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Finite Statistical Bridge

1 · Prerequisites

2 · Summary

This page defines finite discrete statistical models and adopts canonical or microcanonical preparations as conditional model rules. It derives finite partition, energy, variance, entropy and free-energy identities; finite entropy maximization; independent-product factorization; a finite-bath error bound; and conditional countable and measurable identities. The lattice pressure and concentration results apply only to their explicitly bounded finite-range lattice model. Regular-shell preparation uses the normalized coarea law on a nonempty compact regular level under AC and does not require a globally defined flow; the separate invariant-shell theorem assumes a smooth invertible flow on the full band and does not imply ergodicity. Quantum results retain trace, spectral, moment and choice hypotheses; the finite-sector variational result, mode formulas and discrete Cesaro dephasing use inspected NRQM interfaces whose current acceptance evidence remains unresolved. Statistical free-energy values are not identified with macroscopic Legendre potentials without an additional bridge. None of the items reports an experiment or derives equilibration from a preparation postulate.

3 · Logical flowchart

4 · Definitions, postulates, theorems and proofs

DefinitionDefinition: AI-adaptedProof: Not applicableverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Finite statistical microstate model

Physical scope

Finite discrete statistical models whose energies are numerical values in joules in the statewise instantaneous center-of-mass rest chart selected by separately supplied compatible mechanical data; no probability law or equilibration claim is part of the definition.

Definition

A finite statistical microstate model is a pair (Ω,ϵ) where Ω is a finite nonempty set and ϵ:Ω→R assigns a finite numerical energy to each microstate. The physical energy of x∈Ω is E(x)=ϵ(x) J, with its zero and any retained internal offsets fixed by the declared material model. For a physical internal-energy interpretation, the declared companion mechanical model supplies, for every admitted microstate preparation x, a positive total mass and a center-of-mass position map with a defined componentwise velocity at that preparation, obeying the Galilean transformation conditions of Galilean inertial charts and the center-of-mass rest frame. That velocity selects the statewise instantaneous rest chart in which E(x) is recorded; a finite set and energy map alone do not construct these mechanical data or a common rest chart for a time interval. Bulk translational kinetic energy and separately tracked external-field energy are excluded from these internal-energy values. The energy zero and any internal offsets are fixed consistently across admitted states. If the statistical model also assigns a single equilibrium macrostate to a preparation, U is its internal-energy coordinate of Equilibrium state domains; the pair (Ω,ϵ) alone does not assert that macroscopic identification. Equal energy values at distinct elements of Ω count as distinct microstates.

When two such models are declared independent, their joint microstate set is the Cartesian product ΩA×ΩB, and additivity of the microscopic energy is the explicit condition ϵAB(x,y)=ϵA(x)+ϵB(y). Independence and this energy equation are model data; they do not follow merely from the two systems being separated. The definition itself assigns no weights, temperature, probability law, or dynamics.

DefinitionDefinition: AI-adaptedProof: Not applicableverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Regular Hamiltonian shell preparation data

Physical scope

Declared finite-dimensional classical Hamiltonian models in one canonical phase chart, restricted to nonempty compact regular energy shells in the stated band; preparation uses the normalized coarea measure and does not require a globally complete flow, while flow invariance is a separate theorem.

Definition

Assume the Axiom of Choice (The Axiom of Choice). Fix an integer n≥1 and an open phase-coordinate domain Ophys⊆R2n with physical canonical coordinates qi in metres and pi in kg m s−1. The canonical symplectic form on this chart is ωphys=∑i=1ndqi∧dpi. Let q^i=qi/(1 m) and p^i=pi/(1 kg m s−1), and let O⊆R2n be the open image of the chart in these dimensionless coordinates. The corresponding dimensionless canonical form is ω^=∑i=1ndq^i∧dp^i, so ωphys=(1 J s)ω^.

Let H^:O→R be a numerical energy function with continuous partial derivatives through order two, and let Hphys:Ophys→R J be Hphys(q,p)=(1 J)H^(q^,p^). Where defined, its physical Hamiltonian vector field XHphys is determined by ιXHphysωphys=dHphys. For each elapsed time t in its domain, the physical flow map is a function ϕt:Dt→Ophys, where Dt⊆Ophys is the set of initial data whose trajectories exist through time t, and it satisfies dϕt/dt=XHphys∘ϕt. Equivalently, in the dimensionless chart, the flow map ϕ^t^:D^t^→O is generated by XH^ satisfying ιXH^ω^=dH^, at dimensionless time t^=t/(1 s); here D^t^ is the set of initial coordinates whose trajectories exist through t^. These definitions specify the flow maps when they exist but impose no global-existence or completeness hypothesis on the shell preparation.

A specified open interval JE⊆R is a regular compact-shell band when H^−1(K) is compact in O for every compact K⊂JE and ∇H^ is nonzero at every point of H^−1(JE).

For E^∈JE, the energy shell is ΣE^:={x∈O:H^(x)=E^}. The graph-chart definition of the weighted shell integral is Regular energy shell and weighted area measure: in a local graph chart xi=h(z,E^), its coarea measure is dμE^=dAE^/∣∇H^∣, with graph-area factor and gradient in the dimensionless Euclidean coordinates. Set D(E^):=∫ΣE^dμE^ and admit the preparation only when ΣE^≠∅ and 0<D(E^)<∞. Its normalized shell law is νE^(A):=D(E^)−1μE^(A∩ΣE^). The current draft theorem Coarea and invariant measure on compact regular energy shells proves the coarea identity, chart independence and positive finite shell mass under its stated C2, compact-regular-band hypotheses; its statement and proof are present, while its acceptance remains unresolved. Multiplying the unnormalized shell measure by a fixed positive phase-volume normalization does not change νE^.

PostulateStatement: AI-adaptedProof: Not applicable‡ sources checked 2026-10-15Open item page →

Canonical sampling assumption for finite and normalized statistical models

Physical scope

Adopted canonical preparation assumptions for finite microstate models and explicitly declared countable or measurable energy models with a positive finite dimensionless partition function; the postulate asserts no dynamics, equilibration, or empirical validation.

Postulate

Assign a positive temperature T in kelvins and the exact framework constant kB in J K−1 from SI quantities and unit conventions, and put β=(kBT)−1 in J−1. For a finite microstate model (Ω,ϵ), adopt the canonical preparation Pβ(x)=e−βE(x)Z(β),Z(β)=∑x∈Ωe−βE(x). Here Z is dimensionless, positive, and finite because Ω is finite and nonempty.

For a specified nonempty finite or countably infinite state list I with a stated enumeration and finite physical energies Ei in joules, the counted-once branch takes reference weights gi=1. More generally, the model may explicitly assign fixed positive dimensionless reference weights gi>0 and adopts Z(β)=∑i∈Igie−βEi,Pβ(i)=gie−βEiZ(β), only at parameters with 0<Z(β)<∞. Thus the counted-once law is exactly Pβ(i)=e−βEi/Z. To match Countable canonical model, set E∗=1 J, ei=Ei/E∗∈R and b=E∗β; its real-valued energy and parameter coordinates are ei,b, and its admissible set is JZ for the declared parameter interval. Its nonnegative sums are suprema of finite subsums. The weights gi are declared model data, not inferred degeneracies or measurements.

For a measurable model (X,Σ,μ,E) with a dimensionless reference measure μ and measurable finite physical energy E:X→R J, adopt the probability density pβ=e−βE/Z relative to μ, with Z(β)=∫Xe−βE dμ, only when 0<Z(β)<∞. Measurability of E means measurability of its numerical coordinate E/E∗. The integral convention is Measure space and integral at its current draft definition.

This is an adopted statistical-mechanical preparation rule. It is not derived from the macroscopic thermodynamic laws, a finite bath, entropy maximization, or a time-evolution equation. It does not assert that a physical sample has this preparation; that identification is an additional model assumption to be tested against a specified preparation and apparatus.

