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P3: /ml gains the measurement-discipline section - the five rules that exist because the naive version produced a wrong number we nearly shipped (full-set-only with the five subset-inflation instances; decode protocol as part of the number, beam-4 4.2x over greedy; label-provenance hashing; paired bootstrap CIs; checksummed index and the margins flip gate). P4: the neural demo moves its asset index pin from v3 to v5 (23-model catalog; proxy verified serving) and links its model select to the leaderboard for tier numbers.
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What
Completes the website plan (P3 + P4; P1+P2 landed in #158).
P3 - the instrument section (
/ml#instrument): the five measurement-discipline rules, each framed as the trap that created it - full-set-only (five subset-inflation instances, worst 3.2x), decode protocol as part of the number (beam-4 4.2x over greedy on the same artifact), label-provenance hashing, paired bootstrap CIs, checksummed index + the margins flip gate (head-fp32, 36x flip reduction at +0.4% size).P4 - surface wiring: the neural demo's explicit asset-index pin moves v3 -> v5 (the same lag fixed in the four libraries; the API assets proxy verified serving v5 + sidecar), and the model select now links to
/ml#leaderboardfor tier numbers. api-docs needed no change (its examples are map-side; no stale model ids).Verification
astro buildclean; built/mlemits the section; every figure is ledger-sourced (RESULTS.md / EXPERIMENTS.md).