initial: import DOLPHIN baseline 2026-04-21 from dolphinng5_predict working tree

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.

prod/ops/go_trade_continuous.bat

@@ -0,0 +1,22 @@
+@echo off
+REM ==============================================================================
+REM DOLPHIN CONTINUOUS NATIVE BACKTEST LAUNCHER
+REM Requires 32GB+ RAM. Runs single continuous BacktestEngine state over 56 Days.
+REM ==============================================================================
+
+echo ================================================================
+echo     Launching CONTINUOUS Native 56-Day Backtest
+echo ================================================================
+echo [INFO] Running with full 48-asset native Event Injection
+echo [INFO] Simulated Events: ~22,000,000 ticks in ONE continuous batch!
+echo [INFO] Memory footprint: ~15GB expected
+echo [INFO] This solves the -42%% state loss by preventing Engine re-initialization
+
+REM Execute the native harness directly from the parent dir
+cd ..\..
+"C:\Users\Lenovo\Documents\- Siloqy\Scripts\python.exe" prod\nautilus_native_continuous.py
+
+echo ================================================================
+echo                   CONTINUOUS CERTIFICATION COMPLETE
+echo ================================================================
+pause