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- Split AI prompts into system (cacheable) and user (dynamic) messages - Add confidence and risk_usd fields to trading decisions - Reduce temperature to 0.5 for more stable JSON output - Add retry mechanism for AI API calls - Simplify candidate display (show top 10 only) - Improve prompt structure for better AI decision quality