Harden autonomous neutral expansion follow-up - #5
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…s + exact-certified deterministic recovery C), extended trainer (lr/ESS/rounds/replay-mode knobs, immutable core reused), Stage-A branch diagnostics, locked-Kazuki fixed-bank evaluator with executed-window Validity; predeclared banks + research log; 6 new tests green, default-OFF bitwise equivalence asserted Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…full D+/D- plus appended certified recovery positives; 7 tests green Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…RULE + Stage-A/B results in log Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…luation) + mechanism snapshot/episode viz + M100 paired-difference analysis; 9 tests green Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…d r7: CR -.006, V -.067 vs r0); paper-contract plot rendered; iteration-2 pre-registration (R_A=B9 knobs vs R_B=v2 family, freeze criterion declared before U10-12 reads; fresh M50 bank 340000; M100 330000 untouched) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…recovery); v2 documented as follow-up; M50 selection launched on fresh bank 340000 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
… dSR +.091 vs r0 on fresh bank 340000; paper plot rendered; M100 confirmation launched on untouched 330000 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…d-only @0e0eca2), separate per-round D_MPC+ (never in D+/GP/acquisition), intersection filter (privileged SFM look-ahead AND exact H10 SOCP) ranked by native SafeMPPI cost, dedicated distillation blocks with fresh CFM bases, before/after local+M10 audits; 3 tests green incl. exact prefix-replay reconstruction Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
… 360000, M100 370000), selection rule, separation guarantees Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…+.133, dclr +.014, dt +2.08s vs r0), per-gamma tables, 33-artifact SHA manifest, DELIVERY_COMPLETE.json; MPC follow-up log Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…icy change confirmed (SOCP-rate up 15/16 blocks, target-recovery down 16/16, present even with rising loss) but 0/32 cells pass the pre-registered liveness gate; no-distill control collapses identically; M50/M100 not triggered; all pre/post checkpoints + audits kept Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…fied replay, resumable), M10 evolution 0/1/2/5/10, per-recipe best, M50 both, winner -> untouched M100 Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…rt .938, closed-loop certified NVP .986, CR 0); winner ess0p25_U_d1 r1; M100 within-noise gains (dCR -.006, dV +.004); verifier-support gap confirmed binding Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
… windows mixed at portion p into corrected low-dose replay, 4 arms x 3 rounds, goal-forgetting guarded by low dose + certified-gather liveness; labeled UNFAITHFUL throughout Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
… round Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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What changed
Why
The previous coordinator could reject valid creative triggers, fail legacy resume, stop after diagnosing D0 overwrite without testing D+-only replay, and treat M10 screening as promotion evidence.
Checks
Draft while the live r50 study and downstream evaluation are still running.