{
    "date": "2026-08-20",
    "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 23 times on 2026-08-20",
            "learning_type": "reject_pattern",
            "confidence": 0.73
        },
        {
            "lesson": "missed_due_to_scanner_gap: add category or source for: general_catalyst, oil_supply_or_geopolitical_shock, general_catalyst, general_catalyst, general_catalyst",
            "learning_type": "rule_candidate",
            "confidence": 0.6
        },
        {
            "lesson": "Scanner gap: AAPL \u2014 Evaluating Apple Against Peers In Technology Hardware, Storage & Peripherals",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "Scanner gap: BRK \u2014 \u2018It\u2019s Done\u2019: Investor Warns Warren Buffett\u2019s Berkshire Can\u2019t Beat the S&P 500 \u2014 ",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "Scanner gap: INTC \u2014 \u2018It\u2019s Done\u2019: Investor Warns Warren Buffett\u2019s Berkshire Can\u2019t Beat the S&P 500 \u2014 ",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "Scanner gap: INTC \u2014 What's Going On With Intel Stock Thursday?",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "SOXX had intraday confirmation window 10:07:00\u201310:16:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "SOXX replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "NVDA had intraday confirmation window 10:37:00\u201310:39:00 (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": "SMH had intraday confirmation window 10:07:00\u201310:15:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "SMH replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "SMCI had intraday confirmation window 09:45:00\u201309:48:00 (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": "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": "AVGO had intraday confirmation window 09:48:00\u201309:49:00 (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": "AMD had intraday confirmation window 10:22:00\u201310:25:00 (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": "ARM had intraday confirmation window 09:45:00\u201309:48:00 (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": "MU had intraday confirmation window 10:01:00\u201310:02:00 (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": "MRVL had intraday confirmation window 10:11:00\u201310:12:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "MRVL replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "USO had intraday confirmation window 09:46:00\u201309:48:00 (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": "XLE had intraday confirmation window 09:51:00\u201309:52:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "XLE replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "DAL had intraday confirmation window 09:49:00\u201309:50:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "DAL replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AAPL had intraday confirmation window 09:56:00\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": "JETS had intraday confirmation window 09:52:00\u201309:53:00 (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
        }
    ],
    "top_lessons": [
        "Reject reason 'impact_below_threshold' occurred 23 times on 2026-08-20",
        "missed_due_to_scanner_gap: add category or source for: general_catalyst, oil_supply_or_geopolitical_shock, general_catalyst, general_catalyst, general_catalyst",
        "Scanner gap: AAPL \u2014 Evaluating Apple Against Peers In Technology Hardware, Storage & Peripherals",
        "Scanner gap: BRK \u2014 \u2018It\u2019s Done\u2019: Investor Warns Warren Buffett\u2019s Berkshire Can\u2019t Beat the S&P 500 \u2014 ",
        "Scanner gap: INTC \u2014 \u2018It\u2019s Done\u2019: Investor Warns Warren Buffett\u2019s Berkshire Can\u2019t Beat the S&P 500 \u2014 "
    ]
}