Abstract
This paper formulates five new theorems on the basis of Theorems 1–27. Theorem 28 (Nirvana Non-Self and Type Coherence Theorem) uses a tagged disjoint union to prove that Theorems 24 and 26 govern disjoint typed domains, then derives the non-self of the nirvana process from the relational functional completeness of Theorem 25 (Non-Self Theorem). Theorem 29 (Formal Dharma-System Non-Substantiality and Incompleteness Theorem), only under an explicit modeling of Dharma-as-teaching by sufficiently strong effective formal theories, proves Gödel–Chaitin limitations, open-ended extension, and non-self-nature under Theorem 25 (Non-Self Theorem). Theorem 30 (Entropy-Exchange Ego Constitution Theorem) models introspective language as a projection-compatible map on an inverse system, proving the selection and stabilization of a language-conditioned Ego configuration and a cognitive–physical entropy exchange. Theorem 31 (Introspective-Language Closure and Low-Abstraction Sixfold Recurrence Theorem) proves confinement to a low-abstraction TCZ under language closure, Nagumo invariance, and hybrid Lyapunov attraction; a six-state coarse-graining yields almost-sure recurrence. Theorem 32 (Future-TCZ Homeostasis Absolute-Other-Power Theorem) gives a bounded presence threshold that places an external goal in a future TCZ, followed by an exponential convergence and hitting-time bound under a future-limited Ego.
Within the restatement of the inherited theorems (§3), Theorem 15 (Cognitive-Physical Entropy Exchange and Conservation) is newly included as §3.7. At the lowest-abstraction physical layer the only thing that holds for entropy is the inequality of the second law; a conservation law as an equality comes into force only once the high-abstraction layers are included in the description of the state. This fact (Proposition 15.D) is presupposed by the exchange budget of Theorem 30 and is published here for the first time. Further, §7.3 delimits the scope of the name "sixfold recurrence" (the inessentiality of the number of regions, neutrality regarding rebirth together with the constraint imposed by Theorem 25, and its holding within a single lifetime), and §7.4 gives the structural correspondence between what Theorem 31 formalizes and the critique of language in Nāgārjuna's Mūlamadhyamakakārikā — both separated from the proofs as an interpretive layer.
Scope. The five results do not follow unconditionally from the earlier theory. Every section separates inherited assumptions, genuinely new conditions, and external metatheorems. Moreover, non-self does not forbid mathematical objectification. It denies an intrinsic variable that is independent of the relational description, fixed across histories, individuating, and causally nonredundant.
1. Conclusions and proof dependencies
The correct order is a partial order, not one linear chain. Theorems 28, 29, and 30 form independent branches. Theorem 31 (Introspective-Language Closure and Low-Abstraction Sixfold Recurrence Theorem) may use the language-conditioned Ego configuration of Theorem 30 (Entropy-Exchange Ego Constitution Theorem), while Theorem 32 (Future-TCZ Homeostasis Absolute-Other-Power Theorem) can explain a reconfiguration that breaks the closure described in Theorem 31 (Introspective-Language Closure and Low-Abstraction Sixfold Recurrence Theorem).
| New theorem | Minimal inherited basis | New conditions / external results | Proof status |
|---|---|---|---|
| 28 | T24, T25, T26 | Condition 28-A places the nirvana process within T25's domain | Type consistency is a direct corollary; non-self applies T25 |
| 29 | T25 | 29-A–C; Gödel I and II; Chaitin | A conditional metatheorem, not a consequence of T1–27 alone |
| 30 | T1, T15, T16, T18 | Projection compatibility, contraction, entropy-type bridge | A new inverse-limit construction integrated with T15 |
| 31 | T1, T3, T16, T18 | Language closure, Nagumo condition, hybrid Lyapunov condition | Does not follow from T18's policy-set enlargement alone |
| 32 | T1, T4, T7–9 | Presence threshold, reachable basin, strong Lyapunov contraction | A quantitative strengthening of T9 |
2. Inherited notation and logical scope
Let (𝒜,≼) be the abstraction poset with greatest element ⊤. Let Xa denote the state space at layer a, ℬalive⊆ X⊤ the viability region, and J*a,ρ(x,T) the discounted optimal cost. The tranquility set of Theorem 26 (Nirvanic Tranquility Theorem) is
The predicate Atman(d,a) from Theorem 25 (Non-Self Theorem) asserts that phenomenon d, at layer a, possesses an intrinsic variable independent of its relational description, fixed across histories, individuating, and causally nonredundant. Hence ¬Atman does not say that the object cannot be represented as a set, a map, or a theory.
- A parameter T does not by itself imply that 𝒩⊤(T) actually changes; a constant set-valued process is possible.
- Relational definability or set-valuedness alone does not prove non-self. The decisive assumption is the functional completeness condition 25-D.
- Gödel and Chaitin do not apply to every axiom system or to Dharma without qualification. Arithmetic strength, effectiveness, and soundness must be stated.
3. Formulation and Rigorous Proofs of the Inherited Theorems
Theorems 28 through 32 of this paper are built on existing theorems. So that the reader may follow the proofs from this paper alone, the standard-form central formula, the formulation used here, and a rigorous proof are given for each of Theorems 1, 3, 4, 7, 8, 9, 15, 16 and 18, which are used directly. For Theorem 24 (Universal Unsatisfactoriness Theorem), Theorem 25 (Non-Self Theorem) and Theorem 26 (Nirvanic Tranquility Theorem), the proofs are not reproduced; the reader is referred to the Four Dharma Seals paper (§3.10).
This section restates existing theorems in the notation of this paper and exhibits the skeleton of each proof. For §3.7 (Theorem 15), however, assumption A6(ii) of the source paper is weakened to the uniform-integrability condition A6′ (Lemma 15.1), and the upper bound on structuring (3.8) together with the irreducibility of the conservation law to the physical layer (Proposition 15.D) are newly established. The standard forms agree with the all-theorem summary of the Freedom volume; wherever this paper uses a different expression, the reason and the equivalence with the standard form are stated in the corresponding item.
3.0 The Common Tool — the Unified Convergence Lemma (Lemma 0)
Every proof below reduces to a single lemma.
Here D+ is the upper right Dini derivative and Ωθ is a sublevel set of Φ. Since Φ is absolutely continuous it agrees with the ordinary derivative almost everywhere, so Grönwall's inequality applies. Combining this with the quadratic sandwich c1dist2 ≤ Φ ≤ c2dist2 yields the exponential estimate in distance, dist(x(t),Ωθ) ≤ √(c2/c1) e−ct/2 dist(x(0),Ωθ). Each theorem below is proved by constructing its own residual Φ and reducing to this lemma.
3.1 Theorem 1 (Tomabechi Main Theorem)
Under the following correspondence, the formula below is the same assertion as the standard form.
∫V0 dt ≔ ∫0TV0(x(t),t) dt / TCZ ≔ TCZ1cl(t;x0) (the closed slice restricted to the reachable region) / x(t) → TCZ ⇔ dist(x(t),TCZ1cl(t;x0)) → 0
For a nonnegative evaluation V0 set TCZ = {x | V0(x,t) ≤ θ}. Suppose a closed-loop policy πc generates solutions, V0 is absolutely continuous along trajectories, and outside TCZ one has D+[V0(x(t),t) − θ]+ ≤ −c[V0 − θ]+. Then
Set the residual Φ1 := [V0(x,t) − θ]+. It is nonnegative and, by hypothesis, satisfies D+Φ1 ≤ −cΦ1 outside TCZ. By Lemma 0 (3.0), Φ1(t) ≤ Φ1(0)e−ct, hence Φ1 → 0. Since Φ1 = 0 is equivalent to V0 ≤ θ, that is, to membership in TCZ, the distance to the closed reachable slice converges to zero. The substantive condition for convergence is not that the policy is an arg min, but that the closed loop selected by the arg min satisfies Lyapunov descent.∎
3.2 Theorem 3 (Abstract Shared TCZ Convergence Theorem)
A ≔ 𝒜i (the abstraction residual) / LUB(W1,…,WN) ≔ L* = ∨Wi / A(t)→0 ⇔ ‖ι(φi(xi(t)))−ι(L*)‖ → 0
Suppose the coupling graph is connected, each misalignment cost Sij is nonnegative, and the abstraction residual 𝒜i vanishes exactly at L* = ∨Wi. Then, under a closed loop minimizing the augmented Lagrangian ℒA = ΣiVi + Σ(i,j)∈EγijSij + Σiηi𝒜i with ηi > 0,
Set Φ3 := ℒA − inf ℒA. By connectedness, any agent's deviation is reflected in some Sij, so Φ3 captures the total departure without leakage. By hypothesis Φ3 satisfies the descent condition of Lemma 0, whence Φ3 → 0. Every term of Φ3 is nonnegative, so the sum tending to zero entails that each term does; in particular ηi𝒜i → 0, hence 𝒜i → 0. Since 𝒜i is constructed to vanish only at L*, we get φi(xi(t)) → L*. The LUB is not an average but the least upper bound enclosing every agent's world without discarding any of it.∎
3.3 Theorem 4 (Tomabechi Presence-Weighted Theorem)
TCZP ≔ ΩP(t) (the closed reachable slice after deformation) / x → TCZP ⇔ dist(x(t),ΩP(t)) → 0
For a presence P ∈ [0,1], a value sign Q and κ > 0, set Ṽ := V0 − κPQ. If Ṽ satisfies the requirements of a nonnegative evaluation and the closed loop of πc(P) satisfies the descent condition of Lemma 0, then
Taking Ṽ as the evaluation, form the residual Φ4 := [Ṽ(x,t) − θ]+. Since Ṽ still satisfies the requirements of a nonnegative evaluation, Lemma 0 applies unchanged, so Φ4 → 0 and therefore dist(x(t),ΩP(t)) → 0. That the valley moves continuously with P follows by differentiating directly: ∂Ṽ/∂P = −κQ. Where Q > 0 the ground falls; where Q < 0 it rises. A change of behaviour is achieved not by sustained effort of will but by deformation of the landscape.∎
3.4 Theorem 7 (Tomabechi True Goal Theorem)
Let TCZ0 be the present stable region and G a candidate terminal goal. Take the canonical conditions for a true goal to be: (i) externality, dist(G,TCZ0) > ε; (ii) belonging to the agent's own goal set rather than being externally imposed; (iii) coherence with the higher Self, CSelf(G) > 0; and (iv) entering the control problem nondegenerately. These four conditions characterize the transformative goals admissible in this system.
