{
    "date": "2026-07-10",
    "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 67 times on 2026-07-10",
            "learning_type": "reject_pattern",
            "confidence": 0.95
        },
        {
            "lesson": "Reject reason 'underlying_reaction_disagrees' occurred 4 times on 2026-07-10",
            "learning_type": "reject_pattern",
            "confidence": 0.54
        },
        {
            "lesson": "missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, general_catalyst, FDA approval_or_rejection, FDA approval_or_rejection",
            "learning_type": "rule_candidate",
            "confidence": 0.6
        },
        {
            "lesson": "MU had intraday confirmation window 10:21:00\u201310:23:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "MU replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "AMD had intraday confirmation window 09:45:00\u201310:15:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "AMD replay final monitor status: confirmed",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "SMH had intraday confirmation window 10:20:00\u201310:22:00 (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": "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
        },
        {
            "lesson": "QQQ had intraday confirmation window 09:45:00\u201309:46:00 (stored replay)",
            "learning_type": "opportunity_window",
            "confidence": 0.75
        },
        {
            "lesson": "QQQ replay final monitor status: reject_vwap",
            "learning_type": "monitor_state_replay",
            "confidence": 0.7
        },
        {
            "lesson": "NVDA had intraday confirmation window 10:55:00\u201310:57:00 (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
        }
    ],
    "top_lessons": [
        "Reject reason 'impact_below_threshold' occurred 67 times on 2026-07-10",
        "Reject reason 'underlying_reaction_disagrees' occurred 4 times on 2026-07-10",
        "missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, general_catalyst, FDA approval_or_rejection, FDA approval_or_rejection",
        "MU had intraday confirmation window 10:21:00\u201310:23:00 (stored replay)",
        "MU replay final monitor status: reject_vwap"
    ]
}