PostulateStatement: AI-adaptedProof: Not applicable‡ sources checked 2026-10-15Open item page →

Microcanonical sampling assumption

Physical scope

Adopted uniform weighting for a nonempty finite energy window or the normalized coarea law on an admitted regular compact Hamiltonian energy shell; neither rule is a consequence of dynamics or a claim about measured samples.

Postulate

For the regular-shell branch below, assume AC as required by Regular Hamiltonian shell preparation data and its coarea-measure supplier. No choice assumption is needed for the separate finite-window branch.

For a finite microstate model and a declared energy value E0 in joules and resolution δ≥0 in joules, define the admitted window ΩE0,δ:={x∈Ω:∣E(x)−E0∣≤δ}. When this set is nonempty, adopt the uniform preparation P(x)=∣ΩE0,δ∣−1 on it and zero outside. Its dimensionless Boltzmann entropy is log⁡∣ΩE0,δ∣, and its physical entropy convention is kBlog⁡∣ΩE0,δ∣ in J K−1. A zero-width window is allowed only when it contains at least one microstate.

For a continuous classical model, when the regular-band, nonempty-shell, and normalization hypotheses in Regular Hamiltonian shell preparation data hold, the microcanonical preparation is the normalized shell measure νE^ defined there. The shell preparation does not require a globally defined flow. These finite-window and regular-shell rules are adopted model preparations. They do not assert Hamiltonian ergodicity, equality with long-time averages, canonical sampling, or equilibration.

Physics theoremStatement: AI-adaptedProof: AI-adaptedprecheck passverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Countable canonical identities under a local moment envelope

Physical scope

Discrete countable energy lists with a specified enumeration and a uniform local summable second-moment envelope on an open positive inverse-temperature interval; no lower-energy-bound-only or arbitrary trace claim is made.

Statement

Under the canonical sampling assumption Canonical sampling assumption for finite and normalized statistical models, let I be a specified nonempty countable microstate list with finite energies Ei in joules, counted once (gi=1), and let Jβ⊂(0,∞) be an open inverse-temperature interval in J−1. Set E∗=1 J, ei=Ei/E∗∈R, b=E∗β, and Jb=E∗Jβ⊂(0,∞); ei and b are dimensionless numerical coordinates. For β∈Jβ, define Z(β)=∑ie−βEi and, when 0<Z(β)<∞, pi(β)=e−βEi/Z(β). Suppose every compact interval K⊂Jβ admits a summable sequence ai≥0 with (1+∣ei∣2)e−βEi=(1+∣ei∣2)e−bei≤ai for all i and β∈K. Define Eˉβ=∑ipiEi and Var⁡β(E)=∑ipi(Ei−Eˉβ)2. Then these moments are finite, Z is C2, −∂βlog⁡Z=Eˉβ, ∂β2log⁡Z=Var⁡β(E), and the dimensionless Gibbs entropy sβ:=−∑ipilog⁡pi=log⁡Z+βEˉβ is finite. Define the physical Gibbs entropy by Sβ:=kBsβ in J K−1. Then Fstat:=−kBTlog⁡Z=Eˉβ−TSβ for β=(kBT)−1. A lower bound on the energies alone does not supply the summable envelope or finite partition function.

Facts & Assumptions

Given: A specified countable energy list, a positive finite canonical partition sum on Jβ, and the local summable second-moment envelope.

[F1]

Countable canonical model: use its real energy coordinates ei, real parameter b∈Jb, and gi=1. Its nonnegative series is the supremum of finite subsums; normalized probabilities and absolute-moment expectations are defined only at positive finite Z~(b)=∑ie−bei=Z(b/E∗).

[F2]

Canonical sampling assumption for finite and normalized statistical models: for this normalized countable model, pi=e−βEi/Z is the adopted preparation law.

[L1]

Summable canonical differentiation (current batch 11 draft): for real ei,b and gi=1, the local envelope (1+∣ei∣2)e−bei≤ai on each compact interval implies positive finite Z~∈C2, −∂blog⁡Z~=⟨e⟩b, ∂b2log⁡Z~=Var⁡b(e), and absolutely convergent entropy s=log⁡Z~+b⟨e⟩b. The current proof is supplied in that draft; its status is not publication acceptance.

[F3]

SI quantities and unit conventions: Ei and Eˉβ are in joules, T is in kelvins, and kB is in J K−1, so β is in J−1.

[A1]

The energy list and degeneracy convention are fixed while β varies; every compact interval in Jβ has the stated summable envelope.

Proof

Given: The countable model and its local envelope on the open interval Jβ.

1.1F1F2F3L1A1algebra

Apply [L1] to the real coordinates ei,b of [F1] with gi=1. For any compact interval Kb⊂Jb, its inverse image Kb/E∗⊂Jβ is compact, and the stated dimensionless envelope becomes exactly (1+∣ei∣2)e−bei≤ai there. Thus [L1] gives 0<Z~(b)<∞ and finite first and second numerical energy moments on Jb. Because bei=βEi, the normalized probabilities are precisely the adopted counted-once law [F2]. Multiplication by E∗ gives Eˉβ=E∗⟨e⟩b and Var⁡β(E)=E∗2Var⁡b(e).

2.1F2F3L1step 1.1algebra∎

Since Z(β)=Z~(E∗β), substituting Δb=E∗Δβ in the derivative difference quotients gives ∂βlog⁡Z=E∗∂blog⁡Z~ and ∂β2log⁡Z=E∗2∂b2log⁡Z~. The derivatives are continuous by [L1], hence Z∈C2 and the stated joule and joule-squared mean and variance identities follow. The same probabilities have absolutely convergent entropy sβ=log⁡Z~+b⟨e⟩b=log⁡Z+βEˉβ. Defining Sβ=kBsβ and using βkB=1/T gives Fstat=Eˉβ−TSβ=−kBTlog⁡Z. These are conditional model identities using the stated envelope and current draft mathematical supplier.

Physics theoremStatement: AI-adaptedProof: AI-adaptedprecheck passverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Energy-density concentration at differentiable lattice pressure

Physical scope

Conditional model probabilities for bounded finite-range lattice systems at a differentiability point of the limiting log-partition density; no concentration claim is made at a nondifferentiable point or for arbitrary observables.

Statement

For the lattice model and canonical law of Bulk log-partition pressure for a bounded finite-range lattice model, let pL(γ)=L−dlog⁡ZL(γ) converge pointwise on an open interval Jβ⊂(0,∞) to p(γ). If p is differentiable at β∈Jβ, set e=−p′(β) in joules per site. Then the canonical mean energy density satisfies Eβ,L[HL]/Ld→e, and for every ε>0 there exist c>0 and L0 such that Pβ,L ⁣(∣HL/Ld−e∣≥ε)≤2e−cLd(L≥L0). The probability is the model's finite-volume canonical probability, not an observed frequency. No conclusion is asserted when p is nondifferentiable.

Facts & Assumptions

Given: The bounded finite-range lattice models, their canonical probabilities, pointwise convergence of pL on an open positive interval, and differentiability of the limit at β.

[F1]

Bulk log-partition pressure for a bounded finite-range lattice model: pL=L−dlog⁡ZL is the reduced lattice log-partition density and its canonical law is the finite-volume model law.

[L1]

Limiting derivative and concentration (current batch 11 draft): if the finite-volume lattice pressures converge pointwise on an open positive interval and the limiting pressure is differentiable at β, then the finite-volume mean energy density converges to −p′(β) and both tails have an exponential bound. Its full current proof was inspected; its draft status remains conditional.

[F2]

Canonical sampling assumption for finite and normalized statistical models: the finite-volume probabilities are e−βHL/ZL.

[F3]

SI quantities and unit conventions: HL is in joules, HL/Ld and e are in joules per site, β in J−1, and the probability bound is dimensionless.