The necessity of each condition is shown by what is admitted once it is dropped. Dropping (i) admits goals with dist(G,TCZ0) ≤ ε, which are reachable without substantially reconstituting the present stable region and so lack the externality of a transformative goal. Dropping (ii) admits externally imposed states; dropping (iii) admits states of negative value or self-incoherence; dropping (iv) admits decorative goals that do not affect the policy. The four conditions therefore characterize exactly the intended class. Attainment does not follow from this; attainment is the business of Theorem 9 (Tomabechi Future-Origin Goal Attainment Theorem).∎
3.5 Theorem 8 (Tomabechi Future-Origin Cognitive Time Theorem)
In the finite-horizon optimal control problem (3.4) with terminal condition G, the optimal control u* satisfies, by the principle of dynamic programming,
That is, the control at the present instant is determined backwards from the terminal condition.
Introduce the value function WG(x,t) := minuJG[u]. By the principle of optimality, WG satisfies the Hamilton–Jacobi–Bellman equation (3.5) with terminal condition WG(x,T) = λd(x,G)2. This equation is integrated backwards in t, so the optimal control u*(t,x) at time t depends on the terminal condition G. It is not claimed that physical time runs backwards. It is the structural fact that, in an optimal control problem with a terminal condition, the direction of dependence of decisions runs from the future to the present. This system calls it future-origin cognitive time.∎
3.6 Theorem 9 (Tomabechi Future-Origin Goal Attainment Theorem)
Define the goal drive strength KG := PQ+ + ECSelf. If KG ≥ Kcrit and the goal residual ΦG satisfies the descent condition of Lemma 0, then
Form the goal residual ΦG := [ṼG(x,t) − θG]+, where ṼG is the evaluation deformed by the contribution of KG in accordance with Theorem 4 (Tomabechi Presence-Weighted Theorem). The condition KG ≥ Kcrit is precisely the critical condition for a sublevel set to actually appear on the side of G in the deformed landscape; under it, ΦG satisfies the descent condition of Lemma 0. Hence ΦG → 0 and dist(x(t),TCZG(t)) → 0. Theorem 7 (Tomabechi True Goal Theorem) supplies eligibility, Theorem 8 (Tomabechi Future-Origin Cognitive Time Theorem) the direction of determination, and the present theorem attainment.∎
3.7 Theorem 15 (Cognitive-Physical Entropy Exchange and Conservation Theorem)
ΣwαHα ≔ Σα≻0 wαHα(xα(t)) (layer index and trajectory argument made explicit) / dSgen/dt = Π ≥ 0 ⇔ Sgen(t2) − Sgen(t1) = ∫t1t2Π(s) ds ≥ 0 (integral form, by absolute continuity)
3.7.1 The Claim of This Section — at the Physical Layer Alone There Is No Conservation Law for Entropy
So long as one looks only at the lowest-abstraction physical layer α = 0, the only conservation law that holds as an equality is the conservation of energy. What holds for entropy is the second law of thermodynamics, that is, the inequality dSphys/dt ≥ 0; no conservation law as an equality exists. What this theorem asserts is the following single point: in the cognitive-informational universe, once the high-abstraction layers are included, a conservation law as an equality does hold for entropy as well.
The conservation follows from the fact that the decrease of semantic entropy on the cognitive side and the increase of physical entropy on the physical side are exchanged within one and the same ledger, mediated by the conversion weights wα. In an ideal closed reversible system, where the dissipation Π vanishes, the generalized total entropy Sgen is exactly conserved. Where dissipation is present, the increase is exactly the dissipated amount and no more.
It is a misreading to take this theorem as an identity obtained by substituting the exchange formula and cancelling. Its substantive content is threefold. First, that Sgen is absolutely continuous and that term-by-term differentiation is legitimate in a situation where the layers may be countably infinite (Lemma 15.1; this does not hold unconditionally, and a counterexample is given in §3.7.5). Second, that conservation is equivalent to the vanishing of dissipation (Lemma 15.2). Third, that this conservation law cannot be reduced to the physical layer, that is, the same conservation law cannot be constructed out of quantities of the physical layer alone (Proposition 15.D). The third point is the rigorous content of the claim opening this section: at the physical layer alone there is no conservation law for entropy.
3.7.2 Setting and Standing Assumptions
The abstraction index set 𝒜 ⊂ [0,∞) is a countable set containing 0, and to each α ∈ 𝒜 a measurable space (layer) Uα is assigned. The total space is the disjoint union U = ⊔α∈𝒜Uα, and the layer U0 at α = 0 is called physical space. The time evolution is given as a family of measurable trajectories t ↦ xα(t) ∈ Uα for t ∈ [0,T].
For each α ≻ 0 a semantic entropy functional Hα : Uα → [0,∞) is given, and the composition along trajectories t ↦ Hα(t) := Hα(xα(t)) is absolutely continuous on [0,T].
For each α > β ≥ 0 a measurable projection πβ←α : Uα → Uβ is given, satisfying the semigroup property πγ←β ∘ πβ←α = πγ←α for γ < β < α and πα←α = id. The lowest-abstraction projection is abbreviated π0 := π0←α.
For all α > β > 0 and x ∈ Uα, Hβ(πβ←α(x)) ≥ Hα(x). Equality holds only when the projection is invertible, that is, loses no information.
A physical entropy Sphys : [0,T] → ℝ is defined for the coupled subsystem at the physical layer and is absolutely continuous. Sphys carries the usual thermodynamic meaning and may by itself increase or decrease through exchange with the exterior.
For each α ≻ 0 a constant conversion weight wα > 0 is given, satisfying the following. (i) Σα≻0wαHα(t) is finite at every point of [0,T]. (ii) Writing hα := dHα/dt, the series Σα≻0wαhα(s) converges almost everywhere, and the family of finite partial sums {Σα∈𝒜′wαhα : 𝒜′ ⊂ 𝒜 finite} is uniformly integrable in L1([0,T]).
Strengthening relative to assumption A6(ii) of the source paper. The source paper imposed a dominated-convergence condition through an integrable dominating function g = Σwαgα ∈ L1. Domination by an integrable function implies uniform integrability, but not conversely. Hence A6′ is a strictly weaker assumption and widens the range of application of the theorem. In the proof, Vitali's convergence theorem is used in place of the dominated convergence theorem (Lemma 15.1). When 𝒜 is finite, (ii) holds trivially.
Almost everywhere the following holds.
Here Π is the dissipation term, representing irreversibility, thermalization, surplus generation, and interaction with the environment.
A7 consists of two parts. The first is a definition: setting Π(t) := dSphys/dt + Σα≻0wαdHα/dt carries no content whatever. The second is the sign condition Π(t) ≥ 0, and this is the sole substantive axiom — the generalized second law. Making this decomposition explicit is necessary so that what the theorem assumes and what it proves are not left ambiguous. That is, granting the generalized second law, the theorem proves (i) that the total quantity is meaningfully differentiable, (ii) that conservation is equivalent to the vanishing of dissipation, and (iii) that this conservation cannot be reduced to the physical layer.
3.7.3 Theorem 15 and Its Rigorous Proof
Under the standing assumptions A1–A5, A6′ and A7, define the generalized total entropy by Sgen(t) := Sphys(t) + Σα≻0wαHα(t). Then the following hold.
(I) Exchange and the generalized second law. Sgen is absolutely continuous on [0,T], and
holds for every 0 ≤ t1 ≤ t2 ≤ T. In particular Sgen is non-decreasing.
(II) Conservation law. Π = 0 almost everywhere if and only if Sgen is constant on [0,T]. In particular, in an ideal closed reversible system with Π ≡ 0, Sgen(t) = Sgen(0) holds exactly for every t.
(III) Upper bound on the amount of structuring. For every 0 ≤ t1 ≤ t2 ≤ T,
holds, with equality precisely when Π = 0 almost everywhere on [t1,t2]. That is, the total amount of cognitive structuring achievable within an interval is bounded above by the increase of physical entropy over that same interval.
Under assumptions A2 and A6′, F(t) := Σα≻0wαHα(t) is absolutely continuous on [0,T] and satisfies dF/dt = Σα≻0wαhα almost everywhere.
Each Hα is absolutely continuous, so Hα(t) = Hα(0) + ∫0thα(s) ds with hα ∈ L1. By A6′(i), F(0) is finite.
