4 critical root causes fixed this session (stop-loss, dense shaping, action aliasing, HFT objective weight). 7 remaining improvements documented with priority order: three-phase hyperopt, behavioral cloning warm start, curriculum learning, ensemble, multi-timeframe, attention, Decision Transformer. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>