Operator-approved. Apostrophe dropped (ASCII identifier law: import daat, DaatQuery,
dolphin_daat.*, no Unicode in any symbol/path/table). The acronym earns its letters:
D=direction (cosine retrieve), A=anchored (magnitude envelope gate), A=ambiguity
(the state we refuse to collapse), T=triage (KNOWN/MARGINAL/OUT_OF_DISTRIBUTION).
'Triage' is deliberate — the house already triages NOT_ATTEMPTED/REFUSED/INDETERMINATE
at the venue. Same verb, same law, now the names say so. Da'at (knowledge, the hidden
sefirah that sits above Malkhut and feeds it) survives in the etymology, where it costs
nothing. YESOD considered and set aside: it names the conduit, not the knowing.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Operator's cosine proposal: ADOPTED as stage 1 of 3, never alone.
- Stage 1 RETRIEVE: cosine on DIRECTION = matmul = the reflex (fast, exact, deterministic)
- Stage 2 GATE: magnitude envelope + support + Mahalanobis -> OUT_OF_DISTRIBUTION
- Stage 3 MODEL: local tangent-space/GP -> prediction + VARIANCE (the real extrapolation)
THE DANGER: crises preserve direction and explode magnitude. Cosine returns
similarity 1.0 for a same-shape-10x-size state — max confidence at the exact moment
it is most wrong. Cosine CANNOT produce the OOD verdict; storing direction+magnitude
separately is the entire crash-safety story.
Same law, third coat: INDETERMINATE (venue) / stale-price (exit) / OOD (manifold).
Unknown is not flat, not 'best guess'.
TOPOLOGY (operator's IFF): cyclic (sin,cos) encoding = free + REQUIRED for the
streak-phase grail study; component detection = cheap; persistent homology = EARN IT
(offline Mode-1 diagnostic that shapes the gate, never a per-tick op).
GENERALIZATION: three-stage discipline (not one metric) is a shared kernel — market
fingerprint (scalar_hash is a hash reaching for this; conflict_level is latent OOD),
trade-path/ADVSL, exit-decision, asset transfer (= how full-universe becomes
affordable), counterparty simplex, ops/incident prefiguration, streak-wave phase.
One guard defends all: confident interpolation into unexplored magnitude is the
universal failure mode. Proposed name: DA'AT.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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>