[A1]

β lies in an open interval Jβ⊂(0,∞), pL→p on that interval, and p is differentiable at the specified β.

Proof

Given: The lattice model, its finite canonical law, the pointwise limiting pressure, and differentiability at β.

1.1F1F2F3L1A1

The finite-volume energy law and pL in [F1]–[F2] match the model and probability hypotheses of [L1]. The condition β>0 and differentiability at β are exactly those in [A1].

2.1F1L1step 1.1∎

Applying [L1] yields Eβ,L[HL]/Ld→−p′(β)=e and, for each fixed ε>0, a constant c>0 and threshold L0 with the stated two-tail exponential estimate. The result is a model probability statement and is silent at pressure nondifferentiability.

Physics theoremStatement: AI-adaptedProof: AI-adaptedprecheck passverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Finite-bath canonical error under a smooth shell-entropy model

Physical scope

A finite subsystem weakly coupled additively to a bath whose dimensionless shell entropy is twice continuously differentiable with bounded curvature on the full exchanged-energy interval; this is a conditional model bound, not a universal finite-size estimate.

Statement

Assume AC for the regular-shell reading of Microcanonical sampling assumption. Let the subsystem have a finite nonempty state set Ω and internal energies Ex in joules with ∣Ex∣≤L, where L is in joules. The bath model supplies an open interval U containing [u0−L,u0+L], with bath energies u,u0∈U in joules, and a dimensionless shell-log-weight function sB:U→R; define the positive shell weight by WB(u):=esB(u). Assume sB∈C2(U) and ∣sB′′(u)∣≤M on the displayed interval, where M is in J−2. The model adopts β=sB′(u0)>0 in J−1, kB in J K−1, and T=(kBβ)−1 in kelvins. Assume weak additive coupling and separately stipulate that microcanonical shell sampling induces subsystem weights PB(x)∝WB(u0−Ex)=esB(u0−Ex); this induced-marginal rule is an additional bath-model assumption, not a consequence of the microcanonical sampling postulate alone. Let PC(x)=e−βEx/Z be the corresponding canonical law. With δ=ML2/2 (dimensionless), the shell log-weight remainder obeys ∣sB(u0−Ex)−sB(u0)+βEx∣≤δ, and the normalized laws satisfy ∑x∈Ω∣PB(x)−PC(x)∣≤e2δ−1. This is an ℓ1 probability-vector bound; it does not assert a universal error or a thermodynamic limit.

Facts & Assumptions

Given: The finite subsystem, the supplied bath shell-log-weight function and curvature bound, the adopted energy-additive model, and the separately stipulated normalized bath-shell marginal and canonical laws.

[F1]

Finite statistical microstate model: Ω is finite and nonempty and each Ex is a fixed internal energy in joules.

[F2]

Canonical sampling assumption for finite and normalized statistical models: the canonical comparison law has weights e−βEx/Z when Z>0 is finite.

[F3]

Microcanonical sampling assumption: the postulate adopts uniform sampling on a nonempty finite energy window or the normalized coarea law on an admitted regular shell, with AC for the regular-shell branch. It does not derive the subsystem marginal [A2].

[L1]

Finite-bath canonical error bound (current batch 11 draft): for finite energies ∣Ex∣≤L, sB∈C2 on the stated interval, ∣sB′′∣≤M, β=sB′(u0), and normalized weights proportional to esB(u0−Ex), the Taylor remainder is at most δ=ML2/2 and the canonical comparison law has ℓ1 error at most e2δ−1. Its full current proof was inspected; its draft status remains conditional.

[A1]

Ex,u0,L are measured in joules; L,M≥0 with M in J−2; β=sB′(u0)>0 is in J−1; the bath interval contains every u0−Ex; and sB and δ are dimensionless.

[A2]

The bath-shell model separately assigns the normalized subsystem marginal PB(x)=esB(u0−Ex)/∑yesB(u0−Ey). This is an explicit assumption, not a marginal formula supplied by the microcanonical postulate.

Proof

Given: The finite-system energies, the smooth bath shell-log-weight model, and the weak-additive microcanonical marginal separately stipulated in the Statement.

1.1F1F2F3L1A1A2

The adopted parent microcanonical model uses the finite-window or regular-shell sampling of [F3], with the stated AC assumption for the regular-shell reading; that premise does not determine the subsystem marginal. With ∣Ex∣≤L, every bath argument u0−Ex lies in the stated interval. The curvature bound and β=sB′(u0) therefore match the hypotheses of [L1], including the dimensionless remainder scale δ=ML2/2. The normalized weights required by [L1] are the additional subsystem-marginal assumption [A2], not a consequence of the microcanonical postulate; the finite canonical comparison is [F2].

2.1F2L1step 1.1∎

Applying [L1] to these matched inputs gives ∣sB(u0−Ex)−sB(u0)+βEx∣≤δ for each state and ∑x∣PB(x)−PC(x)∣≤e2δ−1. The claim is conditional on the separately stipulated shell-weight rule and the draft mathematical supplier, not on bath size alone.

Physics theoremStatement: AI-adaptedProof: AI-adaptedprecheck passverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Finite canonical partition, energy, variance, entropy and free-energy identities

Physical scope

Exact finite-sum predictions for the adopted canonical law on a fixed finite microstate list with fixed internal energies; the statistical free-energy value is not automatically identified with a macroscopic Legendre potential or an empirical thermodynamic measurement.

Statement

Let (Ω,ϵ) be a finite microstate model with energies Ex=ϵ(x) J from Finite statistical microstate model. Let T>0, β=(kBT)−1, and Pβ(x)=e−βEx/Z(β) be the adopted preparation of Canonical sampling assumption for finite and normalized statistical models. With Eˉβ=∑xPβ(x)Ex, Var⁡β(E)=∑xPβ(x)(Ex−Eˉβ)2, and Sβ=−kB∑xPβ(x)log⁡Pβ(x), the finite partition sum is positive and −∂βlog⁡Z=Eˉβ,∂β2log⁡Z=Var⁡β(E),Sβ=kB(log⁡Z+βEˉβ). Consequently the statistical free-energy value Fstat:=−kBTlog⁡Z satisfies Fstat=Eˉβ−TSβ. The derivatives hold the finite state set and its energy list fixed. No equivalence with a macroscopic entropy or Helmholtz potential is asserted.

Facts & Assumptions

Given: A finite nonempty state set, a fixed energy list in joules, T>0, the fixed SI value of kB, and the adopted canonical weights.

[F1]

Finite statistical microstate model: Ω is finite and nonempty and each Ex is a fixed energy in joules.

[F2]

Canonical sampling assumption for finite and normalized statistical models: Pβ(x)=e−βEx/Z with Z=∑xe−βEx and β=1/(kBT)>0 in J−1.

[F3]

The exponential function is smooth and (exp⁡)′=exp⁡: ddβe−βEx=−Exe−βEx for each fixed Ex.

Proof

Given: The finite canonical model and its fixed energy values.

1.1F1F2algebra

Since Ω is finite and nonempty and every e−βEx>0, the finite sum Z=∑xe−βEx is strictly positive and finite. The weights Pβ(x) therefore sum to one by their definition.

2.1F2F3F4step 1.1

Differentiating the finite sum term by term using [F3] gives Z′=−∑xExe−βEx and Z′′=∑xEx2e−βEx. Applying [F4] yields −∂βlog⁡Z=−(Z′/Z)=Eˉβ and ∂β2log⁡Z=Z′′/Z−(Z′/Z)2=∑xPβ(x)Ex2−Eˉβ2=Var⁡β(E).

3.1F2step 1.1algebra∎

For each x, log⁡Pβ(x)=−βEx−log⁡Z. Substituting this into the finite entropy sum gives Sβ=−kB∑xPβ(x)log⁡Pβ(x)=kB(βEˉβ+log⁡Z). Since βkB=1/T, rearrangement gives Eˉβ−TSβ=−kBTlog⁡Z=Fstat.