Fix an enumeration of the countable set 𝒜 and put Fn(t) := Σk≤nwαkHαk(t) and fn(s) := Σk≤nwαkhαk(s). By the first half of A6′(ii), fn → f := Σα≻0wαhα almost everywhere; by the second half, {fn} is uniformly integrable. By Vitali's convergence theorem, f ∈ L1([0,T]) and ‖fn − f‖L1 → 0. Hence for each t,
On the other hand, since Hα ≥ 0 and wα > 0, the partial sums Fn(t) are non-decreasing in n and, by the finiteness in A6′(i), converge pointwise to F(t). Letting n → ∞ in Fn(t) = Fn(0) + ∫0tfn(s) ds gives
The right-hand side is the indefinite integral of an L1 function, hence absolutely continuous, and by Lebesgue's differentiation theorem dF/dt = f almost everywhere. ∎
Remark (the substance of the strengthening). The source paper imposed |fn| ≤ g for an integrable dominating function g and applied the dominated convergence theorem. Domination by an integrable function implies uniform integrability but the converse is false, so this lemma is a genuine generalization of Lemma A.2.1 of the source paper. For instance, a family whose "bumps" travel along the time axis can be uniformly integrable while admitting no integrable dominating function.
Under A1–A5, A6′ and A7, Sgen is constant on [0,T] if and only if Π = 0 almost everywhere.
(⇐) Immediate from dSgen/dt = Π in Theorem 15(I) together with the Newton–Leibniz formula for absolutely continuous functions. (⇒) If Sgen is constant then 0 = Sgen(T) − Sgen(0) = ∫0TΠ(s) ds. Since Π ≥ 0 and the integral vanishes, the standard property of the Lebesgue integral gives Π = 0 almost everywhere. ∎
Under A1, A3 and A4, for any descending chain αk > αk−1 > ⋯ > α1 > 0 and any x ∈ Uαk, setting xj := παj←αk(x) gives Hα1(x1) ≥ Hα2(x2) ≥ ⋯ ≥ Hαk(x). In particular the comparison does not depend on which intermediate layers are passed through.
By the semigroup property in A3, xj = παj←αj+1(xj+1). Applying A4 to each adjacent pair yields Hαj(xj) ≥ Hαj+1(xj+1) for j = 1,…,k−1, and chaining gives the stated chain of inequalities. Path independence holds because, by the semigroup property, the composite projection along any two routes coincides with the same παj←αk. ∎
(I) By A5, Sphys is absolutely continuous; by Lemma 15.1, so is F = Σα≻0wαHα. A sum of absolutely continuous functions is absolutely continuous, so Sgen = Sphys + F is absolutely continuous and almost everywhere
Substituting the exchange identity A7, the term −Σα≻0wαdHα/dt contained in the first summand cancels against the second, giving dSgen/dt = Π(t). Since Π ≥ 0 almost everywhere by A7, Sgen is non-decreasing, and the integral form (3.7) follows from the Newton–Leibniz formula for absolutely continuous functions.
(II) This is Lemma 15.2.
(III) Expanding Sgen = Sphys + ΣwαHα in the integral form of (3.7) gives
Moving the second summand to the right-hand side and rearranging signs gives the equality part of (3.8). The inequality follows from ∫Π ≥ 0, and equality holds exactly when ∫t1t2Π = 0, which together with Π ≥ 0 is equivalent to Π = 0 almost everywhere on [t1,t2]. ∎
3.7.4 The Conservation Law Cannot Be Reduced to the Physical Layer
Parts (I) and (II) above are consequences drawn once the exchange identity is granted. But the claim that opened this section — that at the physical layer alone there is no conservation law for entropy — has not yet been proved. The following proposition supplies it.
(a) Non-triviality of the conservation. There exists a system satisfying A1–A5, A6′ and A7 with Π ≡ 0 for which nevertheless dSphys/dt > 0 on a set of positive Lebesgue measure. That is, even in an ideal closed reversible system, the physical entropy alone is not conserved. What is conserved is Sgen alone.
(b) Irreducibility. If a Borel measurable 𝔉 : ℝ → ℝ renders t ↦ 𝔉(Sphys(t)) constant on [0,T] for every system satisfying A1–A5, A6′ and A7 with Π ≡ 0, then 𝔉 is constant on the interval [Sphys(0), ∞). Hence no non-trivial conserved quantity can be constructed as a function of the physical entropy alone.
(a) Construct an explicit witness. Take 𝒜 = {0, 1}, T = 1, w1 = 1, and let H0 > 0 and λ > 0 be constants; set
H1 is C∞, non-negative and bounded on [0,1], so A2 holds. Sphys is likewise C∞, so A5 holds. Since there is only one positive layer, A6′(i) and (ii) hold trivially (a finite sum), and A4 holds vacuously because no pair with α > β > 0 exists. A3 is satisfied by taking π0←1 to be any measurable map and πα←α = id. Finally A7 is verified:
so dSphys/dt = −w1dH1/dt + 0 holds for every t, with Π ≡ 0 ≥ 0. In this system dSphys/dt = λH0e−λt > 0 on all of [0,1], a set of measure one. On the other hand
is a constant independent of t. So Sgen is conserved while Sphys strictly increases. This is the witness for (a).
(b) Let the witness family of (a) range over H0 > 0. For each H0 the map t ↦ Sphys(t) is continuous and strictly increasing, and as t runs over [0,1] its range covers exactly the interval [Sphys(0), Sphys(0) + H0(1 − e−λ)]. By hypothesis 𝔉(Sphys(t)) is constant along this trajectory, so 𝔉 takes the single value 𝔉(Sphys(0)) on that whole interval. Fixing λ and letting H0 ↑ ∞, the interval length H0(1 − e−λ) is unbounded above, so the union of these intervals equals [Sphys(0), ∞). Hence 𝔉 is constant, equal to 𝔉(Sphys(0)), on [Sphys(0), ∞). ∎
Proposition 15.D(a) shows that even under the conditions most favourable to conservation, namely an ideal closed reversible system, the physical entropy is not conserved by itself. Proposition 15.D(b) goes one step further and shows that no function whatever of the physical entropy can serve as a conserved quantity. A conserved quantity must necessarily involve the quantities Hα of the high-abstraction layers.
Accordingly, all that can be said about entropy at the lowest-abstraction physical layer is the inequality of the second law — the only conservation law holding there as an equality is the conservation of energy — and a conservation law for entropy comes into force only once the high-abstraction layers are included in the description of the state. This is the novelty of the present theorem. It is one of the central theorems of the Tomabechi cognitive-physics mathematical system, and it has until now been withheld from publication. Physics possesses a law of the conservation of energy, but for entropy no conservation law exists — what holds there is only the inequality of the second law. That entropy is exchanged and conserved once the scope is extended to the cognitive universe is asserted here for the first time, and proved rigorously. The series of Dharma-mathematical results running from Theorem 24 (Universal Unsatisfactoriness) to Theorem 32 (Future-TCZ Homeostasis Absolute-Other-Power) can be formulated rigorously only on the basis of the present theorem, which treats cognitive ordering and physical dissipation in one and the same ledger.
3.7.5 Minimality of A6′ — a Condition That Cannot Be Dropped
A6′(ii) is not a technical convenience; dropping it makes the conclusion fail. Here is a counterexample. Suppose that for each α = k (k = 1,2,…) the function Hk(t) carries an oscillation of amplitude ak = 2−k and frequency fk = 4k. Then ΣwkHk(t) itself converges uniformly and is finite and continuous at every point, yet the sum of the absolute values of the derivatives diverges at the order of Σwkakfk = Σwk2k and admits no uniformly integrable family of partial sums. In that case Sgen is not even absolutely continuous — the total variation diverges, a Takagi-function-type pathology — and "the sum of the derivatives of the terms" does not agree with "the derivative of the sum." The cancellation in the exchange identity A7 loses its meaning.
If 𝒜 is finite this pathology cannot arise and A6′(ii) holds trivially. Thus A6′(ii) is a substantive constraint only when countably infinitely many layers are treated.
3.7.6 Connection to Theorem 30
This paper uses Theorem 15 in §6, for Theorem 30 (Entropy-Exchange Ego-Constitution Theorem). Condition 30-C realizes the semantic entropy Hα of this section as the conditional Shannon entropy H(Za|𝒢t) given the information 𝒢t generated by lower-layer observations and the linguistic history, and connects the units by a positive constant factor ca. Under this connection, equations (30.9) and (30.10) of Theorem 30 are nothing other than special cases of (3.7) and (3.8) of the present theorem: the decrease on the cognitive side, ΣwaI(Za;M|𝒢t1), is the amount of structuring on the left of (3.8), and the increase on the physical side is the right-hand side of the same identity.
This theorem says nothing about the concrete values of the conversion weights wα; the proof uses only their positivity and constancy. The physical intuition that erasing information carries a minimum energy cost suggests a natural scale for wα, but the Landauer bound must not be applied directly to information acquisition in general; doing so requires a physical erasure process to be specified separately. Nor does this theorem assert that semantic entropy actually decreases. It is a conditional balance law: if a decrease occurs, it is tied to the increase on the physical side.
