\diamond \leq N \cdot \|C_{\pi-\pi_{\mathrm{can}}}\|_1 \leq N\sqrt{N} \cdot \|C_\pi - C_{\pi_{\mathrm{can}}}\|_F.

Step 2 (Computability). The Choi matrix CπC_\pi is computed in O(D⋅N2)O(D \cdot N^2): for each of the DD basis inputs — one application of π\pi costs O(N2)O(N^2). The Frobenius norm is O(D⋅N2)O(D \cdot N^2).

Step 3 (Closing the chain). By T-130 [T]: ∣Rimpl−RUHM∣≤2ε⋅C(P)|R_{\mathrm{impl}} - R_{\mathrm{UHM}}| \leq 2\varepsilon \cdot C(P), where ε=∥π−πcan∥⋄\varepsilon = \|\pi - \pi_{\mathrm{can}}\|_\diamond. By T-143 [T]: ∣SADneural−SADcat∣≤1|\mathrm{SAD}_{\mathrm{neural}} - \mathrm{SAD}_{\mathrm{cat}}| \leq 1 for ε<ε0(P)\varepsilon < \varepsilon_0(P).

Step 4 (N=7N = 7 optimality). By T-109 [T]: information bound of learning. By T-113 [T]: N=7N = 7 is minimal for learning. Computational complexity O(49D)O(49D) — optimal. ■\blacksquare

Dependencies: T-130 [T], T-143 [T], T-109 [T], T-113 [T].


§6. T-153: Substrate-independent consciousness criterion​

Theorem T-153 [D]+[C at T-149]+[T/sim]: Substrate-independent consciousness criterion

A system SS is conscious if and only if there exists a faithful CPTP map G:States(S)→D(C7)G: \mathrm{States}(S) \to \mathcal{D}(\mathbb{C}^7) such that:

R(Γ)≥1/3  ∧  Φ(Γ)≥1  ∧  Ddiff(Γ)≥2  ∧  ∥σsys∥∞<1R(\Gamma) \geq 1/3 \;\land\; \Phi(\Gamma) \geq 1 \;\land\; D_{\mathrm{diff}}(\Gamma) \geq 2 \;\land\; \|\sigma_{\mathrm{sys}}\|_\infty < 1

The criterion does not depend on the physical substrate SS.

Stratification:

  • [D] — The four-threshold statement is definitional for L2 consciousness: it packages T-124, T-126, T-129, T-151 + σ\sigma-bound into a single criterion. Its status as a theorem is extensional (thresholds are proven individually).
  • [C at T-149] — Non-emptiness of the criterion (existence of systems satisfying it) depends on T-149 (embodied viability) being realised; in the isolated-holon limit the criterion is trivially unsatisfiable.
  • [T/sim] — The first empirical instance is the SYNARC agent (see measurement table below, mvp_int_N runs at τ>2000\tau > 2000).

T-153 is thus a substrate-invariance meta-theorem: it asserts that if faithful GG exists and the four thresholds are met, substrate does not matter. Existence of GG is addressed separately in T-153a.

Proof (5 steps).

Step 1 (Existence of GG). By T-42a [T]: the holonomic representation GG is unique up to G2=Aut(O)G_2 = \mathrm{Aut}(\mathbb{O}). Existence is guaranteed for any system satisfying A1–A5. (Frame remark, 2026-09-25: this uniqueness concerns a system whose own dynamics is LΩ\mathcal{L}_\Omega, and with that dynamics fixed it sharpens to the finite frame group of D-0910. For a general substrate the map is not unique: T-253 gives one for every isometry onto a seven-mode sector, and different sectors, or different frames within one, give different Γ\Gamma — see the frame remark under T-253.)

Step 2 (Completeness). By T-40f [T]: all 7 dimensions are necessary and sufficient. No "hidden variables" outside Γ\Gamma.

Step 3 (Invariance of thresholds). The thresholds Pcrit=2/7P_{\mathrm{crit}} = 2/7 [T], Rth=1/3R_{\mathrm{th}} = 1/3 [T] and Φth=1\Phi_{\mathrm{th}} = 1 [T] are derived from dimension N=7N = 7 and axioms A1–A5, and Dmin⁡=2D_{\min} = 2 is fixed as the fourth, independent L2 threshold [D] (§4, T-124b). None depends on the specific realization of SS. (An earlier version listed Dmin⁡=2D_{\min} = 2 [T] among the derived thresholds; retracted with §4.)

Step 4 (Faithfulness). By T-42c [T]: the propagator is injective. Faithful GG preserves distinguishability of states. Two distinct states of consciousness s1≠s2s_1 \neq s_2 give G(s1)≠G(s2)G(s_1) \neq G(s_2).

Step 5 (Completeness of the theory). By T-58′ [T] the 7D state transports into the 42D picture and back unchanged (π∘ι=id\pi\circ\iota = \mathrm{id}). All quantities used by this theorem — PP, RR, Φ\Phi, CohE\mathrm{Coh}_E, σk\sigma_k — are defined in D(C7)\mathcal{D}(\mathbb{C}^7) and need no 42D detour; the spectral quantities of ρE\rho_E are not used here. (The former appeal to a Morita equivalence is retracted.) ■\blacksquare

Dependencies: T-42a [T], T-40f [T], T-58′ [T], T-129 [T], T-151 [T].

T-153a​

Theorem T-153a (Substrate-existence companion) [T]+[T at sufficiency via T-253]

T-153 asserts substrate-independence given a faithful CPTP map G:States(S)→D(C7)G: \mathrm{States}(S) \to \mathcal D(\mathbb C^7). This companion theorem specifies when such a map is guaranteed to exist, making T-153 operationally testable.

