{
    "date": "2026-08-25",
    "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 2026-08-25",
            "learning_type": "reject_pattern",
            "confidence": 0.58
        },
        {
            "lesson": "Reject reason 'underlying_reaction_disagrees' occurred 6 times on 2026-08-25",
            "learning_type": "reject_pattern",
            "confidence": 0.56
        },
        {
            "lesson": "missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, general_catalyst, AI_hardware_direct_catalyst, AI_hardware_direct_catalyst",
            "learning_type": "rule_candidate",
            "confidence": 0.6
        },
        {
            "lesson": "QQQ replay final monitor status: watching",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "NVDA replay final monitor status: watching",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AMD replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AVGO had intraday confirmation window 09:45:00\u201309:46:00 (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": "SOXX had intraday confirmation window 09:45:00\u201309:46:00 (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": "INTC had intraday confirmation window 09:47:00\u201309:52:00 (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 09:43:00\u201309:52:00 (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": "AAPL replay final monitor status: watching",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "SMH had intraday confirmation window 09:45:00\u201309:46:00 (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": "MSTR had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "MSTR replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "WDC had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "WDC replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        }
    ],
    "top_lessons": [
        "Reject reason 'impact_below_threshold' occurred 8 times on 2026-08-25",
        "Reject reason 'underlying_reaction_disagrees' occurred 6 times on 2026-08-25",
        "missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, general_catalyst, AI_hardware_direct_catalyst, AI_hardware_direct_catalyst",
        "QQQ replay final monitor status: watching",
        "NVDA replay final monitor status: watching"
    ]
}