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        "DISCOVERY|ERROR=SCORE_OVERCONFIDENCE": "CL006",
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            "cluster_id": "CL010",
            "cluster_label": "DISCOVERY · ACTIVE+SIGNAL+CONFIRMED",
            "experience_score": 69.629999999999995,
            "experience_confidence": 76.349999999999994,
            "verdict": "REMEMBER",
            "dominant_sentiment": "NEUTRAL",
            "graph_role": "BRIDGE",
            "centrality_score": 66.769999999999996,
            "graph_risk_score": 0,
            "sample_size": 5,
            "lesson": "Cluster CL010 NEUTRAL memory; strength 53.3, cohesion 93.6, conflict 0%. Keep as advisory experience until more samples arrive.",
            "representative_pattern": "DISCOVERY|ERROR=ACTIVE_SIGNAL_CONFIRMED"
        },
        {
            "experience_id": "EXP-CL009",
            "cluster_id": "CL009",
            "cluster_label": "ERROR · RELIABLE+SIGNAL+UNDERWEIGHTED",
            "experience_score": 61.310000000000002,
            "experience_confidence": 67.879999999999995,
            "verdict": "AVOID",
            "dominant_sentiment": "NEGATIVE",
            "graph_role": "BRIDGE",
            "centrality_score": 67.120000000000005,
            "graph_risk_score": 18,
            "sample_size": 2,
            "lesson": "Cluster CL009 NEGATIVE memory; strength 46.6, cohesion 84.9, conflict 0%. Negative historical evidence should act as a protective guard.",
            "representative_pattern": "ERROR|RELIABLE_SIGNAL_UNDERWEIGHTED"
        },
        {
            "experience_id": "EXP-CL007",
            "cluster_id": "CL007",
            "cluster_label": "ERROR · SKIP+THRESHOLD+TOO",
            "experience_score": 60.590000000000003,
            "experience_confidence": 66.870000000000005,
            "verdict": "AVOID",
            "dominant_sentiment": "NEGATIVE",
            "graph_role": "BRIDGE",
            "centrality_score": 66.590000000000003,
            "graph_risk_score": 18,
            "sample_size": 2,
            "lesson": "Cluster CL007 NEGATIVE memory; strength 46.5, cohesion 81.8, conflict 0%. Negative historical evidence should act as a protective guard.",
            "representative_pattern": "ERROR|SKIP_THRESHOLD_TOO_STRICT"
        },
        {
            "experience_id": "EXP-CL005",
            "cluster_id": "CL005",
            "cluster_label": "ERROR · OVER+PENALTY",
            "experience_score": 58.990000000000002,
            "experience_confidence": 64.629999999999995,
            "verdict": "AVOID",
            "dominant_sentiment": "NEGATIVE",
            "graph_role": "BRIDGE",
            "centrality_score": 65.939999999999998,
            "graph_risk_score": 18,
            "sample_size": 2,
            "lesson": "Cluster CL005 NEGATIVE memory; strength 46.2, cohesion 74.6, conflict 0%. Negative historical evidence should act as a protective guard.",
            "representative_pattern": "ERROR|RISK_OVER_PENALTY"
        },
        {
            "experience_id": "EXP-CL006",
            "cluster_id": "CL006",
            "cluster_label": "ERROR · OVERCONFIDENCE",
            "experience_score": 57.549999999999997,
            "experience_confidence": 63.420000000000002,
            "verdict": "REMEMBER",
            "dominant_sentiment": "NEGATIVE",
            "graph_role": "BRIDGE",
            "centrality_score": 65.019999999999996,
            "graph_risk_score": 18,
            "sample_size": 2,
            "lesson": "Cluster CL006 NEGATIVE memory; strength 44.3, cohesion 71, conflict 0%. Keep as advisory experience until more samples arrive.",
            "representative_pattern": "ERROR|SCORE_OVERCONFIDENCE"
        }
    ],
    "context_awareness_summary": {
        "context_count": 10,
        "support_count": 0,
        "block_count": 3,
        "reduce_count": 2,
        "monitor_count": 5,
        "top_context": "CTX|NEUTRAL|STRONG|LOW|MATURE|BRIDGE"
    },
    "context_profiles": [
        {
            "context_key": "CTX|NEUTRAL|STRONG|LOW|MATURE|BRIDGE",
            "experience_id": "EXP-CL004",
            "cluster_id": "CL004",
            "context_fit_score": 89.689999999999998,
            "context_action": "MONITOR",
            "sentiment": "NEUTRAL",
            "strength_band": "STRONG",
            "risk_band": "LOW",
            "sample_band": "MATURE",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict REMEMBER under STRONG strength / LOW risk / MATURE sample context."