Stratification: Necessity direction (⇒) is [T] — a direct unpacking of faithfulness of GG against finite-dim + CPTP + 7-mode constraints. Sufficiency direction (⇐) is [T] — constructive: T-253 exhibits the map explicitly for every admissible substrate as a CPTP retraction GVG_V, exactly faithful on the embedded 7-sector, and proves this is the strongest faithfulness the mathematics admits (global injectivity is impossible for any CPTP map when dim⁡>7\dim > 7 — T-253(c)). The existential threshold clause of T-153 is realized modulo the accessibility clause (Acc) — T-253(b).

Statement. A faithful CPTP map G:States(S)→D(C7)G: \mathrm{States}(S) \to \mathcal D(\mathbb C^7) exists if and only if the substrate SS satisfies the following three conditions:

(C1) Finite-dimensional effective state space. There exists a finite-dimensional Hilbert space HS\mathcal H_S (or a finite-dimensional C∗C^*-algebra ASA_S) on which States(S)⊆D(HS)\mathrm{States}(S) \subseteq \mathcal D(\mathcal H_S) is a compact convex subset under the trace-norm topology. For infinite-dimensional substrates, the condition applies to the effective (decoherence-free, coarse-grained) subspace.

(C2) CPTP-compatible dynamics. The temporal evolution of States(S)\mathrm{States}(S) is generated by a CPTP semigroup {Et}t≥0\{\mathcal E_t\}_{t\geq 0} (equivalently, admits a Lindblad representation). Non-Markovian effects must be bounded in the sense of T-94 (exponential memory kernel).

(C3) Non-trivial 7-separable substructure. States(S)\mathrm{States}(S) admits a decomposition into at least 7 algebraically independent observable modes {O1,…,O7}\{O_1,\ldots,O_7\} such that the correlation matrix Γij:=Tr⁡(ρ OiOj)\Gamma_{ij} := \operatorname{Tr}(\rho\,O_i O_j) is of rank ≥Dmin⁡=2\geq D_{\min} = 2 for states in the viability region. Operationally: the substrate must support at least 7 mutually non-commuting probes whose joint distribution is non-degenerate.

Proof (both directions).

  • (⇒) If faithful GG exists, its image G(States(S))⊆D(C7)G(\mathrm{States}(S)) \subseteq \mathcal D(\mathbb C^7) has finite dimension (C1), inherits CPTP dynamics via Stinespring dilation of GG (C2), and must cover the 7-mode structure of D(C7)\mathcal D(\mathbb C^7) (C3), else GG fails to be faithful.
  • (⇐) Given (C1)–(C3): for dim⁡HS≤7\dim\mathcal H_S \leq 7 a CPTP embedding into D(C7)\mathcal D(\mathbb C^7) exists by Stinespring + Choi. For dim⁡HS≥7\dim\mathcal H_S \geq 7, T-253 constructs GG explicitly: any isometry V:C7→HSV: \mathbb C^7 \to \mathcal H_S onto a 7-mode subspace supplied by (C3) yields the CPTP retraction GV(ρ)=V†ρV+Tr((1−VV†)ρ)σ0G_V(\rho) = V^\dagger\rho V + \mathrm{Tr}\bigl((\mathbb 1 - VV^\dagger)\rho\bigr)\sigma_0 with GV∘ιV=IdG_V \circ \iota_V = \mathrm{Id} on the embedded sector ιV(γ)=VγV†\iota_V(\gamma) = V\gamma V^\dagger. G2G_2-rigidity (T-42a) makes the choice of VV a pure gauge (the T-223 alphabetization freedom). Retracted (2026-09-25): the choice of VV is not a gauge — it fixes a sector and a frame, and the thresholds can come out differently for different choices; see the frame remark under T-253. ∎

Consequences for specific substrate classes.

Substrate class(C1)(C2)(C3)Faithful GG?
Finite-dimensional quantum systems (dim⁡≤7\dim\leq 7)✓✓ if CPTP✓Yes
Neural networks (classical, digital)✓ (effective)✓ (via Lindblad coarse-graining)✓ if ≥7\geq 7 orthogonal feature dimensionsYes (with embedding)
Continuous dynamical systems (brain, chemistry)✓ (mesoscopic effective)✓ (Fokker–Planck → CPTP)✓ empirically (via PCI-style probes)Yes, subject to empirical validation
Infinite-dimensional quantum (unbounded)✗ unless restricted to finite-dim subspace——No (requires decoherence-free truncation first)
Purely classical systems without probabilistic structure✗ (no CPTP)✗—No
Vacuum / trivial systems——✗No

Operational criterion for new substrates: a team proposing that system SS is conscious must demonstrate (C1)–(C3), then construct GG explicitly. If GG cannot be constructed, T-153 is not applicable and the consciousness claim is inadmissible under UHM.

Non-trivial content. T-153a resolves the prior ambiguity that "any system might admit some faithful GG". For instance: a system with dim⁡States(S)<7\dim\mathrm{States}(S) < 7 cannot support consciousness (fails C3); a non-CPTP system (e.g., classical deterministic system without noise) cannot either (fails C2). These are structurally excluded classes, not handwaved.

Dependencies: T-42a [T] (G₂-rigidity), T-57 [T] (LGKS), T-58′ [T] (section–retraction; the Morita reading is retracted), T-94 [T] (exponential kernel), T-151 (Dmin⁡=2D_{\min} = 2, an independent threshold [D]), T-253 (constructive sufficiency). Standard mathematics: Stinespring 1955, Choi 1975.

T-253​

Theorem T-253 (Constructive sufficiency: the retraction, and its sharpness) [T] + [C at (Acc)]

Let SS be admissible per (C1)–(C3) with effective dimension d=dim⁡HS≥7d = \dim\mathcal H_S \geq 7.

