{
    "date": "2026-08-28",
    "promote_to_ai_learning": false,
    "reason": "Needs repeated validation across different days/sectors (client level_2+).",
    "candidate_rules": [
        {
            "lesson": "Reject reason 'impact_below_threshold' occurred 8 times on 2026-08-28",
            "learning_type": "reject_pattern",
            "confidence": 0.58
        },
        {
            "lesson": "missed_due_to_scanner_gap: add category or source for: AI_hardware_direct_catalyst, general_catalyst",
            "learning_type": "rule_candidate",
            "confidence": 0.6
        },
        {
            "lesson": "JETS had intraday confirmation window 10:01:00\u201310:02:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "JETS replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "NVDA had intraday confirmation window 10:47:00\u201310:48:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "NVDA replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AMD had intraday confirmation window 09:46:00\u201309:47:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "AMD replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "ARM had intraday confirmation window 09:48:00\u201309:49:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "ARM replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "SMCI had intraday confirmation window 10:56:00\u201310:57:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "SMCI replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "TSM had intraday confirmation window 09:46:00\u201309:47:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "TSM replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "MRVL had intraday confirmation window 09:46:00\u201309:47:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "MRVL replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "MU had intraday confirmation window 09:46:00\u201309:47:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "MU replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "INTC had intraday confirmation window 09:45:00\u201310:06:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "INTC replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AVGO had intraday confirmation window 09:46:00\u201309:47:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "AVGO replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "USO had intraday confirmation window 09:52:00\u201309:54:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "USO replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "DAL replay final monitor status: watching",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "XLE had intraday confirmation window 09:44:00\u201309:45:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "XLE replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AAPL had intraday confirmation window 10:00:00\u201310:01:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "AAPL replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        }
    ],
    "top_lessons": [
        "Reject reason 'impact_below_threshold' occurred 8 times on 2026-08-28",
        "missed_due_to_scanner_gap: add category or source for: AI_hardware_direct_catalyst, general_catalyst",
        "JETS had intraday confirmation window 10:01:00\u201310:02:00 (stored replay)",
        "JETS replay final monitor status: reject_vwap",
        "NVDA had intraday confirmation window 10:47:00\u201310:48:00 (stored replay)"
    ]
}