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OOS split is now enforced — no fallback to IS metrics. Strategies are rejected if OOS data is missing or OOS sharpe/monthly <= 0. Feedback to LLM now includes OOS metrics so it learns to build generalising strategies. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>