Physics theoremStatement: AI-adaptedProof: AI-adaptedprecheck passverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Canonical weights uniquely maximize finite-state entropy at their mean energy

Physical scope

Finite probability distributions on the declared microstate set at a fixed positive temperature; the result is a conditional variational property of the model and does not derive the physical canonical-preparation postulate.

Statement

Let (Ω,ϵ) be a finite nonempty microstate model, let T>0, and let qx=e−βEx/Z be its canonical probabilities at β=(kBT)−1. Set Eˉ=∑xqxEx. Among all probability vectors r=(rx)x∈Ω with ∑xrx=1 and ∑xrxEx=Eˉ, the dimensionless Shannon entropy h(r):=−∑x:rx>0rxlog⁡rx is uniquely maximized by r=q. The corresponding physical Gibbs entropy is S(r):=kBh(r) in J K−1 and has the same unique maximizer. This is a finite-model variational theorem; it does not establish that a physical sample is prepared canonically.

Facts & Assumptions

Given: A finite nonempty state set with fixed energies Ex in joules, T>0, β=(kBT)−1, the canonical law q, and a competing probability vector r with the same mean energy.

[F1]

Finite statistical microstate model: Ω is finite and nonempty and Ex is fixed.

[F2]

Canonical sampling assumption for finite and normalized statistical models: qx=e−βEx/Z with qx>0 and ∑xqx=1.

[F3]

Finite canonical partition, energy, variance, entropy and free-energy identities: Eˉ=∑xqxEx, log⁡qx=−βEx−log⁡Z, and the physical entropy satisfies S(q)=kB(log⁡Z+βEˉ). Dividing by the positive kB gives h(q)=log⁡Z+βEˉ.

[A1]

The competitor has rx≥0, ∑xrx=1, and ∑xrxEx=Eˉ.

Proof

Given: The finite model, its canonical weights, and a competing probability vector with the same mean.

1.1F2F4A1algebra

For every t>0, [F4] gives log⁡t≤t−1, with equality only at t=1: for t>1, integrate 1/u<1 on (1,t); for 0<t<1, integrate 1/u>1 on (t,1) and reverse the endpoints. For every x with rx>0, apply this to t=qx/rx to obtain rxlog⁡(rx/qx)≥rx−qx. Summing over the support of r gives D:=∑x:rx>0rxlog⁡(rx/qx)≥1−∑x:rx>0qx≥0. Equality forces full support and rx=qx for every state.

2.1F1F2F3A1step 1.1algebra∎

Using [F3] and the fixed-mean condition [A1], D=∑x:rx>0rxlog⁡rx+βEˉ+log⁡Z. Therefore h(r)=βEˉ+log⁡Z−D≤βEˉ+log⁡Z=h(q), so S(r)=kBh(r)≤kBh(q)=S(q). Since kB>0, equality holds only when D=0, which by step 1.1 is equivalent to r=q. This proves the unique maximum of both entropies.

Physics theoremStatement: AI-adaptedProof: AI-adaptedprecheck passverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

General quantum Gibbs normalization and canonical identities

Physical scope

A declared quantum model with a semibounded self-adjoint energy operator, trace-class Gibbs exponential, and local first-and-second-moment envelope; the result concerns the adopted Gibbs preparation and does not derive thermalization or a continuum spectrum.

Statement

Assume the Axiom of Choice and Countable Choice and the canonical Gibbs-preparation assumption The canonical equilibrium-ensemble assumption: the Gibbs preparation of a declared model at assigned temperature. Restrict to its G=H branch: the declared energy operator H is self-adjoint, bounded below, and measured in joules; T>0 is in kelvins, β=(kBT)−1 is in J−1, and Kβ=e−βH has 0<Zβ=Tr⁡Kβ<∞. Suppose also that on an open interval Jβ⊂(0,∞) containing β, every compact C⊂Jβ admits a summable family aj≥0 with (1+∣Ej∣2)e−γEj≤aj for all energy eigenvalues Ej and γ∈C. Let (uj) be the finite or countable complete orthonormal eigenfamily supplied by Trace-class Gibbs normalization for a semibounded self-adjoint operator, repeated according to multiplicity, with Huj=Ejuj, and put λj=e−βEj/Zβ. The supplied trace identity gives ∑jλj=1, and these λj are the eigenvalues of ρβ. Define the spectral mean Eˉβ:=∑jλjEj, the variance Var⁡β(H):=∑jλj(Ej−Eˉβ)2, the dimensionless entropy sβ:=−∑jλjlog⁡λj, and the physical von Neumann entropy SvN(ρβ):=kBsβ. These are spectral-sum definitions for this commuting Gibbs density; no operator trace of an unbounded product is used. The supplied moment envelope makes these sums finite. Then −∂βlog⁡Zβ=Eˉβ,∂β2log⁡Zβ=Var⁡β(H),SvN(ρβ)=kB(log⁡Zβ+βEˉβ). Thus Fstat=−kBTlog⁡Zβ=Eˉβ−TSvN(ρβ). This statement does not extend the Helmholtz interpretation to an effective generator H−μN.

Facts & Assumptions

Given: A nonzero quantum Hilbert space, a self-adjoint energy operator H bounded below, a positive assigned temperature, the adopted Gibbs preparation, a finite positive trace, and the local summable moment envelope.

[F1]

The canonical equilibrium-ensemble assumption: the Gibbs preparation of a declared model at assigned temperature: for a declared G=H model with self-adjoint semibounded generator and 0<Tr⁡e−βH<∞, the adopted preparation is ρβ=e−βH/Zβ; the postulate explicitly assumes AC and Countable Choice and does not assert equilibration.

[F2]

Entropy, the Boltzmann constant and the free-energy functional of the declared finite-sector model defines entropy and free energy only on its finite-dimensional sector class; it does not define an entropy functional for general infinite-dimensional sectors. This theorem supplies its own spectral-sum definition above. Dimensions, SI unit conventions and quantity types of the framework and SI quantities and unit conventions give the energy, temperature, and Boltzmann-constant units.

[L1]

Trace-class Gibbs normalization for a semibounded self-adjoint operator (current batch 11 draft): for a semibounded self-adjoint operator with trace-class Gibbs exponential and the stated local moment envelope, the Gibbs weight has a countable energy eigenfamily and the normalized eigenvalue law satisfies the summable canonical mean, variance, and entropy identities. Its full current proof was inspected; its draft status remains conditional.

[F3]

SI quantities and unit conventions: kB is in J K−1, T in kelvins, and energy in joules; hence β is in J−1 and βEj is dimensionless.

[A1]

The full Axiom of Choice and Countable Choice are assumed at the exact strengths required by [F1] and [L1].

Proof

Given: The G=H reading of the adopted quantum Gibbs preparation, trace finiteness, and the local moment envelope.

1.1F1F3L1A1

By [F1], Kβ=e−βH is the declared positive Gibbs weight and ρβ=Kβ/Zβ is the model's adopted preparation. The semiboundedness, positive finite trace, AC assumptions and moment envelope in the Statement match the hypotheses of [L1].

2.1F1F2F3L1step 1.1algebra∎

Applying [L1] to the supplied eigenfamily yields the finite spectral mean and variance and the dimensionless entropy identity sβ=log⁡Zβ+βEˉβ. By the definitions in the Statement, SvN=kBsβ; using βkB=1/T gives Fstat=Eˉβ−TSvN=−kBTlog⁡Zβ. The deduction is conditional on [L1] and the adopted preparation; it asserts no dynamics.

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Partition, Gibbs-entropy and free-energy factorization for independent finite systems

Physical scope

Finite composite models whose state set is explicitly the Cartesian product and whose microscopic energy is additive; no claim is made for interacting systems, interface terms, or experimental independence.

