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2026-09-13 04:46:18 +08:00
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# IOL-AI 2026 — final burn: ATB 0.178 + Lipas normalize + explain
Measured base: pad/hygiene/match + RP=1.0 + winner encode + explain 100%.
Add-only: Lipas `safe_normalize` for `match_letters` / `text_to_num`.
Expected: **~0.179–0.183** (peer ceiling 0.1828). Not a path to 0.19.
Nominate prior **0.1782 / explain 100%** if this regresses.