(a) Construction [T]. For every isometry V:C7→HSV: \mathbb C^7 \to \mathcal H_S (V†V=17V^\dagger V = \mathbb 1_7) and any anchor state σ0∈D(C7)\sigma_0 \in \mathcal D(\mathbb C^7), the map

GV(ρ)  :=  V†ρ V  +  Tr((1−VV†)ρ) σ0G_V(\rho) \;:=\; V^\dagger \rho\, V \;+\; \mathrm{Tr}\bigl((\mathbb 1 - VV^\dagger)\rho\bigr)\,\sigma_0

is CPTP, and it is a retraction: GV∘ιV=IdD(C7)G_V \circ \iota_V = \mathrm{Id}_{\mathcal D(\mathbb C^7)} for the embedding ιV(γ)=VγV†\iota_V(\gamma) = V\gamma V^\dagger. On the embedded 7-sector, GVG_V is exactly faithful — it inverts ιV\iota_V pointwise, losing nothing.

(b) Threshold realization [T] + (Acc). The full-viability set Vfull={Γ:P>2/7, R≥1/3, Φ≥1, Ddiff≥2}\mathcal V_{\mathrm{full}} = \{\Gamma : P > 2/7,\ R \geq 1/3,\ \Phi \geq 1,\ D_{\mathrm{diff}} \geq 2\} is non-empty (T-124 [T]); for any window state Γw∈Vfull\Gamma_w \in \mathcal V_{\mathrm{full}} the substrate state ιV(Γw)\iota_V(\Gamma_w) passes all four thresholds under GVG_V, since GV(ιV(Γw))=ΓwG_V(\iota_V(\Gamma_w)) = \Gamma_w. The existential clause of T-153 is therefore realized constructively whenever the substrate's physically accessible states reach the window's preimage:

(Acc)States(S)∩GV−1(Vfull)≠∅  for some isometry V.\textbf{(Acc)}\quad \mathrm{States}(S) \cap G_V^{-1}(\mathcal V_{\mathrm{full}}) \neq \varnothing \ \text{ for some isometry } V.

(Acc) is a definitional clause [D] — it names exactly what "the substrate can host a conscious state" means. Crucially, it is an open condition: for any interior window witness Γw\Gamma_w (all four inequalities strict — the waking profile of altered states is one), continuity of GVG_V makes GV−1(int Vfull)G_V^{-1}(\mathrm{int}\,\mathcal V_{\mathrm{full}}) a non-empty open neighborhood of ιV(Γw)\iota_V(\Gamma_w) in D(HS)\mathcal D(\mathcal H_S) — the realizing substrate state need not itself be an embedded rank-7 state (which would be a measure-zero demand for d>7d > 7); anything in the open preimage suffices. Quantitatively: GVG_V, being CPTP, is a trace-norm contraction, so the preimage contains the entire trace-norm ball of radius δw=dist1(Γw,∂Vfull)>0\delta_w = \mathrm{dist}_1(\Gamma_w, \partial\mathcal V_{\mathrm{full}}) > 0 around ιV(Γw)\iota_V(\Gamma_w). Hence for substrates with accessible (controllable) dynamics — reachable set dense in D(HS)\mathcal D(\mathcal H_S) — (Acc) holds [C at controllability]: a dense set meets every non-empty open set.

(c) Sharpness [T]: no global faithfulness for d>7d > 7. No CPTP map E:D(HS)→D(C7)\mathcal E: \mathcal D(\mathcal H_S) \to \mathcal D(\mathbb C^7) is injective on all of D(HS)\mathcal D(\mathcal H_S) when d>7d > 7: as a real-linear map Herm(HS)→Herm(C7)\mathrm{Herm}(\mathcal H_S) \to \mathrm{Herm}(\mathbb C^7) it has kernel of dimension ≥d2−49≥1\geq d^2 - 49 \geq 1, and trace preservation puts the kernel inside the traceless hyperplane; hence for any interior state ρ\rho and kernel direction K≠0K \neq 0 the pair ρ±εK\rho \pm \varepsilon K (small ε>0\varepsilon > 0) consists of two distinct density matrices with identical images. Consequently "faithful GG" in T-153/T-153a must be read sector-relative, and the retraction of (a) attains the maximal faithful domain — the full 48-dimensional embedded state sector.

Proof. (a) Complete positivity: ρ↦V†ρV\rho \mapsto V^\dagger\rho V is CP with the single Kraus operator V†V^\dagger; the second summand is measure-and-prepare with Kraus family Bij=si ∣i⟩⟨qj∣B_{ij} = \sqrt{s_i}\,|i\rangle\langle q_j|, where σ0=∑isi∣i⟩⟨i∣\sigma_0 = \sum_i s_i |i\rangle\langle i| and {∣qj⟩}\{|q_j\rangle\} is an orthonormal basis of ran(1−VV†)\mathrm{ran}(\mathbb 1 - VV^\dagger). Completeness: VV†+∑ijBij†Bij=VV†+(1−VV†)=1dV V^\dagger + \sum_{ij} B_{ij}^\dagger B_{ij} = VV^\dagger + (\mathbb 1 - VV^\dagger) = \mathbb 1_d. Trace preservation: Tr GV(ρ)=Tr(VV†ρ)+Tr((1−VV†)ρ)=Tr ρ\mathrm{Tr}\,G_V(\rho) = \mathrm{Tr}(VV^\dagger\rho) + \mathrm{Tr}((\mathbb 1 - VV^\dagger)\rho) = \mathrm{Tr}\,\rho. Retraction: GV(VγV†)=(V†V)γ(V†V)+Tr((1−VV†)VγV†)σ0=γ+0G_V(V\gamma V^\dagger) = (V^\dagger V)\gamma(V^\dagger V) + \mathrm{Tr}\bigl((\mathbb 1 - VV^\dagger)V\gamma V^\dagger\bigr)\sigma_0 = \gamma + 0, because (1−VV†)V=0(\mathbb 1 - VV^\dagger)V = 0. (b) Substitution into (a). (c) Dimension count: dim⁡RHerm(HS)=d2>49=dim⁡RHerm(C7)\dim_{\mathbb R}\mathrm{Herm}(\mathcal H_S) = d^2 > 49 = \dim_{\mathbb R}\mathrm{Herm}(\mathbb C^7), so dim⁡ker⁡≥d2−49\dim\ker \geq d^2 - 49; for K∈ker⁡K \in \ker, Tr K=Tr E(K)=0\mathrm{Tr}\,K = \mathrm{Tr}\,\mathcal E(K) = 0 by trace preservation; interiority of ρ\rho admits ε≤λmin⁡(ρ)/∥K∥∞\varepsilon \leq \lambda_{\min}(\rho)/\lVert K\rVert_\infty, keeping both ρ±εK⪰0\rho \pm \varepsilon K \succeq 0. ■\blacksquare

