{
    "date": "2026-08-06",
    "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 14 times on 2026-08-06",
            "learning_type": "reject_pattern",
            "confidence": 0.64
        },
        {
            "lesson": "Reject reason 'duplicate_headline' occurred 3 times on 2026-08-06",
            "learning_type": "reject_pattern",
            "confidence": 0.53
        },
        {
            "lesson": "missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, general_catalyst, general_catalyst, FDA approval_or_rejection",
            "learning_type": "rule_candidate",
            "confidence": 0.6
        },
        {
            "lesson": "QQQ had intraday confirmation window 11:45:00\u201311:57:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "QQQ replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "SOXX had intraday confirmation window 15:50:00\u201315:51:00 (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": "SMH had intraday confirmation window 15:57:00\u201315:58:00 (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": "NOW had intraday confirmation window 09:46:00\u201309:47:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "NOW replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "INTC had intraday confirmation window 15:57:00\u201315:58:00 (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": "WDC had intraday confirmation window 15:56:00\u201315:59:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "WDC replay final monitor status: pending_vwap_confirmation",
            "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": "AAPL had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "AAPL replay final monitor status: pending_vwap_confirmation",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "MU had intraday confirmation window 15:57:00\u201315:58:00 (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": "NVDA had intraday confirmation window 13:01:00\u201313:03:00 (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": "AVGO had intraday confirmation window 15:57:00\u201315:58:00 (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
        }
    ],
    "top_lessons": [
        "Reject reason 'impact_below_threshold' occurred 14 times on 2026-08-06",
        "Reject reason 'duplicate_headline' occurred 3 times on 2026-08-06",
        "missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, general_catalyst, general_catalyst, FDA approval_or_rejection",
        "QQQ had intraday confirmation window 11:45:00\u201311:57:00 (stored replay)",
        "QQQ replay final monitor status: pending_vwap_confirmation"
    ]
}