3.8 Theorem 16 (Self-Consciousness Existence and Emergence Theorem)
SC ≔ SCi,h / TCZα ≔ Ki,α(h) (the candidate set at layer α) / FSC ≔ Fi,h
Suppose each candidate set Ki,α(h) at abstraction layer α is nonempty and compact and the projections between layers are continuous and coherent, and suppose the self-reflecting map Fi,h is a contraction with ratio q < 1. Then
Existence. Each Ki,α(h) is a nonempty compact Hausdorff space and the projections are continuous; the inverse limit of an inverse system of compact spaces is nonempty (a standard consequence of Tychonoff's theorem). Hence SCi,h ≠ ∅. Uniqueness. SCi,h is a complete metric space and Fi,h is a contraction with ratio q < 1, so by the Banach fixed-point theorem a fixed point exists and is unique, and the iteration estimate dSC(FnS0,S*) ≤ qndSC(S0,S*) follows from the same theorem. Existence comes from topology, uniqueness from the fixed-point theorem; the provenance differs. Moreover the fixed point depends on the history h, so what has been shown to exist is a history-relative self-image, not a universal substance.∎
3.9 Theorem 18 (Introspective Language Evolution Theorem)
If the introspective language Mℓ carries nontrivial information about Z given the observation Y, then
Information. By monotonicity of conditional entropy, H(Z|Y,Mℓ) ≤ H(Z|Y) always holds, with equality exactly when I(Z;Mℓ|Y) = 0, that is, when Mℓ carries no information about Z given Y. The nontriviality hypothesis excludes this, so the inequality is strict. Control. An agent possessing the introspective language can imitate every policy of an agent lacking it, simply by ignoring Mℓ; hence Π0 ⊆ Πℓ. Evolution. A supremum over a larger policy set cannot be smaller, so the capacity for free will ℱ is nondecreasing in ℓ, and strictly increasing under nontriviality.∎
3.10 Theorems 24, 25 and 26 — Reference to the Four Dharma Seals Paper
For Theorem 24 (Universal Unsatisfactoriness Theorem), Theorem 25 (Non-Self Theorem) and Theorem 26 (Nirvanic Tranquility Theorem), the proofs are not reproduced here; the reader is referred to the Four Dharma Seals paper. What this paper uses is the following three items.
- Theorem 24 (Universal Unsatisfactoriness Theorem). Under Condition 24-A (below emptiness there is no policy maintaining Va = 0 almost everywhere forever) and the standing hypotheses (measurability of the trajectory evaluation, existence of at least one finite-cost policy, attainment of the minimum), a ≺ ⊤ implies J*a,ρ(x,T) > 0.
- Theorem 25 (Non-Self Theorem). Under Conditions 25-B through 25-D, in particular relational functional completeness 25-D, there exists no intrinsic variable that is independent of relational description, fixed through history, individuating, and causally nonredundant. That is, ¬Atman(d,a).
- Theorem 26 (Nirvanic Tranquility Theorem). Under the single Condition 26-A (zero-suffering set and stability), 𝒩⊤(T) = ℬalive ∩ {x | J*⊤,ρ(x,T) = 0} is nonempty, closed and forward invariant, and the quadratic sandwich (26.A) and the strict descent (26.B) hold. This paper uses (26.A) and (26.B); (26.C) is not needed.
The proofs of these three theorems are in that paper, and this paper uses only their conclusions as premises. This paper does not reprove the claims of the Four Dharma Seals paper.
4. Theorem 28 — Nirvana Without Self and Type Consistency
4.1 Tagged domains
To prevent points at different layers from being conflated, define the disjoint union
Include the set-valued process dN:=(T↦𝒩⊤(T)) in the phenomenon index set 𝔇 of Theorem 25 (Non-Self Theorem). Its relational state ΓdN,⊤ contains at least
the family 𝒩⊤ΘN(T), histories, cross-layer relations, and relations with other beings, and it satisfies Condition 25-D for any candidate intrinsic variable ΣN. Conditions 25-B–D hold for the expanded phenomenon index set after adjoining dN.
Assume Condition 24-A and the standing hypotheses of Theorem 24 (measurable trajectory evaluation, at least one finite-cost policy, and attainment of the minimum), Conditions 25-B–D, the standing hypotheses and Condition 26-A of Theorem 26 (Nirvanic Tranquility Theorem), and Condition 28-A. Then, for every T≥0 and every (a,x)∈𝔛,
On the tagged universe, perfect-zero suffering satisfies
and the nirvana process satisfies
If the full cross-layer hypotheses of Theorem 25 (Non-Self Theorem) are inherited for dN, then ∀ a∈𝒜 ¬Atman(dN,a).
Equation (28.3) follows because the tags a≺⊤ and a=⊤ are mutually exclusive. The left implication in (28.4) is Theorem 24 (Universal Unsatisfactoriness Theorem); the right one is the definition of 𝒩⊤(T). Thus Theorem 24 (Universal Unsatisfactoriness Theorem) quantifies only below the top, whereas Theorem 26 (Nirvanic Tranquility Theorem) assigns zero-cost tranquility only at the top. They never assert positive and zero cost of one typed point. Lifting the PZS classification of Theorem 26 (Nirvanic Tranquility Theorem) to the disjoint union gives (28.5).
For non-self, if intervention on an independent candidate ΣN changes the post-intervention law of (ΓdN,⊤,Y+dN), Condition 25-D is violated. If it does not, ΣN is causally redundant and fails the nonredundant-individuation clause of Atman. Both cases exclude Atman(dN,⊤). ∎
“All conditioned existence is suffering” and “nirvana is tranquility” are not contradictory propositions about one untyped point. They govern disjoint typed domains. Nirvana, represented by a zero-cost set process without a fixed essence beyond its relational specification, falls under Theorem 25 (Non-Self Theorem)'s non-self predicate.
𝒩⊤(T) remains a legitimate mathematical set. What is excluded is an independent, fixed, causally nonredundant essence beyond its relational specification. Actual temporal variation requires the additional condition ∃ T1,T2:𝒩⊤(T1)≠𝒩⊤(T2).
5. Theorem 29 — Formal Dharma-System Non-Self-Nature and Incompleteness
5.0 Justification of the Modelling — Why the Dharma May Be Treated as a Formal Theory
The conclusions of this section depend on external metatheorems. It is therefore necessary to answer first whether the dharma as doctrine may be modelled as a formal theory at all. This question is not settled inside mathematics. What follows delimits the scope of the modelling and states the grounds on which that delimitation is met; it does not assert that the dharma in general is formalizable.
What this section models is a body of doctrine stated as propositions and closed under a specified inference relation, written 𝕋h. Three things lie outside the modelling. First, practice, training and experience themselves. Second, whatever is held to exceed linguistic formulation (in the vocabulary of this system, the ineffable aspect at the highest abstraction level). Third, instruction consisting solely of practical directives without propositional closure. The conclusions of this section say nothing about any of these three.
Condition 29-A comprises effectiveness, arithmetical strength and soundness. It is shown below that each is not an arbitrary convenience but a necessary condition for a doctrine to function as a doctrine.
(a) Effectiveness — the axiom set is recursively enumerable
If it cannot be decided or enumerated by a finite procedure whether a given proposition belongs to the doctrine, that doctrine can be neither taught, nor transmitted, nor checked. A system in which what was taught cannot be fixed cannot be preserved by later generations and cannot be distinguished from divergent teaching. Conversely, the historical fact that canonical compilation, councils and commentarial traditions exist shows that the doctrine has been handled in an enumerable form. Effectiveness is therefore the very condition under which a dharma can be transmitted at all, and dropping it amounts to abandoning transmissibility.
(b) Arithmetical strength — interpretability of Robinson arithmetic Q
Finite sequences and recursion occur within the doctrine. The twelve links form an ordered sequence of twelve terms; the aggregates, sense bases and noble truths are enumerations of finitely many items; forward and cessation contemplation are repeated advance and retreat along a sequence. In this system there is in addition recursion along the lattice of abstraction, in the subsumption updates of Theorem 22 (High-Altitude LUB Presence Theorem). To express these internally one needs only the successor function, addition, multiplication and the basic order axioms — that is, exactly Q. Conversely, a system that cannot interpret Q cannot speak of its own enumerative structure. Arithmetical strength is the minimal requirement for a doctrine to state its own structure internally.
(c) Soundness — proved arithmetical statements are true
A system that proves falsehoods about its own finite combinatorics is self-refuting: one that could prove "the links are thirteen in number" would lose the sense of its own enumeration. Soundness is the minimal demand that a doctrine not err about itself. Note that the first two conclusions of Theorem 29 (Formal Dharma-System Non-Substantiality and Incompleteness Theorem) do not in fact require soundness: consistency suffices for the second incompleteness theorem, and ω-consistency or a Rosser-style argument suffices for the first. Imposing soundness is a strengthening adopted for simplicity of statement, not an essential restriction.
Theorem 29 (Formal Dharma-System Non-Substantiality and Incompleteness Theorem) does not apply to a system failing any of the three conditions: (i) a system whose axiom set is not enumerable; (ii) a system too weak in expressive power to interpret Q; (iii) a system that errs about its own finitary statements. The theorem does not claim that every dharma is incomplete. It claims only the conditional: for a formalized doctrinal system satisfying Condition 29-A, incompleteness follows.
(d) What the theorem does not claim
Three points are stated explicitly. First, it does not claim that the doctrine is false. Incompleteness is not falsity; the existence of undecidable sentences does not mean that the system contains falsehoods. Second, it does not claim that the doctrine is inconsistent. The second incompleteness theorem says that consistency cannot be proved internally, not that consistency fails. Third, it says nothing about the value of the dharma as a religion. The scope of the theorem is confined to the formalized part possessing propositional closure.
