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- ai_analyzer: add explicit calibration rules to SYSTEM_SCORER and batch prompt so GPT-4o produces a spread of scores rather than defaulting to 50 for all patterns (0-news patterns capped at 35, contra patterns at 40, high-signal patterns can reach 70-85) - auto_cycle: add _auto_synthesize_knowledge() called after each auto portfolio snapshot; skips if last synthesis < 6h old to avoid redundant GPT-4o calls — Super Contexte now updates automatically every cycle without manual intervention Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>