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foxhunt/docs
jgrusewski 9223795c70 Merge adaptive-learning-rootcause: distillation collapse fix + env-unify design
Brings the 4-commit work from wip/adaptive-learning-rootcause into main:

  24f96ab78  fix(n1): distillation now actually pulls weights during collapse
  f21a7d661  test(e1): 20-epoch smoke test + raw-q_gap assertion + disable early-stop
  a3fd02a95  fix(early-stop): log real training epoch, not internal call counter
  9dbd8d7e9  docs(design): unify training and validation environments

Key outcomes:
- Distillation mechanism now actually pulls weights during collapse (fixed
  three bugs: epoch-boundary grad_buf erasure, CUDA-graph scalar baking,
  wrong q_gap signal at snapshot gate). E1 smoke test passes deterministically.
- Design doc lays out the next step: unifying training and validation env
  kernels so validation Sharpe tracks training Sharpe (currently diverges
  catastrophically by ~-150 absolute).
- Incidental: early-stopping log now reports the real training epoch
  instead of its internal call counter.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-21 00:23:52 +02:00
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