        },
        {
            "context_key": "CTX|NEUTRAL|STRONG|LOW|MATURE|BRIDGE",
            "experience_id": "EXP-CL002",
            "cluster_id": "CL002",
            "context_fit_score": 87.150000000000006,
            "context_action": "MONITOR",
            "sentiment": "NEUTRAL",
            "strength_band": "STRONG",
            "risk_band": "LOW",
            "sample_band": "MATURE",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict REMEMBER under STRONG strength / LOW risk / MATURE sample context."
        },
        {
            "context_key": "CTX|NEUTRAL|STRONG|LOW|DEVELOPING|BRIDGE",
            "experience_id": "EXP-CL001",
            "cluster_id": "CL001",
            "context_fit_score": 80.189999999999998,
            "context_action": "MONITOR",
            "sentiment": "NEUTRAL",
            "strength_band": "STRONG",
            "risk_band": "LOW",
            "sample_band": "DEVELOPING",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict REMEMBER under STRONG strength / LOW risk / DEVELOPING sample context."
        },
        {
            "context_key": "CTX|NEUTRAL|STRONG|LOW|DEVELOPING|BRIDGE",
            "experience_id": "EXP-CL008",
            "cluster_id": "CL008",
            "context_fit_score": 79.069999999999993,
            "context_action": "MONITOR",
            "sentiment": "NEUTRAL",
            "strength_band": "STRONG",
            "risk_band": "LOW",
            "sample_band": "DEVELOPING",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict REMEMBER under STRONG strength / LOW risk / DEVELOPING sample context."
        },
        {
            "context_key": "CTX|NEUTRAL|STRONG|LOW|DEVELOPING|BRIDGE",
            "experience_id": "EXP-CL003",
            "cluster_id": "CL003",
            "context_fit_score": 76.349999999999994,
            "context_action": "MONITOR",
            "sentiment": "NEUTRAL",
            "strength_band": "STRONG",
            "risk_band": "LOW",
            "sample_band": "DEVELOPING",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict REMEMBER under STRONG strength / LOW risk / DEVELOPING sample context."
        },
        {
            "context_key": "CTX|NEUTRAL|STRONG|LOW|EARLY|BRIDGE",
            "experience_id": "EXP-CL010",
            "cluster_id": "CL010",
            "context_fit_score": 69.560000000000002,
            "context_action": "REDUCE",
            "sentiment": "NEUTRAL",
            "strength_band": "STRONG",
            "risk_band": "LOW",
            "sample_band": "EARLY",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict REMEMBER under STRONG strength / LOW risk / EARLY sample context."
        },
        {
            "context_key": "CTX|NEGATIVE|MID|LOW|EARLY|BRIDGE",
            "experience_id": "EXP-CL009",
            "cluster_id": "CL009",
            "context_fit_score": 60.439999999999998,
            "context_action": "BLOCK",
            "sentiment": "NEGATIVE",
            "strength_band": "MID",
            "risk_band": "LOW",
            "sample_band": "EARLY",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict AVOID under MID strength / LOW risk / EARLY sample context."
        },
        {
            "context_key": "CTX|NEGATIVE|MID|LOW|EARLY|BRIDGE",
            "experience_id": "EXP-CL007",
            "cluster_id": "CL007",
            "context_fit_score": 59.810000000000002,
            "context_action": "BLOCK",
            "sentiment": "NEGATIVE",
            "strength_band": "MID",
            "risk_band": "LOW",
            "sample_band": "EARLY",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict AVOID under MID strength / LOW risk / EARLY sample context."
