{
    "date": "2026-08-03",
    "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 25 times on 2026-08-03",
            "learning_type": "reject_pattern",
            "confidence": 0.75
        },
        {
            "lesson": "Reject reason 'underlying_reaction_disagrees' occurred 4 times on 2026-08-03",
            "learning_type": "reject_pattern",
            "confidence": 0.54
        },
        {
            "lesson": "missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, tariff_or_export_restriction, general_catalyst, general_catalyst",
            "learning_type": "rule_candidate",
            "confidence": 0.6
        },
        {
            "lesson": "Scanner gap: MSFT \u2014 Live On CNBC, Inside The (JOET) Rebalance; Removed Microsoft, Removed Meta Platf",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "AMD had intraday confirmation window 09:55:00\u201310:31:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "AMD replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AAPL had intraday confirmation window 09:55:00\u201309:57:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "AAPL replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "CVX had intraday confirmation window 10:03:00\u201310:05:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "CVX replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "NOW had intraday confirmation window 09:40:00\u201309:41:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "NOW replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "NVDA had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "NVDA replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "INTC had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "INTC replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "ARM had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "ARM replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "USO had intraday confirmation window 09:40:00\u201309:41:00 (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": "IBM had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "IBM replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AVGO had intraday confirmation window 09:59:00\u201310:01:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "AVGO replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "MRVL had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "MRVL replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "SMCI had intraday confirmation window 09:51:00\u201309:52:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "SMCI replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "JETS had intraday confirmation window 09:40:00\u201309:41:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "JETS replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "MU had intraday confirmation window 09:45:00\u201309:46:00 (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": "DAL had intraday confirmation window 09:37:00\u201309:38:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "DAL replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "XLE had intraday confirmation window 09:36:00\u201309:37:00 (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": "TSM had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "TSM replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "XOM had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "XOM replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        }
    ],
    "top_lessons": [
        "Reject reason 'impact_below_threshold' occurred 25 times on 2026-08-03",
        "Reject reason 'underlying_reaction_disagrees' occurred 4 times on 2026-08-03",
        "missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, tariff_or_export_restriction, general_catalyst, general_catalyst",
        "Scanner gap: MSFT \u2014 Live On CNBC, Inside The (JOET) Rebalance; Removed Microsoft, Removed Meta Platf",
        "AMD had intraday confirmation window 09:55:00\u201310:31:00 (stored replay)"
    ]
}