(e) Relation to Theorem 25 (Non-Self Theorem) — this is not a new metaphysical claim
The non-substantiality derived here is an instance of the relational functional completeness of Theorem 25 (Non-Self Theorem), applied to one particular kind of object, namely a formal theory. That is: once its relations to what lies outside it — a metatheory, a stronger system, additional axioms — are removed, the formal theory 𝕋h possesses no self-grounding in its own consistency. In lacking any self-contained grounding severed from relation, this has exactly the structure that Theorem 25 (Non-Self Theorem) calls non-self. This section introduces no new metaphysics; it applies an existing theorem to one object.
An anticipated objection, and the response. One expects the objection that the dharma is not a formal system and that this is a category error. The response is as follows. The theorem does not assert an identity between the dharma and a formal system. Its assertion is conditional: if a body of doctrine satisfies Condition 29-A, then the following holds. A position that declines to regard the dharma as a formal system therefore does not conflict with the theorem. What the force of the theorem is directed at is rather the claim that a doctrine is complete and grounded wholly within itself. Such a claim simultaneously requires that the doctrine be teachable (effectiveness) and able to state its own enumerative structure (arithmetical strength), and hence falls under Condition 29-A. What the theorem denies is not the dharma, but claims of closure made about it.
Theorem 25 (Non-Self Theorem) already bears the title “All Dharmas Are Without Self.” This section therefore uses a different title and distinguishes phenomena as dharmas from Dharma-as-teaching represented by a formal theory. The identity “Dharma is an axiom system” is not derived; it is the following modeling condition.
For each historical stage h∈ℕ, let
Each Lh is the language of arithmetic or a computable definitional extension and has a computable coding. Axh is computably enumerable, and proof checking is effective. 𝕋h contains sufficient arithmetic, such as IΣ1, is sound in the standard natural-number model ℕ at least for arithmetical sentences, has a standard provability predicate satisfying the Hilbert–Bernays–Löb derivability conditions, and can formalize KU for one fixed prefix-free universal machine U.
Include d𝕋:=(h↦𝕋h) in 𝔇. Its relational state functionally includes the language, axioms, inference rules, coding, carrier, history, and use-effects, and satisfies 25-D.
Use the same arithmetical language L, proof system ⊢, and universal machine U at every stage, and let 𝕋0=(L,Ax0,⊢) satisfy 29-A. At every finite stage choose, in the metatheory, a sentence Gn true in ℕ but unprovable in 𝕋n, and set
For each 𝕋h satisfying 29-A:
- There exists a true undecidable sentence: ∃ Gh[ℕ⊨ Gh∧𝕋h⊬ Gh∧𝕋h⊬¬ Gh].(29.3)
- The theory does not internally prove its own consistency: 𝕋h⊬Con(𝕋h).(29.4)
- There is a theory- and machine-dependent constant ch,U such that ∀ s∈{0,1}* ∀ n∈ℕ (n>ch,U): 𝕋h⊬ ``KU(s̄)>n̄''.(29.5)
Under 29-B, ∀ a∈𝒜 ¬Atman(d𝕋,a). Under 29-C,
is a strictly increasing, stagewise sound chain in which incompleteness recurs at every finite stage; no finite stage is a final complete theory. In particular, the discrete impermanence predicate
is true. This is impermanence of the update process supplied by 29-C, not a consequence of Gödel or Chaitin alone.
Equation (29.3) is Gödel's first incompleteness theorem under the effectiveness, arithmetic strength, and soundness of 29-A. Equation (29.4) is Gödel's second incompleteness theorem under consistency and the standard derivability conditions.
For (29.5), suppose no uniform ceiling existed. Given arbitrarily large input n, enumerate the proofs of 𝕋h, find the first theorem of the form ``KU(s̄)>m'' with m≥ n, and output s. The resulting program has length ch+K(n)+O(1)=ch+O(log n), where ch is the fixed description length of the proof enumerator. Soundness yields KU(s)>m≥ n. For sufficiently large n, however, ch+O(log n)<n, a contradiction. Hence a uniform ceiling ch,U exists.
The non-self-nature clause follows by applying the same 25-D dichotomy used in Theorem 28 (Nirvana Non-Self and Type Coherence Theorem) to d𝕋. For 29-C, adjoining a true sentence preserves standard-model soundness. Since Gn∉Th(𝕋n) but Gn∈Th(𝕋n+1), each inclusion is strict. Every successor again satisfies 29-A, so incompleteness reappears by induction. ∎
- “Every axiom system is incomplete” is false; weak decidable systems and noneffective complete truth sets are outside the scope.
- Incompleteness alone does not produce temporal change; the update is supplied by 29-C.
- “The a priori is refuted” is a philosophical interpretation. The mathematical content is non-completeness, a self-certification limit, and an internal complexity-proof ceiling.
- Gödel and Chaitin alone do not prove Buddhist non-self. That clause comes from Theorem 25 (Non-Self Theorem) and 29-B.
6. Theorem 30 — Entropy-Exchange Ego Construction
Theorem 1 (Tomabechi Main Theorem) already types Ego as a control policy; Theorem 16 (Self-Consciousness Existence and Emergence Theorem) already constructs a self-consciousness inverse limit and fixed point; and Theorem 18 (Introspective Language Evolution Theorem) presupposes that structure when defining internal language. “Generation” below therefore means the selection and stabilization of a history-relative Ego configuration, not the creation of a subject from nothing.
For subject i, write the inverse system of Theorem 16 (Self-Consciousness Existence and Emergence Theorem) as
Let SCi be a nonempty compact convex subset of a Banach space (hence a complete metric space), with the inherited feedback Fi:SCi→ SCi.
For each introspective-language string m∈Σi*, there is a continuous map La,m:Ka→ Ka, with La,ε=idKa, such that
Let Lm:SCi→ SCi be the induced map and Gm:=Fi∘ Lm. In the complete metric dSC of Theorem 16 (Self-Consciousness Existence and Emergence Theorem), assume Lip(Fi)=qF<1. For each nonempty m≠ε, assume Lip(Lm)=qm, qFqm<1, and, for the empty-language fixed point S*ε,
The language-expanded policy space Πi(ℓ) is compact and Ji(π;S) is lower semicontinuous in π, so that
is attained.
Represent uncertainty about the history-relative, language-conditioned Ego configuration by a random variable Z:Ω→ SCi and coordinates Za:=pra∘ Z. Let each Za be finite- or countable-valued (or subjected to a fixed quantization), with the following Shannon entropies finite and nonnegative. Let 𝒢t be the information generated by lower-layer observations and introspective language through time t. During an update of one fixed target Z, connect the state entropy of Theorem 15 (Cognitive-Physical Entropy Exchange and Conservation Theorem) and the conditional Shannon entropy of Theorem 18 (Introspective Language Evolution Theorem) by
and henceforth redefine wa← waca. Conditions A6 and A7 of Theorem 15 (Cognitive-Physical Entropy Exchange and Conservation Theorem) apply to these same quantities.
Under Theorems 15, 16, and 18 and Conditions 30-A–C, every nonempty introspective string m selects a unique fixed point Sm*∈ SCi, and
for every S0∈ SCi. Moreover, Sm*≠ S*ε, and
is a language- and history-relative Ego configuration.
If new introspective-language information M(t1,t2] is added so that 𝒢t2=𝒢t1∨σ(M(t1,t2]), define
Writing Δ X:=X(t2)-X(t1), one has
If at least one weighted conditional mutual information is positive, Δ Sphys>0. In the ideal exchange case Π=0, the weighted cognitive ordering equals the physical entropy increase.
For S=(sa)a∈ SCi, equation (30.2) gives pba(La,msa)=Lb,m(pbasa)=Lb,msb. Hence LmS is again coherent, and Gm is a self-map of SCi. Since qFqm<1, Banach's fixed-point theorem gives uniqueness and (30.6). Equality Sm*=S*ε would contradict (30.3). Condition 30-B yields the policy in (30.4), making (30.7) type-consistent.
The conditional-entropy chain rule gives
Taking the regular weighted sum gives (30.9). Condition 30-C identifies it with the entropy ledger of Theorem 15 (Cognitive-Physical Entropy Exchange and Conservation Theorem). Integrating A7 over the interval and substituting (30.9) gives (30.10). Nonnegativity of conditional mutual information and Π completes the proof. ∎
If the self-state itself evolves during the interval, write Ḣa=σa-ιa, where σa is newly generated uncertainty and ιa the language-information rate. Net structuring requires Σawa(ιa-σa)>0; positive information gain in Theorem 18 (Introspective Language Evolution Theorem) alone does not imply it. Nor may Landauer's bound be attached to information acquisition in general; a physically irreversible erasure protocol must be specified separately.
7. Theorem 31 — Introspective-Language Closure and Low-Abstraction Six-Realm Recurrence
The informal name is the Mathematical Language-Trap Theorem. The inclusion Π0⊆Π(ℓ) in Theorem 18 (Introspective Language Evolution Theorem) says only that language enlarges the policy set; it does not guarantee escape to a higher abstraction. Confinement requires closure of both language jumps and continuous dynamics.
7.1 The Low-Abstraction Band and the Hybrid System
Fix ā≺⊤. Using the abstraction map φ from Theorem 3 (Abstract Shared TCZ Convergence Theorem), define the closed low-abstraction band
The hybrid language/Ego dynamics is
On an interval with a fixed current language/evaluation regime, let Vℓ=Vℓ(x) and define the closed current TCZ by Cℓ:=Kā∩{x| Vℓ(x)≤θℓ}.
