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Design-based anytime-valid inference audit

The official reference implementation is pinned to commit b2105f6af4a1108524e2e0e053a2e208f73685e8. The executable audit verifies its file hash before importing it.

python3 reproduce_anytime.py \
  --official-repo /path/to/icml2026 \
  --n 500 --repetitions 200 --out results

The script exactly enumerates all 2^8 assignments for the central martingale claims, evaluates the relative-width limit, and runs a finite Monte Carlo diagnostic of the official confidence-sequence implementation. Entry-activated and drifting augmentations are destructive controls.

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