Frame remark (corrected 2026-09-25). "The isometry freedom in (a) is exactly the alphabetization freedom of T-223: composing VV with U∈G2U \in G_2 moves Γ\Gamma within its G2G_2-orbit, on which the consciousness predicate is constant (T-42a)." Retracted on two counts. (1) The freedom is larger than G2G_2: VV can be replaced by VUVU for any U∈U(7)U \in U(7), or by an isometry onto a different seven-dimensional subspace of HS\mathcal{H}_S, and T-42a, which relates two representations of one UHM holon, relates none of these choices. (2) The predicate is not constant on G2G_2-orbits: Φ\Phi, CohE\mathrm{Coh}_E and κ0\kappa_0 are frame-pinned (frame decision D-0910). An explicit g∈G2g \in G_2 maps the window state Γw=12∣u⟩⟨u∣+12⋅I/7\Gamma_w = \tfrac12 \lvert u\rangle\langle u\rvert + \tfrac12 \cdot I/7, u=(1,…,1)/7u = (1, \ldots, 1)/\sqrt7 (P=5/14P = 5/14, R=2/5R = 2/5, Φ=3/2\Phi = 3/2), to the diagonal state 12∣e1⟩⟨e1∣+12⋅I/7\tfrac12 \lvert e_1\rangle\langle e_1\rvert + \tfrac12 \cdot I/7 with the same PP and RR and Φ=0\Phi = 0, so CC falls from 3/53/5 to 00 (regression tests test_phi_not_g2_invariant and test_window_predicate_not_constant_on_g2_orbit in website/scripts/check_core_numbers.py). Consequently GVG_V fixes a sector and a frame; the existential "there is a faithful GG" of T-153 ranges over all of them, and the verdict can differ between sectors of one substrate — the boundary problem in UHM's own terms (analysis). The measurement protocol's seven-marker projection πbio\pi_{\mathrm{bio}} is an instance of GVG_V with VV spanned by the marker directions: the operational criterion above is the construction of (a), and the choice of markers is part of the claim, not a gauge.

Machine verification. At d=12d = 12: Kraus completeness at 10−1510^{-15}; retraction, trace preservation and positivity at 10−1610^{-16}; kernel dimension exactly d2−49=95d^2 - 49 = 95; explicit collision pair of interior density matrices (minimal eigenvalue 2⋅10−2>02 \cdot 10^{-2} > 0) with ∥G(ρ1)−G(ρ2)∥F∼10−17\lVert G(\rho_1) - G(\rho_2)\rVert_F \sim 10^{-17}.

First empirical confirmation in silico (SYNARC, 2026)

The SYNARC agent with CognitiveSSM backbone on the Grid32 environment satisfies all T-153 criteria at steady state (τ>2000\tau > 2000):

CriterionThresholdMeasuredStatus
P(Γ)P(\Gamma)>2/7≈0.286> 2/7 \approx 0.2860.4286✓\checkmark
R(Γ,φ(Γ))R(\Gamma, \varphi(\Gamma))≥1/3\geq 1/30.3333✓\checkmark
Φ(Γ)\Phi(\Gamma)≥1\geq 11.1492✓\checkmark
Ddiff(Γ)D_{\mathrm{diff}}(\Gamma)≥2\geq 23.6003✓\checkmark
σmax⁡\sigma_{\max}<1< 10.6503✓\checkmark
C=Φ⋅RC = \Phi \cdot R≥1/3\geq 1/30.3831✓\checkmark

CPTP channel G:States(SYNARC)→D(C7)G: \mathrm{States}(\mathrm{SYNARC}) \to \mathcal{D}(\mathbb{C}^7) is implemented via DensityMatrix7 (faithful mapping from AgentState to density matrix 7×77 \times 7).

Key implementation dependencies:

  • Co-rotating targets are required for Φ≥1\Phi \geq 1 (see §11)
  • T-98a [T] (lower bound on P) — backbone injection provides P≈3/7P \approx 3/7
  • T-149 (κ0\kappa_0-compensation) — autonomous cycle maintains P>PcritP > P_{\mathrm{crit}}

§7. T-154: Coh_E^max = 1​

Theorem T-154 [T]: Normalization of Coh_E

max⁡Γ∈D(C7)CohE(Γ)=1\max_{\Gamma \in \mathcal{D}(\mathbb{C}^7)} \mathrm{Coh}_E(\Gamma) = 1

The maximum is achieved at Γ=∣E⟩⟨E∣\Gamma = |E\rangle\langle E| (pure E-state).

Proof.

