Thermodynamic Machine Learning · MMXXVI
Experiment8.VI.MMXXVIRead 4 min

Exp 7 — Barrier/Conductance: A Scoped Green Light

Entry 9

A direct, zero-extra-compute test of whether a slow mode is escapable rather than fundamentally trapped — answered on a tiny controlled RBM, where the answer is a scoped yes.

The question

Our chain probes (experiments/exp4-*, experiments/exp6-*) show τL\tau \propto L at scale, but τL\tau \propto L cannot separate a genuine exp(cN)\exp(cN) barrier from a slow-but-escapable one. The A2↔A6 obstruction in the spine needs non-chain evidence: a direct crossability test. The pre-registered question (frozen §3 confirmatory pre-commitment, commit fba065a): does a non-empty, crossable, observable-relevant sweet spot exist on the controlled RBM family?

The setup

The seed-0 confirmatory grid — the pre-registered pilot_seed=0 / EXP7_NS=20260607 tuple, untouched by the pilot/re-pilot work on seeds {1,2,3}\{1,2,3\} — is m{4,5,6}m \in \{4,5,6\} dense plus a held-out m=7m=7, across M{1,2,3,4}M \in \{1,2,3,4\} and β{0.5,1,2,3}\beta \in \{0.5,1,2,3\}: 48+16=6448 + 16 = 64 cells. Run 2026-06-08 on laptop CPU, float64, exact-diag (not GPU), runtime 22392239 s (37\sim 37 min).

Each cell builds basins and measures (not OLS-predicts) masses, barriers, MFPTs, and overlaps, then applies four frozen filters: (i) mass π(C)0.004\pi(C) \ge 0.004; (ii) separation Blog2B^* \ge \log 2; (iii) measured-MFPT crossability via full-chain targeted-hitting (IPSC)t=1(I - P_{S \setminus C})t = 1 in both directions, M-matrix certified, against a deep-escape budget Bbudget=log(2m250/Cdeep)B_{budget} = \log(2m \cdot 250 / C_{deep}); (iv) observable relevance reεoverlapr_e \ge \varepsilon_{overlap}. A cell qualifies when Nqual1N_{qual} \ge 1; strength is Uthermo=ereBeU_{thermo} = \sum_e r_e \cdot B^*_e (existence-only — magnitude is descriptive).

The result

TT2 green-light candidate. 2525 of 6464 cells have Nqual1N_{qual} \ge 1 at the primary εoverlap=0.01\varepsilon_{overlap} = 0.01, firing decision-rule branch 2. The qualifying region is concentrated at M=2M=2 (13/1613/16 cells) with selected M=3,4M=3,4 cells (6/166/16 each); at m=7m=7 only M=2M=2 qualifies. Uthermo[0.52,5.87]U_{thermo} \in [0.52, 5.87].

The F3 candidate-cut γeff\to \gamma_{eff} proxy passes on held-out seed 0. The single-seed specialisation log γ_eff,step = α + s·log Φ̂, checked against the frozen lock (slope band [0.527,1.673][0.527, 1.673], ρmin=0.70\rho_{min} = 0.70), lands all three dense strata in band:

stratum   n    slope s_m   in band   Spearman ρ_m   ≥0.70   OK
m=4       16   1.0330      yes       0.750          yes     yes
m=5       16   1.1178      yes       0.979          yes     yes
m=6       16   1.3444      yes       0.956          yes     yes

The m=6m=6 stratum was never seen by the seeds-{1,2,3}\{1,2,3\} calibration: a genuine out-of-sample confirmation, not a re-tune. fvalid=48/48=1.0f_{valid} = 48/48 = 1.0.

Two registered steps were omitted by the runner and supplied post-hoc (audit cheeger_slope_audit.py, stage_a_results.json left untouched). The acceptance-blocking global Cheeger check γglobal=1σ22Φ^\gamma_{global} = 1 - \sigma_2 \le 2\hat\Phi holds for all 64 cells (maxγglobal/(2Φ^)=0.4139\max \gamma_{global}/(2\hat\Phi) = 0.4139, 0 violations). The stronger chain γglobalγ2Φ^\gamma_{global} \le \gamma_{\perp} \le 2\hat\Phi holds on the 6363 cells with a defined γ\gamma_{\perp}not everywhere: the one UNRESOLVED cell (m=7,M=1,β=3m=7, M=1, \beta=3) has no γ\gamma_{\perp}. The verdict stands because this check passes. The εoverlap\varepsilon_{overlap} sweep {0.003,0.01,0.03,0.1}\{0.003, 0.01, 0.03, 0.1\} shows existence at all four thresholds — no flip.

Scope and caveats

This is a scoped existence demonstration on a tiny RBM (N14N \le 14, seed 0, M/βM/\beta analogy axis) — never a fundamentality verdict. Honest qualifiers, all registered:

  • The tie-ordering screen (decision [3]) was vacuous: maxnmultiway=0\max n_{multiway} = 0 over all 64 cells, so "no flip" is vacuously true — the screen was never exercised. (The εoverlap\varepsilon_{overlap} sweep was a genuine no-flip.)
  • There is no literal net↔EBM expressivity-split knob in this RBM; the M/βM/\beta axis is an analogy. The result is existence over that analogy axis, not proof an intermediate-split sweet spot drives it.
  • The pooled OLS association of UthermoU_{thermo} with β\beta is positive (slope 0.5060.506, 95% CI [0.192,0.820][0.192, 0.820], post-hoc spec) but not monotone: in strata (5,3)(5,3), (6,3)(6,3), (6,4)(6,4), UthermoU_{thermo} peaks at β=2\beta=2 and falls at β=3\beta=3.
  • Diagnostics J1/J2 are retired, recorded-not-gated. J1 fails its old 0.250.25 gate on held-out seed 0 too (median rel-err 0.5580.558), vindicating its retirement; J2 deferred φ2/φ3\varphi_2/\varphi_3 and missed the literal model-lock-before-any-held-out discipline (narrower discipline held). Neither touches the verdict.
  • Prefactors are measured, kernel-specific, and not universal. No spine tag flips: conditional factorization stays [solid], the operational claim stays [conjectured]. A UthermoU_{thermo}-predicts-the-sweet-spot \to [validated] is researcher-conferred, never self-applied.

What it feeds next

Exp 7 supplies the non-chain, direct-crossability evidence the A2↔A6 antagonism needs: on this small family the obstruction is operationally escapable within the 250-sweep budget — pushing toward the non-fundamental reading, on this family only. The at-scale / fundamentality question stays open.


Feeds: Stage B — a deferred GPU DTM-anchor + ACP-exchange gate, blocked behind both this passing Stage A and a favorable substrate-reachability answer; the path to → validated remains an at-scale run with A7 and KτintK \gg \tau_{int} met.

— fin. —