{
    "date": "2026-08-11",
    "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 11 times on 2026-08-11",
            "learning_type": "reject_pattern",
            "confidence": 0.61
        },
        {
            "lesson": "Reject reason 'duplicate_headline' occurred 4 times on 2026-08-11",
            "learning_type": "reject_pattern",
            "confidence": 0.54
        },
        {
            "lesson": "missed_due_to_scanner_gap: add category or source for: AI_hardware_direct_catalyst, general_catalyst, Fed_CPI_jobs_macro_surprise, general_catalyst, AI_hardware_direct_catalyst",
            "learning_type": "rule_candidate",
            "confidence": 0.6
        },
        {
            "lesson": "Scanner gap: AAPL \u2014 Ming-Chi Kuo Challenges Report of $1 Billion in Apple Chips Stuck at TSMC: 'Tigh",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "Scanner gap: INTC \u2014 Intel Prices Upsized $20B Offering Of 210,526,315 Shares At $95 Per Share, Incre",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "Scanner gap: INTC \u2014 Intel Upsizes Stock Offering to $20 Billion: Dan Niles Predicts \u2018Major' Foundry ",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "Scanner gap: NVDA \u2014 Nvidia CEO Jensen Huang Says 'First Time' That Chips Have Become An Investable A",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "Scanner gap: MSFT \u2014 ZoomInfo Launches GTM MCP Connector For Microsoft Copilot, Bringing B2B Intellig",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "Scanner gap: NVDA \u2014 Nvidia's Chip Boom Is Spreading: JPMorgan Says These 6 Stocks Could Ride It",
            "learning_type": "scanner_gap_error",
            "confidence": 0.85
        },
        {
            "lesson": "AMD had intraday confirmation window 11:01:00\u201311:02:00 (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": "SMCI replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "ARM replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "TSM had intraday confirmation window 11:00:00\u201311:01:00 (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": "JETS had intraday confirmation window 09:48:00\u201309:55:00 (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": "AAPL had intraday confirmation window 12:02:00\u201312:03:00 (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": "INTC had intraday confirmation window 09:32:00\u201309:45:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "INTC replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "MU had intraday confirmation window 11:01:00\u201311:02:00 (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 11:01:00\u201311:02:00 (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": "AVGO had intraday confirmation window 11:01:00\u201311:02:00 (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": "NVDA replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        }
    ],
    "top_lessons": [
        "Reject reason 'impact_below_threshold' occurred 11 times on 2026-08-11",
        "Reject reason 'duplicate_headline' occurred 4 times on 2026-08-11",
        "missed_due_to_scanner_gap: add category or source for: AI_hardware_direct_catalyst, general_catalyst, Fed_CPI_jobs_macro_surprise, general_catalyst, AI_hardware_direct_catalyst",
        "Scanner gap: AAPL \u2014 Ming-Chi Kuo Challenges Report of $1 Billion in Apple Chips Stuck at TSMC: 'Tigh",
        "Scanner gap: INTC \u2014 Intel Prices Upsized $20B Offering Of 210,526,315 Shares At $95 Per Share, Incre"
    ]
}