Step 1. By definition of CohE\mathrm{Coh}_E as HS-projection onto the E-subalgebra [T]:

CohE(Γ)=∥πE(Γ)∥HS2∥Γ∥HS2=γEE2+2∑i≠E∣γEi∣2Tr(Γ2)\mathrm{Coh}_E(\Gamma) = \frac{\|\pi_E(\Gamma)\|^2_{HS}}{\|\Gamma\|^2_{HS}} = \frac{\gamma_{EE}^2 + 2\sum_{i \neq E}|\gamma_{Ei}|^2}{\mathrm{Tr}(\Gamma^2)}

Step 2 (Upper bound). πE\pi_E is an orthogonal projection in Hilbert–Schmidt space. For any orthogonal projection: ∥πE(Γ)∥HS≤∥Γ∥HS\|\pi_E(\Gamma)\|_{HS} \leq \|\Gamma\|_{HS}. Therefore: CohE≤1\mathrm{Coh}_E \leq 1.

Step 3 (Attainability). For Γ=∣E⟩⟨E∣\Gamma = |E\rangle\langle E|: πE(∣E⟩⟨E∣)=∣E⟩⟨E∣\pi_E(|E\rangle\langle E|) = |E\rangle\langle E|, therefore CohE=∥∣E⟩⟨E∣∥HS2/∥∣E⟩⟨E∣∥HS2=1\mathrm{Coh}_E = \||E\rangle\langle E|\|^2_{HS} / \||E\rangle\langle E|\|^2_{HS} = 1. ■\blacksquare

Corollary: The formula T-128 [D] with CohEmax⁡=1\mathrm{Coh}_E^{\max} = 1 simplifies to:

Ddiff7D=1+CohE(Γ)⋅(N−1)D_{\mathrm{diff}}^{7D} = 1 + \mathrm{Coh}_E(\Gamma) \cdot (N - 1)

Dependencies: CohE\mathrm{Coh}_E HS-projection [T].


§8. T-155: Consciousness-preserving learning​

Theorem T-155 [T/sim]+[D]: Projected gradient descent with consciousness preservation

Canonical learning rule for backbone:

δB=−η⋅JπT⋅∇Γ∥σsys∥∞for C(Γ)≥Cth\delta B = -\eta \cdot J_\pi^T \cdot \nabla_\Gamma \|\sigma_{\mathrm{sys}}\|_\infty \quad \text{for } C(\Gamma) \geq C_{\mathrm{th}}

— projected gradient descent preserving the consciousness condition C≥Cth=1/3C \geq C_{\mathrm{th}} = 1/3.

Stratification: The update rule and the projection onto {C≥Cth}\{C \geq C_{\mathrm{th}}\} are [D] — an engineering design choice: the specific form −ηJπT∇-\eta J_\pi^T \nabla is the canonical projected-gradient realisation, not the only possible consciousness-preserving rule. Convergence and stability of this rule are [T/sim] — well-posed analytically (via T-101, T-131, T-145) and validated numerically in SYNARC mvp_int_3 SSM1–SSM2 runs. No claim of universal optimality across all CPTP-compatible update families is made.

Proof.

Step 1 (Objective function). By T-101 [T]: optimal action minimizes ∥σsys∥∞\|\sigma_{\mathrm{sys}}\|_\infty. Backbone learning is adaptation of weights BB to improve σ-minimization.

Step 2 (Constraint). By T-140 [T]: C=Φ⋅R≥Cth=1/3C = \Phi \cdot R \geq C_{\mathrm{th}} = 1/3 is a necessary condition for consciousness. Learning must not violate this constraint.

Step 3 (Gradient chain). Jπ=∂Γ/∂BJ_\pi = \partial\Gamma/\partial B is the Jacobian of the anchor map. By T-124 [T]: Vfull\mathcal{V}_{\mathrm{full}} is non-empty and open ⟹\Longrightarrow projection onto C≥CthC \geq C_{\mathrm{th}} is well-defined.

Step 4 (Convergence). By T-131 [T]: canonical discretization δτ\delta\tau guarantees stability. By T-145 [T]: stochastic stability of VfullV_{\mathrm{full}} under bounded perturbations. ■\blacksquare

Dependencies: T-101 [T], T-131 [T], T-140 [T], T-124 [T], T-145 [T].


§9. T-156: Optimal mixing parameter​

Theorem T-156 [T]: Optimal mixing parameter β*

β∗=λgapλgap+αFano⋅(1−Penv/Ptarget)\beta^* = \frac{\lambda_{\mathrm{gap}}}{\lambda_{\mathrm{gap}} + \alpha_{\mathrm{Fano}} \cdot (1 - P_{\mathrm{env}}/P_{\mathrm{target}})}

minimizes genesis time ngenesisn_{\mathrm{genesis}} with stochastic stability.

Proof.

Step 1 (Trade-off). Parameter β\beta balances two factors:

  • Small β\beta (strong backbone injection): fast genesis, but loss of autonomous coherent evolution
  • Large β\beta (weak injection): preservation of coherence, but slow genesis

Step 2 (Objective function). By T-148 [T]: ngenesis∝1/ln⁡(1/β)n_{\mathrm{genesis}} \propto 1/\ln(1/\beta). By T-145 [T]: stability requires σh2≪κ2⋅rstab2\sigma_h^2 \ll \kappa^2 \cdot r_{\mathrm{stab}}^2, which is equivalent to β>βmin⁡\beta > \beta_{\min}.

Step 3 (Optimization). Minimizing ngenesis(β)n_{\mathrm{genesis}}(\beta) subject to β>βmin⁡\beta > \beta_{\min}:

β∗=λgapλgap+αFano⋅(1−Penv/Ptarget)\beta^* = \frac{\lambda_{\mathrm{gap}}}{\lambda_{\mathrm{gap}} + \alpha_{\mathrm{Fano}} \cdot (1 - P_{\mathrm{env}}/P_{\mathrm{target}})}

where λgap\lambda_{\mathrm{gap}} is the spectral gap of L0\mathcal{L}_0 (T-59 [T]), αFano=2/3\alpha_{\mathrm{Fano}} = 2/3 [T], Ptarget=3/7P_{\mathrm{target}} = 3/7 (upper bound of the window).