Statement

Let two finite microstate models from Finite statistical microstate model have nonempty state sets ΩA,ΩB, energies EA,EB in joules, and the same T>0. Assume their declared composite model has state set ΩA×ΩB and energy EAB(x,y)=EA(x)+EB(y), with no interaction term. Under the canonical sampling assumption Canonical sampling assumption for finite and normalized statistical models, the partition function factorizes as ZAB=ZAZB, the joint canonical law is PAB=PAPB, the Gibbs entropy satisfies SAB=SA+SB, and the statistical free-energy value satisfies FAB=FA+FB.

Facts & Assumptions

Given: Two finite nonempty state sets, additive composite energy, fixed T>0, and the canonical preparations of both subsystems and their composite.

[F1]

Finite statistical microstate model: each state set is finite and nonempty and the composite state set and additive energy are declared model data.

[F2]

Canonical sampling assumption for finite and normalized statistical models: for each model, P(x)=e−βE(x)/Z with β=(kBT)−1.

[F3]

Finite canonical partition, energy, variance, entropy and free-energy identities: S=−kB∑xP(x)log⁡P(x) and F=Eˉ−TS=−kBTlog⁡Z for each finite model.

Proof

Given: The finite product state set, additive energy, and the three canonical laws.

1.1F1F2algebra

For every (x,y)∈ΩA×ΩB, e−βEAB(x,y)=e−βEA(x)e−βEB(y). Reindexing the finite sum over the Cartesian product therefore gives ZAB=(∑xe−βEA(x))(∑ye−βEB(y))=ZAZB. Dividing the product weight by ZAZB gives PAB(x,y)=PA(x)PB(y).

2.1F1F2F3step 1.1algebra∎

Since each probability is positive, log⁡PAB(x,y)=log⁡PA(x)+log⁡PB(y). Summing against PA(x)PB(y) and using the finite normalizations yields SAB=SA+SB. The mean energy is EˉAB=EˉA+EˉB by the same finite factorization, so FAB=EˉAB−TSAB=FA+FB.

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Invariance of a regular-shell microcanonical preparation

Physical scope

A classical Hamiltonian flow that is globally defined and invertible on a compact regular energy band with the stated coarea measure; invariance is not ergodicity, mixing, equilibration, or equality of time and ensemble averages.

Statement

Let a physical Hamiltonian model satisfy Regular Hamiltonian shell preparation data on a nonempty compact regular energy band, and adopt its normalized shell law by Microcanonical sampling assumption. In addition to the definition's C2 regularity, assume its numerical Hamiltonian H^ is C∞. Let ϕt be the physical Hamiltonian flow defined there, with t measured in seconds, and assume it is an invertible smooth map of the whole band for every real time. Then, conditional on the current batch-12 draft mathematical interfaces Hamiltonian volume, recurrence, and ergodic scope and Coarea and invariant measure on compact regular energy shells, every shell probability νE^ is invariant: νE^(ϕt−1(A))=νE^(A) for every Borel set A⊆ΣE^ and every t∈R. This result asserts no ergodicity, time-average equality, or thermalization.

Facts & Assumptions

Given: A canonical Hamiltonian chart, a nonempty compact regular energy shell, its normalized coarea preparation, and a globally defined invertible flow on the band.

[F1]

Regular Hamiltonian shell preparation data: the dimensionless energy level is regular and compact and the normalized coarea probability νE^ is defined.

[F2]

Microcanonical sampling assumption: on this admitted regular shell the assigned microcanonical preparation is νE^.

[L1]

Hamiltonian volume, recurrence, and ergodic scope (current batch 12 draft): under AC, a smooth Hamiltonian on a symplectic manifold has a local flow preserving symplectic volume wherever defined; completeness or global existence is not inferred. The current Statement and full proof are present and were inspected; Step 1 readiness is missing, so this premise remains conditionally used.

[L2]

Coarea and invariant measure on compact regular energy shells (current batch 12 draft): for C2 energy on an open Euclidean domain with compact regular energy bands, the coarea construction has finite positive mass on each nonempty shell; a Hamiltonian flow that is a diffeomorphism of a full compact band and preserves that band preserves each normalized shell measure. The current Statement and full proof are present and were inspected; Step 1 readiness is missing, so this premise remains conditionally used.

[A1]

AC is included as the exact set-theoretic assumption of [L1]; no ergodicity hypothesis is assumed.

[A2]

The numerical Hamiltonian is C∞, strengthening the shell definition's C2 assumption to match [L1]; physical flow time t is measured in seconds, its dimensionless time is t^=t/(1 s), and the physical flow is assumed to be a smooth invertible map of the whole band for every real time. This global-flow condition is not inferred from the local Hamiltonian equations.

Proof

Given: The regular-shell model, its adopted shell probability, AC, and an invertible smooth Hamiltonian flow defined on the full band.

1.1F1L1L2A1A2givenalgebra

By [F1] and [A2], the canonical Hamiltonian data, smoothness, and full-band invertible flow match the hypotheses of [L1]–[L2]. In dimensionless time, energy is conserved along each flow line because ddt^H^(ϕ^t^(x))=dH^(XH^)=ω^(XH^,XH^)=0; the global-flow condition is an assumption, not a consequence of local equations.

2.1F2L1L2step 1.1∎

The draft suppliers [L1] and [L2] give volume preservation and shell-measure invariance for the matched model in step 1.1. Normalization by the positive finite shell mass preserves invariance, and [F2] assigns that normalized measure as the preparation. Hence νE^(ϕt−1(A))=νE^(A). This deduction remains conditional while both suppliers lack current Step 1 readiness.

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Bulk log-partition pressure for a bounded finite-range lattice model

Physical scope

Finite-alphabet, bounded, translation-invariant finite-range interactions on free cubic lattices with a declared cell volume; the pressure convention is specific to this lattice model and implies no continuum-particle or long-range pressure law.

Statement

Use the finite-alphabet, bounded, translation-invariant finite-range lattice model of Bounded finite-range lattice model, with physical interaction energies in joules, inverse temperature β=(kBT)−1>0, and partition sum ZL(β). Suppose each site represents a fixed cell of volume v0>0 in m3. Define the reduced log-partition density pL=L−dlog⁡ZL and the lattice pressure convention PL=(kBT/v0)pL in pascals. Then pL and PL have finite limits as L→∞. If a second boundary-energy model on the same configuration sets differs pointwise by at most CbLd−1 joules for fixed Cb, it has the same limit.

The pressure convention in this statement is assigned to this lattice model. Equating it with a derivative-based macroscopic pressure or a measured mechanical pressure requires a separate model identification.

Facts & Assumptions

Given: A finite alphabet, finite-range bounded lattice interactions, positive T, the canonical partition sum, and a fixed physical cell volume.

[F1]

Bounded finite-range lattice model: for integer d,L≥1, finite alphabet A, bounded finite-range translation-invariant interactions, and β>0, HL and ZL=∑se−βHL(s) are defined with free boundary.

[F2]

Finite-range lattice log-partition limit (current batch 11 draft): the sequence pL=L−dlog⁡ZL has a finite limit for every fixed β>0, and a boundary-energy perturbation bounded by CbLd−1 has the same limit. Its full current proof was inspected; its draft status remains conditional.

[F3]

SI quantities and unit conventions: kB has units J K−1, T is in kelvins, v0 is in m3, and kBT/v0 is in pascals.

[F4]

Canonical sampling assumption for finite and normalized statistical models: the positive finite lattice partition sum defines the adopted finite-volume canonical law.

[A1]

v0 is fixed as L varies, and the physical interaction parameters are held fixed in the sequence of cubic boxes.

Proof

Given: The bounded finite-range lattice data, β>0, a fixed cell volume, and the stated boundary perturbation bound.

1.1F1F2F4A1

The finite lattice data in [F1] and β>0 match the model hypotheses of [F2]. Thus pL=L−dlog⁡ZL converges to a finite p∞; the same supplier gives the identical limit for the stated boundary perturbation. By [F4], these finite partition sums give the adopted lattice canonical law.