        },
        {
            "context_key": "CTX|NEGATIVE|MID|LOW|EARLY|BRIDGE",
            "experience_id": "EXP-CL005",
            "cluster_id": "CL005",
            "context_fit_score": 58.420000000000002,
            "context_action": "BLOCK",
            "sentiment": "NEGATIVE",
            "strength_band": "MID",
            "risk_band": "LOW",
            "sample_band": "EARLY",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict AVOID under MID strength / LOW risk / EARLY sample context."
        },
        {
            "context_key": "CTX|NEGATIVE|MID|LOW|EARLY|BRIDGE",
            "experience_id": "EXP-CL006",
            "cluster_id": "CL006",
            "context_fit_score": 57.509999999999998,
            "context_action": "REDUCE",
            "sentiment": "NEGATIVE",
            "strength_band": "MID",
            "risk_band": "LOW",
            "sample_band": "EARLY",
            "graph_role": "BRIDGE",
            "context_reason": "Verdict REMEMBER under MID strength / LOW risk / EARLY sample context."
        }
    ],
    "pattern_evolution_summary": {
        "pattern_count": 36,
        "emerging_count": 22,
        "developing_count": 8,
        "growing_count": 5,
        "stable_count": 0,
        "declining_count": 1,
        "retire_candidate_count": 0,
        "top_evolving_pattern": "DISCOVERY|CAL=CAUTION"
    },
    "pattern_evolution": [
        {
            "memory_key": "DISCOVERY|CAL=CAUTION",
            "memory_name": "CAL=CAUTION",
            "cluster_id": "CL001",
            "evolution_state": "GROWING",
            "evolution_score": 64.269999999999996,
            "momentum_score": 67.5,
            "maturity_score": 33.810000000000002,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 9,
            "recommendation": "PROMOTE_CANDIDATE",
            "context_action": "MONITOR",
            "reason": "Strength 58.9 | momentum 67.5 | maturity 33.8 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|REL_MID",
            "memory_name": "REL_MID",
            "cluster_id": "CL002",
            "evolution_state": "GROWING",
            "evolution_score": 64.269999999999996,
            "momentum_score": 67.5,
            "maturity_score": 33.810000000000002,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 9,
            "recommendation": "PROMOTE_CANDIDATE",
            "context_action": "MONITOR",
            "reason": "Strength 58.9 | momentum 67.5 | maturity 33.8 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|RISK=LOW",
            "memory_name": "RISK=LOW",
            "cluster_id": "CL002",
            "evolution_state": "GROWING",
            "evolution_score": 64.269999999999996,
            "momentum_score": 67.5,
            "maturity_score": 33.810000000000002,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 9,
            "recommendation": "PROMOTE_CANDIDATE",
            "context_action": "MONITOR",
            "reason": "Strength 58.9 | momentum 67.5 | maturity 33.8 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|SCORE_MID",
            "memory_name": "SCORE_MID",
            "cluster_id": "CL002",
            "evolution_state": "GROWING",
            "evolution_score": 62.5,
            "momentum_score": 67.5,
            "maturity_score": 30.82,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 7,
            "recommendation": "PROMOTE_CANDIDATE",
            "context_action": "MONITOR",
            "reason": "Strength 55.6 | momentum 67.5 | maturity 30.8 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|SCORE_MID|RISK=LOW",
            "memory_name": "SCORE_MID|RISK=LOW",
            "cluster_id": "CL002",
            "evolution_state": "GROWING",
            "evolution_score": 62.5,
            "momentum_score": 67.5,
            "maturity_score": 30.82,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 7,
            "recommendation": "PROMOTE_CANDIDATE",
            "context_action": "MONITOR",
            "reason": "Strength 55.6 | momentum 67.5 | maturity 30.8 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|ACTION=SKIP",
            "memory_name": "ACTION=SKIP",
            "cluster_id": "CL004",
            "evolution_state": "DEVELOPING",
            "evolution_score": 60.289999999999999,
            "momentum_score": 67.5,