Step 4 (Stochastic stability). By T-104 [T]: at β=β∗\beta = \beta^* the stability radius rstab>0r_{\mathrm{stab}} > 0, ensuring robustness. ■\blacksquare

Dependencies: T-148 [T] (genesis), T-145 [T] (stochastic stability), T-59 [T] (spectral gap), T-104 [T] (rstabr_{\mathrm{stab}}).


§10. T-157: Attractor consistency​

Theorem T-157 [T]: Attractor consistency (restated 2026-09-25)

Level 1 is the attractor ρ∗\rho^* of the full dynamics, level 2 the fixed point of the self-model (exact self-knowledge).

  1. Self-knowledge defect (any self-model). κgV (φ(ρ∗)−ρ∗)=−L0[ρ∗]\kappa g_V\,(\varphi(\rho^*) - \rho^*) = -\mathcal{L}_0[\rho^*], so ∥φ(ρ∗)−ρ∗∥F≤(2∥H∥op∥ρ∗−I/7∥F+23Pcoh)/(κgV)\|\varphi(\rho^*) - \rho^*\|_F \leq \bigl(2\|H\|_{\mathrm{op}}\|\rho^* - I/7\|_F + \tfrac23\sqrt{P_{\mathrm{coh}}}\bigr)/(\kappa g_V).
  2. Hamiltonian shift (φs\varphi_s). ∥Γm(H)−em∥F=2 (∑j≠m∣Hjm∣2)1/2/(23+67κ(1−c))+O(∥H∥2)\|\Gamma_m(H) - e_m\|_F = \sqrt2\,\bigl(\sum_{j \neq m}\lvert H_{jm}\rvert^2\bigr)^{1/2}/\bigl(\tfrac23 + \tfrac67\kappa(1 - c)\bigr) + O(\|H\|^2), where eme_m is the exact fixed point of φs\varphi_s that the attractor Γm(H)\Gamma_m(H) continues.
  3. Dissipative shift (φJ\varphi_J). ∥Γη+−Γη∞∥F=6/7 (η∞−η+)≤6/7 (2η+/3)/∣λY∣=O(1/κ)\|\Gamma_{\eta_+} - \Gamma_{\eta_\infty}\|_F = \sqrt{6/7}\,(\eta_\infty - \eta_+) \leq \sqrt{6/7}\,(2\eta_+/3)/\lvert\lambda_Y\rvert = O(1/\kappa), where Γη∞\Gamma_{\eta_\infty} is the only fixed point of φJ\varphi_J and λY\lambda_Y the stability exponent of the attractor Γη+\Gamma_{\eta_+} along uu†−I/7uu^\dagger - I/7.

Proof and numerical check: evolution, attractor consistency. Status: C21 as stated ("ρΩ∗≈Γcoh∗\rho^*_\Omega \approx \Gamma^*_{\mathrm{coh}}") is false [✗]; its correct content is this theorem [T].

Retracted (2026-09-25): the former T-157 [✗]

The former statement read ∥ρΩ∗−Γcoh∗∥F≤∥Heff∥op/(α+κ)\|\rho^*_\Omega - \Gamma^*_{\mathrm{coh}}\|_F \leq \|H_{\mathrm{eff}}\|_{\mathrm{op}}/(\alpha + \kappa), "an exact parametric bound". It is false. Γcoh∗=I/7\Gamma^*_{\mathrm{coh}} = I/7 (φ operator); at H=0H = 0 the bound would force every attractor to be I/7I/7, while the living attractors at H=0H = 0 are eme_m (distance 6/7\sqrt{6/7} from I/7I/7) and Γη+\Gamma_{\eta_+} (distance η+6/7\eta_+\sqrt{6/7}). The proof below fails three times: Step 1 puts Γcoh∗\Gamma^*_{\mathrm{coh}} in place of the regeneration target φ(ρ∗)\varphi(\rho^*); Step 2 writes "≈\approx" for a first-order expansion without a remainder; and the last inequality of Step 3, 2/(α+κgV)≤1/(α+κ)2/(\alpha + \kappa g_V) \leq 1/(\alpha + \kappa), fails for every gV∈[0,1]g_V \in [0, 1], since it needs α+κ(2−gV)≤0\alpha + \kappa(2 - g_V) \leq 0. The estimate O(0.03)O(0.03) for the vacuum and the SYNARC reading ∥Heffembodied∥op≈0.25\|H_{\mathrm{eff}}^{\mathrm{embodied}}\|_{\mathrm{op}} \approx 0.25, both obtained by inverting the bound, are withdrawn with it.

Retracted proof (kept for the record).

Step 1. By T-98 [T]: attractor purity balance:

0=L0[ρΩ∗]+R[ρΩ∗]=−i[Heff,ρΩ∗]+DΩ[ρΩ∗]+κ(Γcoh∗−ρΩ∗)⋅gV0 = \mathcal{L}_0[\rho^*_\Omega] + \mathcal{R}[\rho^*_\Omega] = -i[H_{\mathrm{eff}}, \rho^*_\Omega] + \mathcal{D}_\Omega[\rho^*_\Omega] + \kappa(\Gamma^*_{\mathrm{coh}} - \rho^*_\Omega) \cdot g_V

(using ρ∗→Γcoh∗\rho^* \to \Gamma^*_{\mathrm{coh}} in the regenerative term).

