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- Add vbt_backtest.py as single source of truth for all metric formulas (Sharpe, drawdown, IC, transaction costs) — backtest_engine.py and strategy_orchestrator.py now delegate to it - Add LLMUnavailableError to exception.py; rd_loop.py catches it at the proposal stage and raises LoopResumeError to avoid corrupting trace history with None hypotheses - Guard record() against None exp/hypothesis so loop resets leave trace.hist in a consistent state - Refactor strategy_orchestrator and optuna_optimizer to use unified backtest path; remove duplicate metric calculation code - Add predix_rebacktest_unified.py script for offline re-evaluation - Update tests and README Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>