            "maturity_score": 29.030000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 6,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 50.3 | momentum 67.5 | maturity 29 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|ACTION=SKIP|RISK=LOW",
            "memory_name": "ACTION=SKIP|RISK=LOW",
            "cluster_id": "CL004",
            "evolution_state": "DEVELOPING",
            "evolution_score": 60.289999999999999,
            "momentum_score": 67.5,
            "maturity_score": 29.030000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 6,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 50.3 | momentum 67.5 | maturity 29 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|TIER=D",
            "memory_name": "TIER=D",
            "cluster_id": "CL002",
            "evolution_state": "DEVELOPING",
            "evolution_score": 60.289999999999999,
            "momentum_score": 67.5,
            "maturity_score": 29.030000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 6,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 50.3 | momentum 67.5 | maturity 29 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|TIER=D|ACTION=SKIP",
            "memory_name": "TIER=D|ACTION=SKIP",
            "cluster_id": "CL004",
            "evolution_state": "DEVELOPING",
            "evolution_score": 60.289999999999999,
            "momentum_score": 67.5,
            "maturity_score": 29.030000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 6,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 50.3 | momentum 67.5 | maturity 29 | conflict 0%"
        },
        {
            "memory_key": "DNA|TIER=D|ACTION=SKIP|RISK=LOW|SCORE_MID|CONS_LOW|REL_MID|STAR_LOW",
            "memory_name": "TIER=D|ACTION=SKIP|RISK=LOW|SCORE_MID|CONS_LOW|REL_MID|STAR_LOW",
            "cluster_id": "CL003",
            "evolution_state": "EMERGING",
            "evolution_score": 60.009999999999998,
            "momentum_score": 67.5,
            "maturity_score": 21.550000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 3,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 53.8 | momentum 67.5 | maturity 21.5 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|CONS_MID",
            "memory_name": "CONS_MID",
            "cluster_id": "CL002",
            "evolution_state": "DEVELOPING",
            "evolution_score": 58.710000000000001,
            "momentum_score": 67.5,
            "maturity_score": 26.969999999999999,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 5,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 47 | momentum 67.5 | maturity 27 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|REL_MID|CONS_MID",
            "memory_name": "REL_MID|CONS_MID",
            "cluster_id": "CL002",
            "evolution_state": "DEVELOPING",
            "evolution_score": 58.710000000000001,
            "momentum_score": 67.5,
            "maturity_score": 26.969999999999999,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 5,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 47 | momentum 67.5 | maturity 27 | conflict 0%"
        },
        {
            "memory_key": "PATTERN|C|WATCH|LOW|CAUTION",
            "memory_name": "C|WATCH|LOW|CAUTION",
            "cluster_id": "CL004",
            "evolution_state": "EMERGING",
            "evolution_score": 58.359999999999999,
            "momentum_score": 67.5,
            "maturity_score": 21.550000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 3,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 49.1 | momentum 67.5 | maturity 21.5 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|CONS_LOW",
            "memory_name": "CONS_LOW",
            "cluster_id": "CL002",
            "evolution_state": "DEVELOPING",
            "evolution_score": 58.350000000000001,
            "momentum_score": 67.5,
            "maturity_score": 24.530000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 4,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 47.3 | momentum 67.5 | maturity 24.5 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|REL_MID|CONS_LOW",
            "memory_name": "REL_MID|CONS_LOW",
            "cluster_id": "CL002",
            "evolution_state": "DEVELOPING",
            "evolution_score": 58.350000000000001,
            "momentum_score": 67.5,
            "maturity_score": 24.530000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 4,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 47.3 | momentum 67.5 | maturity 24.5 | conflict 0%"
        },
