BACKTEST

Replay the agents on history

Strict no-lookahead is enforced at the data layer.

Cross-validate with Backtrader

Replay each strategy through the battle-tested Backtrader broker simulator. Differences >0.5pp annualised return are flagged — a free bug detector.