2.1F3step 1.1algebra∎

Since v0 and T are fixed along the volume sequence, multiplying by the constant kBT/v0 preserves convergence: PL=(kBT/v0)pL→(kBT/v0)p∞. The factor has units of pressure by [F3]. This proves only the declared lattice pressure convention.

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Measurable canonical identities for a dimensionless reference measure

Physical scope

Measurable energy models with a dimensionless reference measure, positive finite partition integral, and compact-parameter local integrable second-moment envelope; no claim is made for an arbitrary phase-space measure or unbounded energy without these hypotheses.

Statement

Let (X,Σ,μ) be a measure space with dimensionless reference measure, let E:X→R J be a finite physical energy, and let Jβ⊂(0,∞) be an open inverse-temperature set in J−1. Set E∗=1 J, e=E/E∗:X→R, b=E∗β, and Jb=E∗Jβ; measurability of E means measurability of the dimensionless numerical coordinate e. Suppose Z(β)=∫Xe−βE dμ is positive and finite on Jβ, and for each compact K⊂Jβ there is an integrable GK≥0 with (1+∣e∣2)e−βE=(1+∣e∣2)e−be≤GK for every β∈K. Under the canonical sampling assumption Canonical sampling assumption for finite and normalized statistical models, define pβ=e−βE/Z, ⟨E⟩β=∫Epβ dμ, and Var⁡β(E)=∫(E−⟨E⟩β)2pβ dμ. Then Z∈C2, −∂βlog⁡Z=⟨E⟩β, ∂β2log⁡Z=Var⁡β(E), and the relative Gibbs entropy is finite with Sβ=−kB∫pβlog⁡pβ dμ=kB(log⁡Z+β⟨E⟩β). Hence Fstat=−kBTlog⁡Z=⟨E⟩β−TSβ for β=(kBT)−1.

Facts & Assumptions

Given: A dimensionless measure space, a measurable energy, positive finite partition integrals, the canonical density, and the stated local integrable envelope.

[F1]

Measure space and integral: use the real measurable energy coordinate e, whose exponential weights are nonnegative; nonnegative integrals use the simple-function supremum, and signed integrals require absolute integrability. No completeness of the measure space is assumed.

[F2]

Canonical sampling assumption for finite and normalized statistical models: with 0<Z(β)<∞, the density pβ=e−βE/Z is the adopted canonical preparation relative to μ.

[L1]

Measurable canonical normalization and identities (current batch 11 draft): for real measurable energy e and real parameter b∈Jb, positive finite Z~(b)=∫e−be dμ and the compact-interval integrable envelope (1+∣e∣2)e−be give Z~∈C2, finite moments, −∂blog⁡Z~=⟨e⟩b, ∂b2log⁡Z~=Var⁡b(e), and absolutely integrable reference-relative entropy s=log⁡Z~+b⟨e⟩b. The current proof is supplied in that draft; its status is not publication acceptance.

[F3]

SI quantities and unit conventions: E and ⟨E⟩ are in joules, T is in kelvins, and kB is in J K−1, so β is in J−1.

[A1]

The reference measure is dimensionless, Z is positive finite on the open parameter set, and (1+∣e∣2)e−βE has the local integrable envelope stated in the Statement.

Proof

Given: The dimensionless reference measure, the measurable energy, the normalized canonical density, and the local envelope.

1.1F1F2F3L1A1algebra

Apply [L1] with numerical energy e=E/E∗ and b=E∗β. Any compact interval Kb⊂Jb corresponds to Kb/E∗⊂Jβ, so its domination hypothesis is exactly the stated dimensionless envelope. The equality be=βE identifies Z~(b)=Z(b/E∗) and the normalized density with [F2]. The supplier gives finite first and second moments of e; hence ⟨E⟩β=E∗⟨e⟩b and Var⁡β(E)=E∗2Var⁡b(e) are finite. All weighted functions and difference quotients are measurable functions of e, so the argument requires no completeness of μ.

2.1F2F3L1step 1.1algebra∎

Since Z(β)=Z~(E∗β), substitution of Δb=E∗Δβ in derivative difference quotients multiplies first derivatives by E∗ and second derivatives by E∗2. Thus [L1] yields Z∈C2 and the stated log-derivative mean and variance identities in joules and joules squared. The density is unchanged, so its absolutely integrable relative entropy is sβ=log⁡Z~+b⟨e⟩b=log⁡Z+β⟨E⟩β. Multiplying by kB gives Sβ in J K−1; using βkB=1/T gives Fstat=⟨E⟩β−TSβ=−kBTlog⁡Z. This is conditional on the declared sampling model and the stated hypotheses of the current draft mathematical supplier.

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Finite-sector quantum Gibbs preparation minimizes the declared free-energy functional

Physical scope

The finite-dimensional fixed-particle-number quantum sector at assigned positive temperature, conditional on the adopted Gibbs-preparation assumption and the exact NRQM entropy/free-energy definitions; no equilibration or macroscopic thermodynamic-limit claim is made.

Statement

Work in the nonzero finite-dimensional fixed-N sector of Entropy, the Boltzmann constant and the free-energy functional of the declared finite-sector model, with self-adjoint energy HNσ in joules and assigned T>0 in kelvins. Adopt the Gibbs preparation of The canonical equilibrium-ensemble assumption: the Gibbs preparation of a declared model at assigned temperature and its unit convention β=(kBT)−1. For F(ρ)=tr⁡(ρHNσ)−TS(ρ) over the declared sector density operators, the canonical preparation is the unique minimizer and min⁡ρF(ρ)=Feq=−kBTlog⁡tr⁡(e−βHNσ). This quantum statistical functional is not identified here with a macroscopic Helmholtz potential without an additional model bridge; its minimum does not establish equilibration.

Facts & Assumptions

Given: A nonzero finite-dimensional fixed-N sector, its self-adjoint energy, an assigned T>0, and the adopted canonical preparation.

[F1]

Entropy, the Boltzmann constant and the free-energy functional of the declared finite-sector model: on the finite-dimensional sector, S(ρ)=kBs(ρ) and F(ρ)=tr⁡(ρHNσ)−kBTs(ρ), with β=(kBT)−1.

[F2]

The canonical equilibrium-ensemble assumption: the Gibbs preparation of a declared model at assigned temperature and The canonical preparation as the unique free-energy minimiser of the declared finite-sector model (both current carrier statuses say published): the former adopts the finite-sector Gibbs preparation under its exact AC/Countable Choice and finite positive-trace hypotheses; the latter proves that this preparation uniquely minimizes the declared finite-sector functional with minimum −kBTlog⁡ZN. Their current statements and the theorem proof were inspected, but their published records lack the required audit/source-review evidence, so this use remains escalated.

[F3]

Dimensions, SI unit conventions and quantity types of the framework and SI quantities and unit conventions: HNσ and F are in joules, T in kelvins, and kB in J K−1.

[A1]

The Axiom of Choice and Countable Choice are assumed as required by [F2]; the sector dimension is finite and at least one.

Proof

Given: The declared finite-sector quantum model, the entropy/free-energy functional, and the canonical Gibbs assignment.

1.1F1F2F3A1

The finite-sector class, assigned positive temperature, canonical preparation, and entropy functional in the Statement are exactly the hypotheses and definitions of [F1]–[F2]. Countable Choice is stated explicitly in [A1], as required by [F2].

2.1F1F2F3step 1.1∎

By [F2], every declared sector preparation obeys F(ρ)≥−kBTlog⁡ZN, with equality only for the canonical preparation. Replacing β−1 by kBT using [F1]–[F3] gives the displayed minimum and units. This is a conditional preparation-model deduction, not a claim that dynamics reaches the minimizer.