        {
            "memory_key": "DNA|TIER=C|ACTION=WATCH|RISK=LOW|SCORE_MID|CONS_MID|REL_MID|STAR_LOW",
            "memory_name": "TIER=C|ACTION=WATCH|RISK=LOW|SCORE_MID|CONS_MID|REL_MID|STAR_LOW",
            "cluster_id": "CL003",
            "evolution_state": "EMERGING",
            "evolution_score": 58.060000000000002,
            "momentum_score": 67.5,
            "maturity_score": 17.699999999999999,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 2,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 50.4 | momentum 67.5 | maturity 17.7 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|ACTION=WATCH",
            "memory_name": "ACTION=WATCH",
            "cluster_id": "CL008",
            "evolution_state": "EMERGING",
            "evolution_score": 56.520000000000003,
            "momentum_score": 67.5,
            "maturity_score": 21.550000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 3,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 43.8 | momentum 67.5 | maturity 21.5 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|ACTION=WATCH|RISK=LOW",
            "memory_name": "ACTION=WATCH|RISK=LOW",
            "cluster_id": "CL008",
            "evolution_state": "EMERGING",
            "evolution_score": 56.520000000000003,
            "momentum_score": 67.5,
            "maturity_score": 21.550000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 3,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 43.8 | momentum 67.5 | maturity 21.5 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|TIER=C",
            "memory_name": "TIER=C",
            "cluster_id": "CL002",
            "evolution_state": "EMERGING",
            "evolution_score": 56.520000000000003,
            "momentum_score": 67.5,
            "maturity_score": 21.550000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 3,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 43.8 | momentum 67.5 | maturity 21.5 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|TIER=C|ACTION=WATCH",
            "memory_name": "TIER=C|ACTION=WATCH",
            "cluster_id": "CL008",
            "evolution_state": "EMERGING",
            "evolution_score": 56.520000000000003,
            "momentum_score": 67.5,
            "maturity_score": 21.550000000000001,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 3,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 43.8 | momentum 67.5 | maturity 21.5 | conflict 0%"
        },
        {
            "memory_key": "DNA|TIER=C|ACTION=WATCH|RISK=LOW|SCORE_MID|CONS_LOW|REL_MID|STAR_LOW",
            "memory_name": "TIER=C|ACTION=WATCH|RISK=LOW|SCORE_MID|CONS_LOW|REL_MID|STAR_LOW",
            "cluster_id": "CL003",
            "evolution_state": "EMERGING",
            "evolution_score": 55.75,
            "momentum_score": 67.5,
            "maturity_score": 12.27,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 1,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 46.9 | momentum 67.5 | maturity 12.3 | conflict 0%"
        },
        {
            "memory_key": "DNA|TIER=D|ACTION=SKIP|RISK=LOW|SCORE_MID|CONS_MID|REL_MID|STAR_LOW",
            "memory_name": "TIER=D|ACTION=SKIP|RISK=LOW|SCORE_MID|CONS_MID|REL_MID|STAR_LOW",
            "cluster_id": "CL003",
            "evolution_state": "EMERGING",
            "evolution_score": 55.659999999999997,
            "momentum_score": 67.5,
            "maturity_score": 12.27,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 1,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 46.7 | momentum 67.5 | maturity 12.3 | conflict 0%"
        },
        {
            "memory_key": "DNA|TIER=D|ACTION=SKIP|RISK=LOW|SCORE_LOW|CONS_MID|REL_MID|STAR_LOW",
            "memory_name": "TIER=D|ACTION=SKIP|RISK=LOW|SCORE_LOW|CONS_MID|REL_MID|STAR_LOW",
            "cluster_id": "CL003",
            "evolution_state": "EMERGING",
            "evolution_score": 55.579999999999998,
            "momentum_score": 67.5,
            "maturity_score": 17.699999999999999,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 2,
            "recommendation": "WATCH",
            "context_action": "MONITOR",
            "reason": "Strength 43.3 | momentum 67.5 | maturity 17.7 | conflict 0%"
        },
        {
            "memory_key": "DISCOVERY|ERROR=ACTIVE_SIGNAL_CONFIRMED",
            "memory_name": "ERROR=ACTIVE_SIGNAL_CONFIRMED",
            "cluster_id": "CL010",
