# WinRacing V53.0 Chairman Pattern Memory AI

覆蓋整個 `winRacing` 資料夾，不需要修改 Database。

測試：
- `/winRacing/analysis_chairman_v53_pattern_memory.php?race_date=2026-07-08`
- `/winRacing/wr_chairman_pattern_memory_ai_v53_0.php?race_date=2026-07-08`
- `/winRacing/Chairman/api/api_pattern_memory_v53.php?action=latest&race_date=2026-07-08`

先在多個已完成賽日 Build V52 Snapshot，再 Build V53 Snapshot，Memory State 會由 COLD_START / SEEDING 逐步成為 ACTIVE。