317e9d7a13
Two modes (operator): EXPLORE (synthetics, ecology-dominant, billions of combos, emits a MANIFOLD) -> RECOMMEND (live OBF as query, localize + extrapolate, OOD verdict falls back to doctrinal). Ecology stays: actuals calibrate, ecology plays. Findings verified live tonight: - FEE BUG CONFIRMED: trade_execution_quality says 5.016 bps taker; code says 0.5 (asset_classification.py:154/164/174/384). Every CMA-ES number is void until re-baselined. - BOOK GAP: obf_universe (15.3B rows) is L1+aggregates, NOT a ladder. Three options, must declare which; book_source provenance tag on every artifact. - LATENCY: p50 49.9ms / p95 597ms / p99 10.8s / max 450s. Constant-100ms is fiction. - REGIME MISMATCH: MARAS emits 5 regimes; MALKHUT selector invented 9. RegimeBridge needed. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>