            "evolution_state": "EMERGING",
            "evolution_score": 55.420000000000002,
            "momentum_score": 67.5,
            "maturity_score": 17.699999999999999,
            "age_days": 0,
            "stale_days": 0,
            "sample_size": 2,
            "recommendation": "WATCH",
            "context_action": "REDUCE",
            "reason": "Strength 42.9 | momentum 67.5 | maturity 17.7 | conflict 0%"
        },
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            "fusion_recommendation": "FUSE_HOLD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "DISCOVERY|ERROR=RISK_OVER_PENALTY",
            "memory_name": "ERROR=RISK_OVER_PENALTY",
            "memory_type": "DISCOVERY",
            "fused_memory_score": 34.689999999999998,
            "fusion_confidence": 64.640000000000001,
            "cross_race_consistency": 100,
            "snapshot_coverage": 45.82,
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            "vote_balance": 0,
            "dominant_sentiment": "NEUTRAL",
            "fusion_recommendation": "FUSE_HOLD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "DISCOVERY|ERROR=SCORE_OVERCONFIDENCE",
            "memory_name": "ERROR=SCORE_OVERCONFIDENCE",
            "memory_type": "DISCOVERY",
            "fused_memory_score": 31.629999999999999,
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            "snapshot_coverage": 45.82,
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            "fusion_recommendation": "FUSE_HOLD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "DISCOVERY|ERROR=SKIP_THRESHOLD_TOO_STRICT",
            "memory_name": "ERROR=SKIP_THRESHOLD_TOO_STRICT",
            "memory_type": "DISCOVERY",
            "fused_memory_score": 34.689999999999998,
            "fusion_confidence": 64.640000000000001,
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            "snapshot_coverage": 45.82,
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            "dominant_sentiment": "NEUTRAL",
            "fusion_recommendation": "FUSE_HOLD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "DNA|TIER=C|ACTION=WATCH|RISK=LOW|SCORE_MID|CONS_LOW|REL_MID|STAR_LOW",
            "memory_name": "TIER=C|ACTION=WATCH|RISK=LOW|SCORE_MID|CONS_LOW|REL_MID|STAR_LOW",
            "memory_type": "DNA",
            "fused_memory_score": 46.909999999999997,
            "fusion_confidence": 64.640000000000001,
            "cross_race_consistency": 100,
            "snapshot_coverage": 45.82,
            "snapshot_count": 2,
            "vote_balance": 0,
            "dominant_sentiment": "NEUTRAL",
            "fusion_recommendation": "FUSE_HOLD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "DNA|TIER=D|ACTION=SKIP|RISK=LOW|SCORE_MID|CONS_MID|REL_MID|STAR_LOW",
            "memory_name": "TIER=D|ACTION=SKIP|RISK=LOW|SCORE_MID|CONS_MID|REL_MID|STAR_LOW",
            "memory_type": "DNA",
            "fused_memory_score": 46.649999999999999,
            "fusion_confidence": 64.640000000000001,
            "cross_race_consistency": 100,
            "snapshot_coverage": 45.82,
            "snapshot_count": 2,
            "vote_balance": 0,
            "dominant_sentiment": "NEUTRAL",
            "fusion_recommendation": "FUSE_HOLD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "ERROR|RELIABLE_SIGNAL_UNDERWEIGHTED",
            "memory_name": "RELIABLE_SIGNAL_UNDERWEIGHTED",
            "memory_type": "ERROR",
            "fused_memory_score": 43.219999999999999,
            "fusion_confidence": 64.640000000000001,
            "cross_race_consistency": 100,
            "snapshot_coverage": 45.82,
            "snapshot_count": 2,
            "vote_balance": -100,
            "dominant_sentiment": "NEGATIVE",
            "fusion_recommendation": "FUSE_GUARD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "ERROR|RISK_OVER_PENALTY",
            "memory_name": "RISK_OVER_PENALTY",
            "memory_type": "ERROR",
            "fused_memory_score": 49.619999999999997,
            "fusion_confidence": 64.640000000000001,
            "cross_race_consistency": 100,
            "snapshot_coverage": 45.82,
            "snapshot_count": 2,
            "vote_balance": -100,
            "dominant_sentiment": "NEGATIVE",
            "fusion_recommendation": "FUSE_GUARD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "ERROR|SCORE_OVERCONFIDENCE",
            "memory_name": "SCORE_OVERCONFIDENCE",
