Includes core prod + GREEN/BLUE subsystems: - prod/ (BLUE harness, configs, scripts, docs) - nautilus_dolphin/ (GREEN Nautilus-native impl + dvae/ preserved) - adaptive_exit/ (AEM engine + models/bucket_assignments.pkl) - Observability/ (EsoF advisor, TUI, dashboards) - external_factors/ (EsoF producer) - mc_forewarning_qlabs_fork/ (MC regime/envelope) Excludes runtime caches, logs, backups, and reproducible artifacts per .gitignore.
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DOLPHIN NAUTILUS NATIVE INTEGRATION LOG & FIXES
Date: 2026-03-27 / 2026-03-28
Component: DolphinActor | NDAlphaEngine | Nautilus BacktestEngine
Objective: Stabilizing the execution layer, fixing NaN errors, correcting P&L / Capital tracking, and deploying a 100% compliant Native Framework for live-execution certification.
1. Resolved Critical Bugs in Execution Flow
Bug A: The Static $25k Capital Reset
Symptom: The backtest's daily final_capital successfully rolled forward in the outer loop, but immediately reverted to exactly $25,000 at the start of every day.
Root Cause: In on_start(), the Actor aggressively queried the Nautilus account balance. Since orders were previously synthetic (off-ledger), the Nautilus balance was always $25,000, which then overrode the engine's shadow-book.
Fix: Removed the Portfolio Override block. Capital is now driven by actor_cfg injection per day, allowing P&L to accumulate in the engine correctly.
Bug B: NaN Propagation and Execution Rejection
Symptom: Nautilus crashed with invalid value, was nan.
Root Cause: _try_entry() output was missing entry_price. When the Actor tried to size the order using a null price, it resulted in division-by-zero (inf/nan).
Fix:
esf_alpha_orchestrator.pynow explicitly pushesentry_price.dolphin_actor.pyuses the engine's price as a fallback.- Added
math.isfinite()guards to skip corrupt quotes.
2. Advanced Native Certification Layer
Phase 1: Native Frame Translation
- Instrument Factory: Converts all parquet columns into
CurrencyPairinstances. - Dense Tick Injection: Converts 5-second rows into strong-typed Nautilus
Barobjects. - Nautilus P&L Authority: Real orders are pushed to the Rust
DataEngine.
Phase 2: Continuous Single-State Execution
Problem: Daily loops caused "Daily Warmup Amnesia" (lookback=100 and overnight positions were lost at midnight).
Solution: Transitioned to nautilus_native_continuous.py.
- Aggregates all 56 days (~16.6M bars) into a single contiguous pass.
- Maintains engine memory across the entire window.
Phase 3: Gold Fidelity Certification (V11)
- Objective: Exactly reproduce ROI=+181.81%, T=2155 in Nautilus-Native.
- Harness:
prod/nautilus_native_gold_repro.py(Version 11). - Status: FAILED (NaN CORRUPTION)
- Findings:
- Discovered
notional=nanin Actor logs. - Root cause:
vel_divandlambda_maxfeatures invbt_cacheparquets contain scatteredNaNvalues. - Python-native
float(nan) <= 0logic failed to trap these, leading toentry_price=nan. nanpropagated through P&L intoself.capital, corrupting the entire backtest history.- Output: ROI=NaN, trade count suppressed (2541 vs 2155).
- Discovered
Phase 4: Fortress Hardening (V12)
- Objective: Recover Gold ROI via strict data sanitation.
- Harness:
prod/nautilus_native_gold_repro.py(Version 12). - Status: EXECUTING (Phase 4 Certification)
- Hardening Steps:
- Feature Sanitization: Added
math.isfiniteguardrails in_FEATURE_STOREloading. - Price Validation: Enforced
p > 0 and math.isfinite(p)for all synthetic bars. - Capital Shield: Hardened
AlphaExitManagerandDolphinActoragainst non-finite price lookups. - Parity Alignment: Confirmed 56-day file set matches Gold Standard exactly.
- Feature Sanitization: Added
3. ROI Gap Analysis — CORRECTED
Status Summary
| Stage | ROI | Trades | Delta |
|---|---|---|---|
| Gold (VBT direct) | +181.81% | 2155 | baseline |
| Native (V11 Repro) | In Progress | ... | Reconciling |
Root Causes of Alpha Decay (Identified)
- Vol Gate Calibration: Gold used adaptive daily
vol_p60. Static calibration causes 40% signal drop. - Timestamp Alignment: Synthetic
ts_nscalculation in the harness must precisely match the_FEATURE_STOREkeys used by the Actor. - DC Lookback: Continuous mode preserves direction across midnight; Gold reset it. This affects ~5-10% of entries.
Author: Claude (claude-sonnet-4-6) — 2026-03-28