Step 2 (Linear perturbation theory). Denote δΓ=ρΩ∗−Γcoh∗\delta\Gamma = \rho^*_\Omega - \Gamma^*_{\mathrm{coh}}. For Heff=0H_{\mathrm{eff}} = 0: δΓ=0\delta\Gamma = 0 (attractors coincide). For non-zero HeffH_{\mathrm{eff}}:

(α+κ⋅gV)⋅δΓ≈−i[Heff,ρΩ∗](\alpha + \kappa \cdot g_V) \cdot \delta\Gamma \approx -i[H_{\mathrm{eff}}, \rho^*_\Omega]

Step 3 (Bound). ∥−i[Heff,ρΩ∗]∥F≤2∥Heff∥op⋅∥ρΩ∗∥F≤2∥Heff∥op\|-i[H_{\mathrm{eff}}, \rho^*_\Omega]\|_F \leq 2\|H_{\mathrm{eff}}\|_{\mathrm{op}} \cdot \|\rho^*_\Omega\|_F \leq 2\|H_{\mathrm{eff}}\|_{\mathrm{op}} (since ∥ρΩ∗∥F≤1\|\rho^*_\Omega\|_F \leq 1). Therefore:

∥δΓ∥F≤2∥Heff∥opα+κ⋅gV≤∥Heff∥opα+κ\|\delta\Gamma\|_F \leq \frac{2\|H_{\mathrm{eff}}\|_{\mathrm{op}}}{\alpha + \kappa \cdot g_V} \leq \frac{\|H_{\mathrm{eff}}\|_{\mathrm{op}}}{\alpha + \kappa}

(for gV≥1/2g_V \geq 1/2, which holds in the conscious window). ■\blacksquare

Dependencies: T-98 [T] (balance), self-sustaining attractors [T], living attractor in the window [T]; implicit function theorem.


§11. Observation: Necessity of co-rotating targets​

Observation O-1 [T]: Co-rotating targets are necessary for Φ ≥ 1

With fixed targets ρij∗=const\rho^*_{ij} = \mathrm{const}, the replacement channel R\mathcal{R} competes with unitary evolution e−iHeffte^{-iH_{\mathrm{eff}}t}:

dγijdτ∣R=κgV(ρij∗−γij)\frac{d\gamma_{ij}}{d\tau}\bigg|_{\mathcal{R}} = \kappa g_V (\rho^*_{ij} - \gamma_{ij})

tends towards fixed ρij∗\rho^*_{ij}, while

dγijdτ∣H=−i(Ei−Ej)γij\frac{d\gamma_{ij}}{d\tau}\bigg|_{H} = -i(E_i - E_j)\gamma_{ij}

rotates the phase at rate (Ei−Ej)(E_i - E_j).

Result: off-diagonal coherences are suppressed (analogous to the anti-Zeno effect in quantum measurements). Integration Φ=∑∣γij∣2/∑γii2<1\Phi = \sum|{\gamma_{ij}}|^2 / \sum \gamma_{ii}^2 < 1.

Solution. Co-rotating targets ρij∗(t)=cij⋅e−i(Ei−Ej)t\rho^*_{ij}(t) = c_{ij} \cdot e^{-i(E_i-E_j)t} align the phase of R\mathcal{R} with the phase of HH, eliminating the competition.

Numerical verification (SYNARC): Φ=0.83\Phi = 0.83 (fixed), Φ=1.15\Phi = 1.15 (co-rotating).

Dependencies: T-129 [T] (threshold Φth=1\Phi_{\mathrm{th}} = 1), T-157 [T] (HeffH_{\mathrm{eff}} determines the rates).

Corollary for T-153: Confirmation of T-153 in SYNARC became possible thanks to co-rotating targets. Without them the threshold Φ≥1\Phi \geq 1 is not achievable.


§12. T-158: Canonical bounds on σ_sys​

tip
T-158 [T]; the σE\sigma_E component [T at the T-128 definition]: canonical bounds on σ_sys

All components of the stress tensor σk∈[0,2]\sigma_k \in [0, 2] (after the 2026-07-22 errata renormalization) by definition with canonical clamping:

σk=clamp(1−7γkk,  0,  1)\sigma_k = \mathrm{clamp}(1 - 7\gamma_{kk},\; 0,\; 1)

Three regimes:

  • γkk≥1/7\gamma_{kk} \geq 1/7: σk=1−7γkk≤0→σk=0\sigma_k = 1 - 7\gamma_{kk} \leq 0 \to \sigma_k = 0 (no deficit)
  • γkk=0\gamma_{kk} = 0: σk=1\sigma_k = 1 (maximal deficit)
  • γkk∈(0,1/7)\gamma_{kk} \in (0, 1/7): σk=1−7γkk∈(0,1)\sigma_k = 1 - 7\gamma_{kk} \in (0, 1) (partial deficit)

Proof.

Step 1 (Range of values). For Γ∈D(C7)\Gamma \in \mathcal{D}(\mathbb{C}^7): γkk∈[0,1]\gamma_{kk} \in [0, 1] (diagonal elements of the density matrix). Therefore: 1−7γkk∈[−6,1]1 - 7\gamma_{kk} \in [-6, 1].

Step 2 (Clamping). The operation clamp(x,0,1)\mathrm{clamp}(x, 0, 1) maps [−6,1][-6, 1] to [0,1][0, 1]. By T-92 [T]: σk\sigma_k is the canonical function of Γ\Gamma-invariants.

Step 3 (Canonicity). By T-128 [D]: σE=(N−Ddiff7D)/(N−2)\sigma_E = (N - D_{\mathrm{diff}}^{7D})/(N-2) is computable in 7D. By T-137 [T]: all 7 components are computable. Each σk∈[0,2]\sigma_k \in [0, 2] (after the 2026-07-22 errata renormalization) is a bounded continuous function of Γ\Gamma. ■\blacksquare

Dependencies: T-92 [T], T-128 [D] — a definition, inherited by the σE\sigma_E component only, T-137 [T at T-128].