            "memory_type": "ERROR",
            "fused_memory_score": 48.799999999999997,
            "fusion_confidence": 64.640000000000001,
            "cross_race_consistency": 100,
            "snapshot_coverage": 45.82,
            "snapshot_count": 2,
            "vote_balance": -100,
            "dominant_sentiment": "NEGATIVE",
            "fusion_recommendation": "FUSE_GUARD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        },
        {
            "memory_key": "ERROR|SKIP_THRESHOLD_TOO_STRICT",
            "memory_name": "SKIP_THRESHOLD_TOO_STRICT",
            "memory_type": "ERROR",
            "fused_memory_score": 45.159999999999997,
            "fusion_confidence": 64.640000000000001,
            "cross_race_consistency": 100,
            "snapshot_coverage": 45.82,
            "snapshot_count": 2,
            "vote_balance": -100,
            "dominant_sentiment": "NEGATIVE",
            "fusion_recommendation": "FUSE_GUARD",
            "first_seen": "2026-07-08",
            "last_seen": "2026-07-08"
        }
    ],
    "strategy_optimizer_summary": {
        "strategy_count": 10,
        "aggressive_count": 0,
        "selective_count": 5,
        "reduced_count": 2,
        "guard_count": 3,
        "observe_count": 0,
        "top_strategy": "STR-CL001"
    },
    "chairman_strategies": [
        {
            "strategy_id": "STR-CL001",
            "cluster_id": "CL001",
            "strategy_name": "SELECTIVE_SUPPORT",
            "strategy_score": 87.629999999999995,
            "strategy_confidence": 81.090000000000003,
            "allocation_multiplier": 0.84999999999999998,
            "experience_verdict": "REMEMBER",
            "context_action": "MONITOR",
            "evolution_state": "GROWING",
            "risk_score": 0,
            "recommendation": "SUPPORT",
            "reason": "Experience 77.3 / confidence 82.2 / context fit 80.2 / risk 0 / evolution GROWING."
        },
        {
            "strategy_id": "STR-CL002",
            "cluster_id": "CL002",
            "strategy_name": "SELECTIVE_SUPPORT",
            "strategy_score": 81.450000000000003,
            "strategy_confidence": 90.150000000000006,
            "allocation_multiplier": 0.84999999999999998,
            "experience_verdict": "REMEMBER",
            "context_action": "MONITOR",
            "evolution_state": "EMERGING",
            "risk_score": 0,
            "recommendation": "SUPPORT",
            "reason": "Experience 75.5 / confidence 85.7 / context fit 87.2 / risk 0 / evolution EMERGING."
        },
        {
            "strategy_id": "STR-CL008",
            "cluster_id": "CL008",
            "strategy_name": "SELECTIVE_SUPPORT",
            "strategy_score": 78.140000000000001,
            "strategy_confidence": 80.549999999999997,
            "allocation_multiplier": 0.84999999999999998,
            "experience_verdict": "REMEMBER",
            "context_action": "MONITOR",
            "evolution_state": "EMERGING",
            "risk_score": 0,
            "recommendation": "SUPPORT",
            "reason": "Experience 74.1 / confidence 81.7 / context fit 79.1 / risk 0 / evolution EMERGING."
        },
        {
            "strategy_id": "STR-CL003",
            "cluster_id": "CL003",
            "strategy_name": "SELECTIVE_SUPPORT",
            "strategy_score": 75.459999999999994,
            "strategy_confidence": 77.900000000000006,
            "allocation_multiplier": 0.84999999999999998,
            "experience_verdict": "REMEMBER",
            "context_action": "MONITOR",
            "evolution_state": "EMERGING",
            "risk_score": 0,
            "recommendation": "SUPPORT",
            "reason": "Experience 70.9 / confidence 77.4 / context fit 76.4 / risk 0 / evolution EMERGING."
        },
        {
            "strategy_id": "STR-CL004",
            "cluster_id": "CL004",
            "strategy_name": "SELECTIVE_SUPPORT",
            "strategy_score": 74.239999999999995,
            "strategy_confidence": 92.230000000000004,
            "allocation_multiplier": 0.84999999999999998,
            "experience_verdict": "REMEMBER",
            "context_action": "MONITOR",
            "evolution_state": "DECLINING",
            "risk_score": 0,
            "recommendation": "SUPPORT",
            "reason": "Experience 79.9 / confidence 88.9 / context fit 89.7 / risk 0 / evolution DECLINING."