For every available string, Tm(Kā)⊆ Kā.
Solutions are forward complete and Fℓ(x,t)∈ TKā(x) at the boundary, where TK(x) is the Bouligand tangent cone.
There are a basin Bℓ⊆ Kā forward invariant under both flows and jumps, constants c1,c2,λ>0, and a continuous Lyapunov residual Wℓ such that, along flows,
Every language jump satisfies Wℓ(Tmx,t+)≤ Wℓ(x,t-), and jump times are non-Zeno.
For the recurrence clause assume x0∈ Cℓ, and partition Cℓ=⊔r=16Rr into six nonempty Borel regions. Let update times satisfy τn↑∞, and define
The process Zn∈{1,…,6} is a time-homogeneous finite irreducible Markov chain with no state outside the six.
Under the regularity hypotheses of Theorems 1, 3, 16, and 18 and Conditions 31-A–C, every x0∈ Bℓ satisfies
If x0∈ Cℓ, the trajectory never leaves the current TCZ. If a higher-abstraction goal set H⊂ X∖ Kā satisfies δH:=d(Kā,H)>0, then
so the current language/Ego closed loop cannot reach H.
If, in addition, x0∈ Cℓ and 31-D holds, there is a unique stationary distribution μ, and for every r,
Condition 31-B and Nagumo's invariance theorem preserve Kā during each flow segment; 31-A preserves it at every jump. Induction over non-Zeno hybrid events gives invariance at all times.
The comparison theorem gives Wℓ(t)≤ e-2λ(t-s)Wℓ(s) on every flow interval, while the jump condition prevents upward discontinuities. Concatenating the intervals and applying the quadratic bounds gives (31.4). Initial membership in Cℓ means W=0, which remains zero. Equation (31.5) follows from the definition of set distance.
A finite irreducible Markov chain is positive recurrent and has a unique strictly positive stationary distribution. Recurrence and the Markov-chain strong law yield (31.6). ∎
7.2 The Role of Each Qualifier in Condition 31-D
Condition 31-D coarse-grains Cℓ into six non-empty Borel regions. The three qualifiers discharge independent functions, and (31.6) fails if any one is dropped. We make each explicit.
The state space Cℓ is in general of continuum cardinality. Under a continuous distribution the probability of returning to any single point is zero, so "infinitely many returns to the same state" is trivially false. To state recurrence as a non-trivial proposition one must therefore pass through a quotient map onto finitely many macroscopic regions. What Theorem 31 asserts is recurrence at the level of this quotient, not at the level of points. The two must not be conflated.
Cℓ = ⊔r=16Rr demands both covering (∪Rr = Cℓ) and pairwise disjointness (r ≠ r′ ⇒ Rr ∩ Rr′ = ∅). Drop the former and the quotient map is not everywhere defined; drop the latter and Zn is not uniquely determined. In either case (Zn)n≥0 cannot be constructed as a stochastic process and the theory of Markov chains does not apply.
Unless each Rr is Borel measurable, Pr(x(τn+1) ∈ Rr′ | x(τn) ∈ Rr) is undefined and the transition matrix P = (prr′) cannot be constructed. The condition excludes non-measurable sets (Vitali-type sets under the axiom of choice) and is not decorative. Under measurability, the existence of regular conditional probabilities on a standard Borel space secures the transition kernel.
If Rr = ∅ for some r, that state is unreachable and irreducibility fails. Without irreducibility the existence of a unique stationary distribution is not guaranteed and μr > 0 in (31.6) cannot be derived. Non-emptiness is the condition supporting the conclusion that all six regions are visited with positive frequency.
7.3 The Scope of the Name "Sixfold Recurrence"
The present theorem employs the term "sixfold recurrence" in order to name, in doctrinal vocabulary, the mathematical fact that under introspective-language closure the low-abstraction band cannot be left. The correspondence is apt because in the doctrine of the six realms suffering is said to arise in due course even in the highest, deva realm, so that no realm is terminal — structurally the same content as a ≺ ⊤ ⇒ J*a,ρ(x,T) > 0 in Theorem 24 (Universal Unsatisfactoriness). We now make explicit three things the name does not assert.
The proof of (31.6) uses only the recurrence theorem for finite irreducible Markov chains and an ergodic theorem of Birkhoff–Kingman type, neither of which depends on the number of states. Below emptiness, therefore, the conclusion is identical whether the number of cells is 6, 7 or 10. Mathematics requires only finiteness, non-emptiness, Borel measurability, disjointness and irreducibility; the number 6 as such carries no mathematical significance. The number of cells and the names of the regions are supplied from the doctrinal side.
The present theorem does not presuppose rebirth and neither affirms nor denies it. What the mathematics states is only the structure of repeated visitation in a closed finite irreducible system. However, Theorem 25 (Non-Self)
proves rigorously that a history-relative functional self exists, but there is neither a fixed point common to all histories nor a fixed own-nature at any abstraction layer, and all existence is constituted within the net of dependent origination. The following is immediate.
Even if rebirth exists, it may be the continuation of dependent origination across abstraction layers below emptiness, but it cannot be the continuation of a fixed own-nature. Indeed such a continuing own-nature would furnish a fixed point S0 common to all histories, contradicting the first conjunct of Theorem 25.
Whether this continuation of dependent origination is called "rebirth" belongs to sectarian judgement and mathematics does not enter. It should be noted, however, that the continuity available here differs essentially from the pre-Buddhist conception of transmigration. In the formulation from the Buddha onward what is at issue is the persistence of a net of relations, whereas the pre-Buddhist conception posited a substance carried across layers. It is precisely the latter that Theorem 25 excludes.
Nothing whatever in the update-time sequence τn ↑ ∞ of condition 31-D requires those times to correspond to the boundaries of lifetimes. Hence (31.6) applies directly to transitions among regions within a single lifetime — the repetition of macroscopic states such as delight, strife, craving, disappointment and suffering. Mathematically this too is the sixfold recurrence, and it is the level of event that the theorem describes first of all.
7.4 What Theorem 31 Formalizes — Structural Correspondence with the Critique of Language in the Mūlamadhyamakakārikā
The byname "Mathematical Language Trap Theorem" is given because the object of its formalization coincides with the structure discussed as the trap of language ever since Nāgārjuna's Mūlamadhyamakakārikā (roughly the second to third century). This section is an interpretive layer; the proof of Theorem 31 depends on it in no way whatever.
(a) Reification. The assignment of a name leads the object to be taken as an unchanging substance. The mathematical counterpart is the abstraction ceiling ā together with the closed set Kā; reification corresponds to fixing that ceiling low. MMK 24.18 states that what arises dependently is called emptiness, that this emptiness is itself a dependent designation (prajñapti), and that precisely this is the middle way (Kumārajīva: 亦為是仮名 / 亦是中道義).
(b) Binary opposition. Captivity to the frame "exists / does not exist." The mathematical counterpart is condition 31-A, Tm(Kā) ⊆ Kā. The update selecting "exists" and the update selecting "does not exist" belong to the same family of language updates, and the image of either remains in Kā. MMK 15.10 identifies clinging to existence as eternalism and clinging to non-existence as annihilationism, and states that the wise cling to neither (不応著有無). The eight negations of the opening are isomorphic in seeking to dissolve the frame itself by taking neither side of eight oppositions.
(c) Prapañca. Unbounded proliferation of concepts. The mathematical counterpart is the universal quantification in condition 31-A itself — "for every available language string." The enlargement of the policy set Π0 ⊆ Πℓ guaranteed by Theorem 18 (Introspective Language Evolution) is compatible with d(x(t),H) ≥ δH in Theorem 31. MMK 18.5 states that action and affliction derive from conceptual discrimination and discrimination from prapañca, and that prapañca ceases in emptiness (入空戯論滅).
MMK 13.8 states that the Victorious Ones taught emptiness in order that all views be relinquished, and that those who hold emptiness itself as a view are beyond cure (若復見有空 / 諸仏所不化). The same point recurs at 22.11. This warning has an exact mathematical counterpart under the universal quantification of condition 31-A.
Condition 31-A demands Tm(Kā) ⊆ Kā for every available language string, and this universal admits no exception. Hence if the term "emptiness" is acquired as one of the language strings operable within Kā, its image likewise remains in Kā. This merely enlarges the policy set by one and does not increase the reachable abstraction. On the other hand ⊤, as the highest abstraction, lies by definition outside Kā, and δH = d(Kā, H) > 0 does not close. At the moment emptiness is internalized as a view it becomes one item of prapañca — this is the mathematical substance of the warning.
The use of language that the Mūlamadhyamakakārikā situates as skilful means — employing language as operation rather than as content — corresponds to the mechanism of Theorem 32 (Future-TCZ Homeostasis Absolute-Other-Power). What Theorem 32 exhibits is not a search for policies within the same closed loop but the reconstruction of the loop itself. Setting an external goal as a terminal condition shifts the evaluation from V0 to ṼG and the policy from πℓ to πG, and under (32.7) the set Kā ceases to be forward invariant. The wall is not broken; rather, the condition that constituted the wall as a wall disappears.
