{
    "date": "2026-07-13",
    "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 94 times on 2026-07-13",
            "learning_type": "reject_pattern",
            "confidence": 0.95
        },
        {
            "lesson": "Reject reason 'duplicate_headline' occurred 5 times on 2026-07-13",
            "learning_type": "reject_pattern",
            "confidence": 0.55
        },
        {
            "lesson": "missed_due_to_scanner_gap: add category or source for: oil_supply_or_geopolitical_shock, oil_supply_or_geopolitical_shock, oil_supply_or_geopolitical_shock, general_catalyst, general_catalyst",
            "learning_type": "rule_candidate",
            "confidence": 0.6
        },
        {
            "lesson": "MU had intraday confirmation window 09:55:00\u201312:31:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "MU replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "INTC had intraday confirmation window 09:48:00\u201309:51:00 (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": "SMH had intraday confirmation window 09:59:00\u201310:05:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "SMH replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "SOXX had intraday confirmation window 09:58:00\u201310:04:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "SOXX replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "WDC had intraday confirmation window 09:58:00\u201310:01:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "WDC replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AAPL had intraday confirmation window 09:45:00\u201309:55:00 (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": "NVDA had intraday confirmation window 09:45:00\u201310:00:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "NVDA replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "USO had intraday confirmation window 10:17:00\u201310:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "USO replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        }
    ],
    "top_lessons": [
        "Reject reason 'impact_below_threshold' occurred 94 times on 2026-07-13",
        "Reject reason 'duplicate_headline' occurred 5 times on 2026-07-13",
        "missed_due_to_scanner_gap: add category or source for: oil_supply_or_geopolitical_shock, oil_supply_or_geopolitical_shock, oil_supply_or_geopolitical_shock, general_catalyst, general_catalyst",
        "MU had intraday confirmation window 09:55:00\u201312:31:00 (stored replay)",
        "MU replay final monitor status: confirmed"
    ]
}