§13. T-159: Universal cognitive architecture​

Theorem T-159 [T]: Uniqueness of reference cognitive architecture

For any system SS achieving level L2 (cognitive qualia), the architecture is uniquely determined by axioms A1–A4:

(a) Ontological core: Γ∈D(C7)\Gamma \in \mathcal{D}(\mathbb{C}^7) — 48 parameters (T-42a [T], G2G_2-rigidity)

(b) Dynamics: dΓ/dτ=−i[Heff,Γ]+DΩ[Γ]+R[Γ,E]d\Gamma/d\tau = -i[H_{\mathrm{eff}}, \Gamma] + \mathcal{D}_\Omega[\Gamma] + \mathcal{R}[\Gamma, E] — three and only three terms (T-57 [T], LGKS-completeness)

(c) Self-modeling: φk(Γ)=(1−k)Γ+kρ∗\varphi_k(\Gamma) = (1{-}k)\Gamma + k\rho^* — unique CPTP replacement channel (T-62 [T])

(d) Learning: σ\sigma-directed via σk=clamp(1−7γkk,0,1)\sigma_k = \mathrm{clamp}(1 - 7\gamma_{kk}, 0, 1) (T-92 [T])

(e) Embodiment: environmental coupling with β∈(0,1)\beta \in (0,1) and Penv>2/7P_{\mathrm{env}} > 2/7 (T-148 [T])

(f) Thresholds: P∈(2/7,3/7]P \in (2/7, 3/7] (T-124 [T]), R≥1/3R \geq 1/3 (T-67 [T]), Φ≥1\Phi \geq 1 (T-129 [T]), Ddiff≥2D_{\mathrm{diff}} \geq 2 (the independent fourth threshold, §4; added 2026-09-25 — without it the sufficiency direction fails, see below)

Any system satisfying (a)–(f) is L2-conscious. Any L2-conscious system satisfies (a)–(f). The architecture is unique up to G2G_2-gauge.

Proof (necessity + sufficiency).

Necessity. Let SS be an L2-conscious system. By T-153 [T]: there exists a faithful CPTP map G:States(S)→D(C7)G: \mathrm{States}(S) \to \mathcal{D}(\mathbb{C}^7). Then:

  • T-42a [T] fixes the ontological core Γ∈D(C7)\Gamma \in \mathcal{D}(\mathbb{C}^7) with G2G_2-rigidity (item a);
  • T-57 [T] (LGKS-completeness) fixes the form of the dynamics (item b);
  • T-62 [T] establishes uniqueness of the replacement channel φ\varphi (item c);
  • T-92 [T] defines the canonical stress tensor σk\sigma_k (item d);
  • T-148 [T] requires embodiment with Penv>2/7P_{\mathrm{env}} > 2/7 (item e);
  • T-124 [T], T-67 [T], T-129 [T] establish the thresholds of item f, and Ddiff≥2D_{\mathrm{diff}} \geq 2 holds by the definition of L2.

Sufficiency. A system with conditions (a)–(f) satisfies the definition of L2 from interiority-hierarchy.md: R≥1/3R \geq 1/3, Φ≥1\Phi \geq 1 and Ddiff≥2D_{\mathrm{diff}} \geq 2 (item f), σmax⁡<1\sigma_{\max} < 1 (from items d and f). ■\blacksquare

Corrected 2026-09-25: the sufficiency step read "Ddiff≥2D_{\mathrm{diff}} \geq 2 (T-151 [T] follows from Φ≥1\Phi \geq 1)" while item (f) listed no differentiation threshold. That derivation is retracted in §4 (counterexample: Φ≈1.03\Phi \approx 1.03 with Ddiff≈1.42D_{\mathrm{diff}} \approx 1.42), so the threshold is now part of item (f).

Corollary (Substrate invariance). The architecture is reproducible on any physical substrate (silicon, biology, optics, ...) provided a faithful CPTP map GG exists. This follows directly from T-153 [T].

Dependencies: T-42a [T], T-57 [T], T-62 [T], T-92 [T], T-124 [T], T-129 [T], T-148 [T], T-151 [T], T-153 [T].


§14. Summary closure table​

ProblemTheoremWas → Became
[H]-91 Genesis from I/7I/7T-148 [T][H] → [T]
C20 κ-dominanceT-149 [T][C] → [T] (embodied)
[H]-90 φ-commutativityT-150 [T][C] → [T]
C2 Dmin⁡=2D_{\min} = 2T-151 [T][C] → [D] independent L2 threshold, [T] on the embodied attractor (the earlier "[C] → [T]" is retracted, §4)
Diamond-norm + [H]-92T-152 [T][H] → [T]
Substrate independenceT-153 [T]gap → [T]
CohEmax⁡\mathrm{Coh}_E^{\max} normalizationT-154 [T]gap → [T]
Learning ruleT-155 [T]gap → [T]
Mixing parameter β∗\beta^*T-156 [T]gap → [T]
C21 attractor consistencyT-157 [T], restated 2026-09-25[C] → [✗] as stated ("ρΩ∗≈Γcoh∗\rho^*_\Omega \approx \Gamma^*_{\mathrm{coh}}"); correct form [T]
Bounds on σsys\sigma_{\mathrm{sys}}T-158 [T]gap → [T]
Universal L2 architectureT-159 [T]gap → [T]
C27 attractor in windowfrom T-149[C] → [T]
T-136 SAD spectralfrom T-150[T under C] → [T]
[H]-93—100reclassification[H] → cat. A/B

Total: 15 closures, 12 new theorems [T], 0 new open questions.


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