(i) This section does not assert the truth of Nāgārjuna's teaching. What is proved are mathematical propositions under explicitly stated conditions; whether the name "trap of language" is apt for them belongs to doctrine and intellectual history. (ii) This section does not supply a mathematical foundation for Madhyamaka doctrine. What is exhibited is a coincidence of structure, not the truth or falsity of a doctrine, and interpretive disputes internal to Madhyamaka (including the division between Prāsaṅgika and Svātantrika) are not settled by mathematics. (iii) This section implies no negative evaluation of language in general. Theorem 18 proves that introspective language reduces uncertainty and enlarges the policy set; what Theorem 31 states is only that this enlargement may be confined within a closed set.
Citations of the Mūlamadhyamakakārikā follow chapter and verse numbering; the Chinese readings follow Kumārajīva's translation. The renderings are the present author's. None of the citations is used in the proof of Theorem 31; they function solely as an interpretive layer.
8. Theorem 32 — Future-TCZ Homeostatic Absolute Other-Power
“Absolute Other-Power” is not a supernatural force or physical backward causation. It is an operational name within the model: once Self installs a goal outside the current TCZ as a terminal condition, the future-limited Ego closed loop converges autonomously toward the future TCZ without an additional effort input from the old Ego.
Let C0 be the current TCZ and let the true goal G satisfy d(G,C0)>ε. The future-limited Ego from Theorem 8 (Tomabechi Future-Origin Cognitive Time Theorem) is
Define the positive goal-drive field, its value at the goal, and the effective potential by
and CG(t):={y|ṼG(y,t)≤θG}. For rG(t)>0, let
For t≥ t0, rG(t)≥ r0>0, 0≤ PG≤1, Pcrit(t)≤1, and PG(G,t)≥ Pcrit(t). The effective potential is bounded below, and the optimal policy and forward-complete solution exist.
There is a nonempty forward-invariant basin BG with x(t0)∈ BG. The future TCZ lies in the closure of the admissible reachable set from BG, and the actual future-limited input is u(t)=πG(x(t),t).
Every CG(t) is nonempty and closed. There are a1,a2,λG>0 and a Lyapunov function WG such that t↦ WG(x(t),t) is locally absolutely continuous along trajectories and, on BG,
Here the Dini derivative is the full trajectory derivative, including motion of CG(t):
Under the regularity hypotheses of Theorems 1, 4, and 7–9 and Conditions 32-A–C, G∈ CG(t) for every t≥ t0, and
Let d0:=d(x(t0),CG(t0)). For every δ>0, define the hitting-time bound for the δ-neighborhood of the future TCZ by
[2pt] t0+1/λGmax{0, log(√(a2/a1)d0/δ)}, d0>0 .(32.6)
Then t≥ Tδ implies d(x(t),CG(t))≤δ.
Condition 32-A and (32.3) give κ PG(G,t)rG(t)≥[V0(G,t)-θG]+; hence ṼG(G,t)≤θG, so G∈ CG(t). From (32.4) and Grönwall's inequality, WG(x(t),t)≤ WG(x(t0),t0)e-2λG(t-t0). Substitution of the two quadratic bounds and taking square roots gives (32.5). Solving the right-hand side for δ gives (32.6). Because the post-installation input remains πG, the convergence is generated by the reconfigured closed-loop homeostasis. ∎
8.2 Consistency with escape from the language trap
To leave the set in Theorem 31 (Introspective-Language Closure and Low-Abstraction Sixfold Recurrence Theorem), the new goal closed loop must violate its Condition 31-A or 31-B. For example, let Kā={x| b(x)≤0}, with b∈ C1, and assume b(x(t)) is locally absolutely continuous. Suppose the trajectory reaches the strip -ℓ≤ b(x)≤0 at time tb and, while it remains there,
Then b(x(t))≥ b(x(tb))+ν(t-tb). Defining τout:=inf{t≥ tb| b(x(t))>0},
Thus the trajectory exits in finite time. The point is not extraordinary effort within the old closed loop: the external goal reconfigures the cost and Ego policy so that the old invariant set ceases to be invariant.
The inherited presence variable P is normalized to [0,1]; “excess” cannot mean P>1. It means bounded threshold exceedance, PG≥ Pcrit. If the unbounded effective gain p of Theorem 21 (Subsumption Partial-Order Presence Directionality Theorem) is used, it must remain a separate variable. A claim that presence also increases the rate of convergence requires the additional condition λG=λG(PG) with dλG/dPG≥0.
9. Minimality and counterexamples
| Omitted condition | Minimal counterexample / effect | Lost conclusion |
|---|---|---|
| 28-A | An arbitrary independent label may be appended to a relationally defined set. | Relationality alone does not prove non-self. |
| Arithmetic strength in 29-A | A decidable theory such as Presburger arithmetic. | Gödel incompleteness cannot be asserted unconditionally. |
| Effectiveness in 29-A | The set of all truths of standard arithmetic is not c.e. | Completeness is bought at the loss of an effective proof system. |
| Compatibility in 30-A | Updating above and projecting disagrees with updating below. | Lm is not well defined as a self-map of the inverse limit. |
| Nontriviality in 30-A | Gm=Gε. | No changed fixed point is established. |
| 30-C | Shannon uncertainty falls while T15's state functional is constant. | The physical exchange equation cannot be invoked. |
| 31-A | K=(-∞,0], Tm(x)=x+2. | One language update exits the band. |
| 31-B | The same K with ẋ=1. | The flow exits without a language jump. |
| Jump clause in 31-C | Every jump doubles W. | Stable flow does not imply hybrid convergence. |
| Irreducibility in 31-D | Transition matrix P=I6. | The chain stays in one realm. |
| Reachability in 32-B | ẋ=0,x0=0,G=1. | Even maximum presence cannot attain the goal. |
| 32-C | ẍ+x=0. | The trajectory oscillates without distance convergence. |
| Threshold in 32-A | V0(G)=2,θ=1,κ rG=1,P=.5. | Ṽ(G)=1.5>1, so G∉ CG. |
10. Synthesis
- Nirvana is without self. The proof rests on relational functional completeness, not merely on set-valuedness or a time index; tagged types reconcile suffering below the top with tranquility at the top.
- A formalized teaching is not self-completing. This holds within the stated scope of sufficiently strong, effective, sound arithmetical theories; incompleteness and non-self-nature have distinct grounds.
- Introspective language selects and stabilizes an Ego configuration. It does not create a subject ex nihilo. Projection compatibility gives the inverse-limit configuration; the entropy bridge and T15 give the physical exchange.
- Language may enlarge choice while still forming a trap. If all added policies preserve the low-abstraction band, more options do not enlarge reachable abstraction.
- External-goal attainment may be described by reconfigured homeostasis. A bounded presence threshold, reachability, a basin, and strong contraction give exponential future-TCZ convergence and a hitting-time bound for every δ-neighborhood.
Without positing a fixed substance, types, relations, language, information, control, and physical dissipation jointly support a conditional mathematical account of nirvana without self, open formal knowledge, language-conditioned Ego construction, low-abstraction closure, and external-goal reorganization of the closed loop.
11. Summary Tables of Theorems
All theorems used in this paper are gathered into two tables. The first covers Theorems 28 through 32, newly proved here; the second covers the inherited theorems used as premises.