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Finite bosonic and fermionic mode partition and occupation formulas

Physical scope

Declared finite lists of independent bosonic one-mode Fock systems or fermionic two-level occupation systems at assigned positive temperature; no interacting, infinite-mode, continuum, condensation, measured-occupation, or thermalization conclusion is asserted.

Statement

Assume AC and Countable Choice and adopt the quantum Gibbs preparation of The canonical equilibrium-ensemble assumption: the Gibbs preparation of a declared model at assigned temperature at assigned temperature T>0 kelvins, with β=(kBT)−1 in J−1. A finite independent mode list means an integer m≥1 and, for each r∈{1,…,m}, a declared type B or F and an excitation energy εr>0 joules. For type B take the one-mode Fock Hilbert space with complete number basis (en)n∈N0 and self-adjoint occupation operator Nren=nen on its exact diagonal domain as in Single-mode thermal trace. For type F take Hr=C2 with orthonormal basis f0,f1 and Nrfn=nfn. In either case put Hr=εrNr, and write ur,n=en or fn according to the factor type. Define H(1)=H1 and recursively H(r+1)=H(r)⊗^Hr+1 by the completed Hilbert tensor construction of Hilbert tensor construction: inner product, completion and product bases; let H=H(m). The canonical orthonormal product basis is un=⨂rur,nr, indexed by n=(n1,…,nm)∈C:=∏rCr, where Cr=N0 for type B and Cr={0,1} for type F. If all factors are F then C is finite; otherwise it is countably infinite and is enumerated by increasing ∑rnr and lexicographic order within each finite level, which is finite because every nr≤∑rnr. For each factor put ε^r=εr/(1 J). Define the numerical energy map E^:C→R by E^(n)=∑r=1mε^rnr and the physical energy E(n)=(1 J)E^(n). Define the numerical self-adjoint diagonal operator H^ by H^un=E^(n)un on the exact domain D(H^)={ψ∈H:∑n∈CE^(n)2∣⟨ψ,un⟩∣2<∞}; when C is finite, H^ is a finite real diagonal endomorphism and is self-adjoint; when C is countably infinite, the diagonal-operator lemma Diagonal adjoint and graph-core lemma gives H^ self-adjoint for the displayed enumeration. The physical total energy operator is H=(1 J)H^, with Hun=E(n)un and D(H)=D(H^); multiplication by a nonzero real scalar preserves self-adjointness. This sum-energy Hamiltonian with no interaction term is the definition of independence for this quantum model.

Assign each factor readout (Nr,1) and the composite readout (Nr,1) as sharp observables in the sense of clause (c) of The canonical equilibrium-ensemble assumption: the Gibbs preparation of a declared model at assigned temperature, with dimensionless particle-count unit. On H define Nrψ=∑n∈Cnr⟨ψ,un⟩un,D(Nr)={ψ:∑n∈Cnr2∣⟨ψ,un⟩∣2<∞}. To specify the joint occupation readout using a single sharp observable, let j(n) be the zero-based position of n in the enumeration above (the same ordering on the finite set in the all-F case). Define Jψ=∑nj(n)⟨ψ,un⟩un on D(J)={ψ:∑nj(n)2∣⟨ψ,un⟩∣2<∞}. Assign (J,1) as the dimensionless label readout, decoding j(n) as n. These diagonal operators are self-adjoint by the same diagonal lemma (or finite diagonal matrices). Their spectral projections act by retaining the coordinates with nr∈B or j(n)∈B, respectively, for a Borel set B⊆R. Thus the decoded joint projections are Q(A)ψ=∑n∈A⟨ψ,un⟩un for A⊆C; these sums converge in H, and countable additivity holds in the strong operator topology by square-summable coordinate tails. The adopted outcome law is tr⁡(ρβQ(A)), whose rth marginal is the outcome law of Nr.

For one bosonic mode with excitation energy ε>0 joules, let q=e−βε and let N be its dimensionless occupation number. Its partition trace and mean occupation are ZB=(1−q)−1,⟨N⟩B=q1−q=1eβε−1. For a fermionic two-level occupation system with energies 0,ε, the partition sum and excited-state occupation are ZF=1+q,⟨N⟩F=q1+q=1eβε+1. For a finite independent collection as defined above, write Kβ=e−βH and Z=Tr⁡Kβ. Then 0<Z<∞ and the joint occupation-basis law is Pβ(n):=e−βE(n)/Z. For each factor r, define its marginal law by Pβ,r(k):=∑n∈C: nr=kPβ(n). The trace satisfies Z=∏r=1mZr, the joint law factorizes as Pβ(n)=∏r=1m(qrnr/Zr), and each marginal mean is the corresponding one-mode mean displayed above. These are exact model identities under the adopted preparation.

Facts & Assumptions

Given: The finite independent mode models, positive mode energies, assigned T>0, and the adopted Gibbs preparation.

[F1]

The canonical equilibrium-ensemble assumption: the Gibbs preparation of a declared model at assigned temperature clauses (a)(ii), (b), (c): use the declared number-variable mode model with G=H. For a bounded positive operator its extended trace is the basis sum; finiteness makes its square root Hilbert-Schmidt, hence the operator trace class with the same ordinary trace. Under AC and Countable Choice the model assigns ρβ=e−βH/Z and the outcome law tr⁡(ρβEA(B)) to each declared sharp observable (A,uA); its thermal mean is the spectral first moment when absolutely integrable.

[F2]

Single-mode thermal trace (current carrier status says published): for ω>0 and β>0, the one-mode bosonic trace is (1−e−βω)−1 and the number mean is 1/(eβω−1). The full proof was inspected; its published carrier lacks the required audit marker, so this use remains escalated.

[F3]

Closed formulas for the two-level canonical weights, mean energy, entropy and free energy (current carrier status says published): for energies 0,ε with ε,β>0, Z=1+e−βε and the upper-level probability is 1/(eβε+1). Its full proof was inspected; the published carrier lacks the required audit marker, so this use remains escalated.

[F4]

Thermal occupation means of the declared free-mode models: Bose and Fermi factors, product convergence and dilute remainders (current carrier status says published): the single-mode occupation readings are the stated Bose and Fermi means, under the postulate and assigned observable rules. Its full proof was inspected; the published carrier lacks the required audit marker, so this use remains escalated.

[F5]

Hilbert tensor construction: inner product, completion and product bases: the finite Hilbert tensor product has the complete orthonormal product basis used in the Statement. Diagonal adjoint and graph-core lemma: a real diagonal energy list defines a self-adjoint operator on the squared-weight domain displayed in the Statement.

[F6]

SI quantities and unit conventions and Dimensions, SI unit conventions and quantity types of the framework: ε is in joules, T in kelvins, β in J−1, and the occupation number is dimensionless.

[F7]

Countable canonical model defines a nonnegative countable sum as the supremum of finite subsums; for the explicit product-basis enumeration in the Statement, the increasing finite boxes CN exhaust that supremum.

[A1]

Countable Choice and the Axiom of Choice are assumed because the cited one-mode and mode-occupation supplier statements explicitly assume them.

Proof

Given: The mode energies, the independent finite mode list, T>0, and the quantum canonical preparation.

1.1F1F2F4F6A1algebra

For one bosonic mode, [F2] gives ZB=(1−q)−1 and ⟨N⟩B=q/(1−q); for q=e−βε, multiplication of numerator and denominator by eβε gives q/(1−q)=1/(eβε−1). The unit convention in [F6] makes the exponent dimensionless.

1.2F1F3F4F6A1algebra

For one fermionic occupation, [F3] gives ZF=1+q and upper-level probability q/(1+q); multiplying numerator and denominator by eβε gives q/(1+q)=1/(eβε+1).

