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- [36_evidence_ledger.md](36_evidence_ledger.md): **the writing base** — full
evidence chain, corrected headline numbers, figure sources, claim discipline.
+- [38_mnist_real_data_validation.md](38_mnist_real_data_validation.md): e0
+ theorem + estimator replicated on MNIST (no fit).
+- [39_teacher_test_gap.md](39_teacher_test_gap.md): teacher-task test gap —
+ optimization cost invariant, test effect task-dependent (sign flip).
- [37_wrapup_corrections.md](37_wrapup_corrections.md): pre-writing audit
fixes (e0 sampler now real FA backward; closed-form comparison now
data/init-matched — corr 0.977 retired, 0.933 matched / 0.982 ensemble).