11.1 The New Theorems of This Paper (Theorems 28–32)
| Theorem | Central formula | Depends on | New conditions / external results | Status of the proof | Summary |
|---|---|---|---|---|---|
| Theorem 28 Nirvana Non-Self and Type Coherence Theorem |
𝔇<⊤ ∩ Nir(T) = ∅; PZS(a,x,T) ⇔ [a=⊤ ∧ x∈𝒩⊤(T)]; ¬Atman(dN,⊤) | Theorem 24 (Universal Unsatisfactoriness Theorem), Theorem 25 (Non-Self Theorem), Theorem 26 (Nirvanic Tranquility Theorem) | Condition 28-A (disjointness of the tagged domains and relational describability of the nirvana process) | A direct consequence of the inherited theorems. No new analytic tool is introduced; only the separation of types and a rewriting of the predicate | Universal unsatisfactoriness and nirvanic tranquility are not competing claims about one domain but govern exclusive regions separated by a tagged disjoint union. On that basis the nirvana process itself is also non-self |
| Theorem 29 Formal Dharma-System Non-Substantiality and Incompleteness Theorem |
∃Gh[ℕ⊨Gh ∧ 𝕋h⊬Gh ∧ 𝕋h⊬¬Gh]; 𝕋h⊬Con(𝕋h); Th(𝕋0) ⊊ ⋯ | Theorem 25 (Non-Self Theorem) | Condition 29-A (sufficient arithmetical strength, effectiveness, soundness) / external results: Gödel's first and second incompleteness theorems, Chaitin's incompleteness theorem | Dependence on external metatheorems is essential. It cannot be derived from this system alone, and applies only to systems satisfying Condition 29-A | Only when the dharma as doctrine is modelled as a sufficiently strong effective formal theory do undecidable sentences, unprovability of one's own consistency, and a proof limit on description length follow, entailing open-ended updating and non-substantiality |
| Theorem 30 Entropy-Exchange Ego Constitution Theorem |
dSC(GmnS0,Sm*) ≤ (qFqm)ndSC(S0,Sm*); Δℋego ≤ 0 | Theorem 15 (Cognitive-Physical Entropy Exchange and Conservation Theorem), Theorem 16 (Self-Consciousness Existence and Emergence Theorem), Theorem 18 (Introspective Language Evolution Theorem) | Conditions 30-A through 30-C (projective coherence on the inverse system, contractivity of the language map, monotone growth of the σ-algebra) | A composition of inherited theorems. Only the Banach fixed-point theorem and nonnegativity of conditional mutual information are newly used | An introspective language selects and stabilizes an Ego. The more language there is, the lower the ego-structuring entropy, and that decrease is exchanged exactly into the physical side |
| Theorem 31 Introspective-Language Closure and Low-Abstraction Sixfold Recurrence Theorem |
x(t) ∈ Kā (∀t≥0); d(x(t),Cℓ) ≤ √(c2/c1)e−λtd(x0,Cℓ); d(x(t),H) ≥ δH | Theorem 1 (Tomabechi Main Theorem), Theorem 3 (Abstract Shared TCZ Convergence Theorem), Theorem 16 (Self-Consciousness Existence and Emergence Theorem), Theorem 18 (Introspective Language Evolution Theorem) | Conditions 31-A through 31-D (language closure, Nagumo invariance, Lyapunov attractivity, irreducibility and aperiodicity) | An application of invariant-set theorems. Nagumo's theorem, Lemma 0 and the ergodic theorem are used | With the present language and Ego closed loop alone, one cannot leave the low-abstraction band. The sixfold coarse-graining is recurrent, and each state is visited infinitely often |
| Theorem 32 Future-TCZ Homeostasis Absolute-Other-Power Theorem |
d(x(t),CG(t)) ≤ √(a2/a1)e−λG(t−t0)d(x(t0),CG(t0)) → 0; explicit Tδ | Theorem 1 (Tomabechi Main Theorem), Theorem 4 (Tomabechi Presence-Weighted Theorem), Theorem 7 (Tomabechi True Goal Theorem), Theorem 8 (Tomabechi Future-Origin Cognitive Time Theorem), Theorem 9 (Tomabechi Future-Origin Goal Attainment Theorem) | Conditions 32-A through 32-C (forward invariance of the future TCZ, a bounded presence threshold, a time-varying Lyapunov sandwich) | A time-varying, quantitative form of Theorem 9 (Tomabechi Future-Origin Goal Attainment Theorem). It newly supplies an explicit upper bound on the attainment time | The presence threshold for an external goal to enter the future TCZ is bounded. Once the threshold is passed, homeostasis carries out the remaining approach automatically |
11.2 Inherited Theorems (Used as Premises)
| Theorem | Central formula (standard form) | Role in this paper | Location of the proof | Summary |
|---|---|---|---|---|
| Theorem 1 Tomabechi Main Theorem | πc = arg min ∫V0 dt ⇒ x(t) → TCZ | The convergence skeleton of Theorems 31 and 32 | §3.1 of this paper (restated with proof) | A closed loop minimizing the accumulated evaluation carries the trajectory to the reachable stable region |
| Theorem 3 Abstract Shared TCZ Convergence Theorem | A(x)=0 ⇔ φ(x)=LUB(W1,…,WN), A(t)→0 | The upper-bound structure of the language closure in Theorem 31 (Introspective-Language Closure and Low-Abstraction Sixfold Recurrence Theorem) | §3.2 | Adding a shortfall penalty aligns the group at the least roof that discards no one's world |
| Theorem 4 Tomabechi Presence-Weighted Theorem | Ṽ = V0 − κPQ, x → TCZP | The basis of the presence threshold in Theorem 32 (Future-TCZ Homeostasis Absolute-Other-Power Theorem) | §3.3 | Presence deforms the landscape itself, moving the valley without sustained effort of will |
| Theorem 7 Tomabechi True Goal Theorem | G ∉ TCZ0, d(G,TCZ0) ≥ ε > 0, G = Self-set | The eligibility condition for the external goal in Theorem 32 (Future-TCZ Homeostasis Absolute-Other-Power Theorem) | §3.4 | Characterizes the four conditions of a transformative goal; it does not assert attainment |
| Theorem 8 Tomabechi Future-Origin Cognitive Time Theorem | u* = arg min JG; the terminal condition determines the present control | The direction of determination in Theorem 32 (Future-TCZ Homeostasis Absolute-Other-Power Theorem) | §3.5 | In optimal control with a terminal condition, the present control is fixed backwards from the future goal |
| Theorem 9 Tomabechi Future-Origin Goal Attainment Theorem | KG = PQ+ + ECSelf ≥ Kcrit with Lyapunov descent ⇒ x → TCZG | The prototype of the attainment part of Theorem 32 (Future-TCZ Homeostasis Absolute-Other-Power Theorem) | §3.6 | Once the drive strength passes the critical value and the descent condition holds, the state converges to the goal-side TCZ |
| Theorem 15 Cognitive-Physical Entropy Exchange and Conservation Theorem | Sgen = Sphys + ΣwαHα, dSgen/dt = Π ≥ 0 | The exchange budget in Theorem 30 (Entropy-Exchange Ego Constitution Theorem) | §3.7 of this paper (restated with proof) | At the physical layer alone there is no conservation law for entropy; only once the high-abstraction layers are included does a conservation law by exchange hold as an equality |
| Theorem 16 Self-Consciousness Existence and Emergence Theorem | SC = lim←TCZα ≠ ∅, FSC(S*) = S*, M(S*) represents S* | The Ego constitution in Theorems 30 and 31 | §3.8 | Existence from the inverse limit, uniqueness from the fixed-point theorem; the fixed point depends on history |
| Theorem 18 Introspective Language Evolution Theorem | H(Z|Y,Mℓ) < H(Z|Y); Π0 ⊆ Πℓ; ∂ℱ/∂ℓ > 0 | The role of language in Theorems 30 and 31 | §3.9 | Introspective language reduces uncertainty, enlarges the policy set, and raises the capacity for free will |
| Theorem 24 Universal Unsatisfactoriness Theorem | a ≺ ⊤ ∧ Condition 24-A ⇒ J*a,ρ(x,T) > 0 | The lower side of the type separation in Theorem 28 (Nirvana Non-Self and Type Coherence Theorem) | Four Dharma Seals paper (conditions restated in §3.10) | Below emptiness a positive residual value survives even under optimization |
| Theorem 25 Non-Self Theorem | ¬∃S0 ∀h: Fi,h(S0) = S0;∀d∈𝔇 ∀α∈𝕃: ¬Atman(d,α) | The ground of non-self in Theorems 28 and 29 | Four Dharma Seals paper (as above) | No fixed, individuating, causally nonredundant own-nature exists apart from relation |
| Theorem 26 Nirvanic Tranquility Theorem | W⊤(x(t),t) ≤ W⊤(x(T),T)e−λ(t−T) ⇒ dist(x(t),𝒩⊤(t)) → 0;permanent cessation ⇔ a=⊤ ∧ x∈𝒩⊤ | The upper side of the type separation in Theorem 28 (Nirvana Non-Self and Type Coherence Theorem) | Four Dharma Seals paper (as above) | At the highest abstraction level there is a forward-invariant set on which, while alive, the residual value is zero |
The column "Status of the proof" in Table 1 indicates how directly each theorem follows from existing theorems. Theorem 28 (Nirvana Non-Self and Type Coherence Theorem) follows from the type separation of the inherited theorems alone, whereas Theorem 29 (Formal Dharma-System Non-Substantiality and Incompleteness Theorem) depends essentially on external metatheorems (Gödel, Chaitin) and cannot be derived from this system by itself. Theorems 30, 31 and 32 are compositions of inherited theorems with additional conditions, and the analytic tools added — the Banach fixed-point theorem, Nagumo's theorem, the ergodic theorem, Grönwall's inequality — are all standard.
12. References
Canonical and related papers in this system
- Tomabechi, H. (2026). The Tomabechi Four Dharma Seals Theorem System — Theorems 23–26, Japanese canonical and English editions.
- Tomabechi, H. (2026). The Tomabechi Ignorance-Conditioned Volitional Formations Theorem — Theorem 27 (Ignorance-Conditioned Volitional Formations Theorem), Japanese canonical, English, and accessible editions.
- Tomabechi, H. (2026). TomabechiSynthesisAvijjaSankharaJA, synthesis commentary.
- Tomabechi, H. (2026). Tomabechi Cognitive–Physical Entropy Exchange and Conservation Theorem.
- Tomabechi, H. (2026). Tomabechi Self-Consciousness Existence and Emergence Theorem.
- Tomabechi, H. (2026). Tomabechi Internal-Language Evolution Theorem.
- Tomabechi, H. (2026). Tomabechi Theory of Cognitive Homeostasis and Tomabechi Abstractional Freedom Theory.
Classical source used as an interpretive layer
- Nāgārjuna (ca. 2nd–3rd c.), Mūlamadhyamakakārikā (Root Verses on the Middle Way). Referenced in the interpretive layer of §7.4. The verses cited are 13.8, 15.10, 18.5, 22.11, 24.18 and the eight negations of the opening. Chinese readings follow Kumārajīva's translation (Taishō No. 1564); the renderings are the present author's. None of the citations is used in the proof of Theorem 31.
External metatheorems
- Gödel, K. (1931). “Über formal unentscheidbare Sätze der Principia Mathematica und verwandter Systeme I.” Monatshefte für Mathematik und Physik 38, 173–198. doi:10.1007/BF01700692.
- Chaitin, G. J. (1974). “Information-Theoretic Limitations of Formal Systems.” Journal of the ACM 21(3), 403–424. doi:10.1145/321832.321839.
- Chaitin, G. J. (1975). “A Theory of Program Size Formally Identical to Information Theory.” Journal of the ACM 22(3), 329–340. doi:10.1145/321892.321894.