2.1F1F2F3F5F7step 1.1step 1.2algebra

For the finite product model of the Statement, the diagonal Gibbs operator satisfies Kβun=e−βE(n)un=∏r=1mqrnrun, where qr=e−βεr. For N≥1 let Cr,N={0,…,N} for a bosonic factor and Cr,N={0,1} for a fermionic factor, and put CN=∏rCr,N. These are finite increasing sets whose union is C. Finite distributivity gives ∑n∈CN∏rqrnr=∏r∑nr∈Cr,Nqrnr. By the positive-basis trace convention in [F1] and the nonnegative-sum convention [F7], the full trace is the supremum of its finite subsums; every finite subset of C is contained in some CN. Hence 0<Z=Tr⁡Kβ=lim⁡N→∞∑n∈CN∏rqrnr=∏r=1mZr<∞, where Zr=ZB or ZF from steps 1.1–1.2. Clause (b) of [F1] now makes Kβ trace class and licenses ρβ=Kβ/Z. The assigned label readout has singleton projection Q({n})ψ=⟨ψ,un⟩un, so clause (c) gives P(n)=tr⁡(ρβQ({n}))=e−βE(n)/Z=∏r(qrnr/Zr). For fixed factor s and occupation k∈Cs, summing over the other labels in CN with ns=k gives (qsk/Z)∏r≠s∑nr∈Cr,Nqrnr once N≥k; taking N→∞ and using Z=∏rZr yields the marginal Ps(k)=qsk/Zs. The marginal is the law of the assigned Ns, and its absolute first moment is finite by the bosonic first-moment sum in [F2] or the finite two-level sum in [F3]. Thus its thermal mean is the corresponding one-mode mean in steps 1.1–1.2.

3.1step 1.1step 1.2step 2.1∎

Steps 1.1 and 1.2 prove the one-mode factors, and step 2.1 proves trace factorization and all marginal means for the declared finite product model. These are conditional model calculations under the adopted Gibbs preparation.

Physics theoremStatement: AI-adaptedProof: AI-adaptedprecheck passverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Cesaro dephasing for a discrete trace-class quantum model

Physical scope

A trace-class initial density and a self-adjoint quantum Hamiltonian with a complete discrete energy eigenfamily of finite multiplicity under the declared unitary dynamics; the result is a time-averaged state limit, not Gibbs preparation or pointwise relaxation.

Statement

Assume AC and Countable Choice. Let H be a self-adjoint quantum Hamiltonian bounded below with a complete discrete energy eigenfamily of finite multiplicity, and let ρ0 be any positive trace-class density operator of trace one. Let ℏ>0 be the assigned action constant in J s, adopt the unitary dynamics Ut=e−itH/ℏ of Autonomous dynamics postulate P4: self-adjoint generators and unitary evolution, and assume the trace-class Gibbs and local moment conditions of General quantum Gibbs normalization and canonical identities that supply this discrete eigenfamily. Then, conditional on the current batch-12 draft theorem Trace-norm Cesàro dephasing for a discrete Gibbs spectrum, the Cesaro state ρˉτ:=1τ∫0τUtρ0Ut∗ dt converges in trace norm as τ→∞ to ρdiag=∑EPEρ0PE, where PE is the spectral projection onto the full eigenspace of energy E. Coherences inside degenerate energy blocks remain. The limit need not be Gibbs, and no pointwise-in-time convergence or thermalization is asserted.

Facts & Assumptions

Given: A discrete self-adjoint Hamiltonian with finite-multiplicity energy eigenspaces, a trace-class density ρ0, the declared unitary dynamics, and ℏ in J s.

[F1]

Autonomous dynamics postulate P4: self-adjoint generators and unitary evolution and Assigned energy observable, unitary flow and the two pictures of autonomous evolution: the declared closed-system state evolves by ρ(t)=Utρ0Ut∗ with Ut=e−itH/ℏ and unitary group law.

[F2]

General quantum Gibbs normalization and canonical identities: under the semibounded self-adjoint and trace-class Gibbs hypotheses with the stated local moment envelope, the Gibbs operator has a complete countable energy eigenfamily with finite multiplicity for each energy; this conclusion remains conditional on its current draft mathematical supplier.

[L1]

Trace-norm Cesàro dephasing for a discrete Gibbs spectrum (current batch 12 draft): under AC, a complete finite-or-countable orthonormal eigenbasis of a semibounded self-adjoint operator, finite-dimensional energy eigenspaces, ℏ>0, and a positive trace-one trace-class density, the trace-norm Cesaro average converges to ∑EPEρ0PE. The complete current proof was inspected; its Step 1 readiness is missing, so this premise remains conditional.

[A1]

AC and Countable Choice are assumed through [F2] and the quantum preparation postulate; τ>0 is elapsed time in seconds and every phase (Ei−Ej)t/ℏ is dimensionless.

[A2]

ρ0 is positive trace class with trace one, and ℏ>0 is the fixed action constant in J s.

Proof

Given: The trace-class state, the discrete energy basis, the unitary dynamics, and the current draft trace-norm Cesaro theorem.

1.1F1F2L1A1A2

By [F2], the trace-class Gibbs and local moment assumptions supply a complete countable energy eigenbasis with finite-dimensional eigenspaces; [A1] supplies AC and [A2] supplies the positive trace-one initial density and action-unit convention. Together with the semibounded self-adjoint Hamiltonian in the Statement, these are the hypotheses of [L1], and [F1] specifies the same unitary orbit.

2.1F1F2L1step 1.1∎

Apply the current draft result [L1] to the matched inputs in step 1.1. It yields ρˉτ→∑EPEρ0PE in trace norm with the entire degenerate blocks retained. The limit depends on ρ0, so no Gibbs or pointwise-time conclusion follows. This use remains conditional until [L1] has current Step 1 readiness.

RemarkRemark: AI-adaptedProof: Not applicableverified 2026-10-15 (gpt-6-luna, gpt-6.1-sol, and delegated Codex review/repair agents; see completed run evidence)Open item page →

Scope limits for finite ensembles, shells, pressure and dephasing

Physical scope

A scope and hypothesis ledger for the preceding finite, countable, measurable, lattice, regular-shell and discrete-quantum branches; it supplies no additional ensemble-equivalence, ergodicity, thermalization, or empirical claim.

Remarks

The finite canonical, maximum-entropy, independent-factorization and finite-bath claims concern the exact finite state spaces and shell-weight assumptions stated in their items. Countable and measurable derivative identities require their local summable or integrable moment envelopes; a lower energy bound alone does not normalize the partition function. The lattice bulk-pressure and concentration claims apply only to the bounded finite-range lattice model and, for concentration, a differentiability point of the limiting log-partition density. The page-level continuum-pressure prerequisite is a distinct interaction model; no stable-tempered continuum limit is inferred from the lattice theorem.

Regular-shell preparation requires a nonempty compact regular level, the normalized coarea measure, and AC; it does not require a globally defined flow. The separate invariant-shell theorem adds a smooth invertible Hamiltonian flow on the full band, with time in seconds, and proves measure invariance only. Neither result implies ergodicity or equality of long-time averages with the shell law. The quantum Gibbs and finite-mode trace identities explicitly assume AC and Countable Choice, a semibounded self-adjoint generator, a positive finite Gibbs trace and the stated moment envelope. In the general quantum branch, the mean, variance and von Neumann entropy are defined by the supplied Gibbs eigenfamily sums, so no unbounded operator-trace product is being asserted. Discrete dephasing is a trace-norm Cesaro limit with degenerate eigenspaces retained, not pointwise relaxation or a Gibbs limit.

Boltzmann microstate entropy, finite Gibbs entropy, von Neumann entropy and the macroscopic entropy function are distinct objects until a model supplies an explicit identification. The statistical value −kBTlog⁡Z is not silently identified with a macroscopic Helmholtz or grand potential. Canonical and microcanonical sampling are adopted preparation assumptions. None of the finite probability identities, continuum or lattice pressure limits, shell-invariance results or quantum trace calculations reports an experiment or establishes that nature follows the model.

5 · Examples, experiments and counterexamples

None yet.

Sources