        },
        {
            "strategy_id": "STR-CL010",
            "cluster_id": "CL010",
            "strategy_name": "REDUCED_EXPOSURE",
            "strategy_score": 73.170000000000002,
            "strategy_confidence": 73.439999999999998,
            "allocation_multiplier": 0.45000000000000001,
            "experience_verdict": "REMEMBER",
            "context_action": "REDUCE",
            "evolution_state": "EMERGING",
            "risk_score": 0,
            "recommendation": "REDUCE",
            "reason": "Experience 69.6 / confidence 76.4 / context fit 69.6 / risk 0 / evolution EMERGING."
        },
        {
            "strategy_id": "STR-CL009",
            "cluster_id": "CL009",
            "strategy_name": "DEFENSIVE_GUARD",
            "strategy_score": 64.120000000000005,
            "strategy_confidence": 62.399999999999999,
            "allocation_multiplier": 0,
            "experience_verdict": "AVOID",
            "context_action": "BLOCK",
            "evolution_state": "EMERGING",
            "risk_score": 18,
            "recommendation": "BLOCK",
            "reason": "Experience 61.3 / confidence 67.9 / context fit 60.4 / risk 18 / evolution EMERGING."
        },
        {
            "strategy_id": "STR-CL007",
            "cluster_id": "CL007",
            "strategy_name": "DEFENSIVE_GUARD",
            "strategy_score": 63.509999999999998,
            "strategy_confidence": 61.789999999999999,
            "allocation_multiplier": 0,
            "experience_verdict": "AVOID",
            "context_action": "BLOCK",
            "evolution_state": "EMERGING",
            "risk_score": 18,
            "recommendation": "BLOCK",
            "reason": "Experience 60.6 / confidence 66.9 / context fit 59.8 / risk 18 / evolution EMERGING."
        },
        {
            "strategy_id": "STR-CL005",
            "cluster_id": "CL005",
            "strategy_name": "DEFENSIVE_GUARD",
            "strategy_score": 62.140000000000001,
            "strategy_confidence": 60.43,
            "allocation_multiplier": 0,
            "experience_verdict": "AVOID",
            "context_action": "BLOCK",
            "evolution_state": "EMERGING",
            "risk_score": 18,
            "recommendation": "BLOCK",
            "reason": "Experience 59 / confidence 64.6 / context fit 58.4 / risk 18 / evolution EMERGING."
        },
        {
            "strategy_id": "STR-CL006",
            "cluster_id": "CL006",
            "strategy_name": "REDUCED_EXPOSURE",
            "strategy_score": 61.159999999999997,
            "strategy_confidence": 59.649999999999999,
            "allocation_multiplier": 0.45000000000000001,
            "experience_verdict": "REMEMBER",
            "context_action": "REDUCE",
            "evolution_state": "EMERGING",
            "risk_score": 18,
            "recommendation": "REDUCE",
            "reason": "Experience 57.6 / confidence 63.4 / context fit 57.5 / risk 18 / evolution EMERGING."
        }
    ],
    "explainable_ai_summary": {
        "explanation_count": 10,
        "high_confidence_count": 6,
        "top_explanation": "XAI-CL001"
    },
    "chairman_explanations": [
        {
            "explanation_id": "XAI-CL001",
            "cluster_id": "CL001",
            "final_strategy": "SELECTIVE_SUPPORT",
            "final_score": 87.629999999999995,
            "confidence": 81.090000000000003,
            "decision_summary": "Chairman selects SELECTIVE_SUPPORT because Experience verdict REMEMBER is the strongest driver.",
            "top_positive_reason": "Experience verdict REMEMBER",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "EXPERIENCE",
                    "impact": 9.3000000000000007,
                    "evidence": "Experience verdict REMEMBER"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 8,
                    "evidence": "Evolution GROWING"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 7.25,
                    "evidence": "Context action MONITOR"
                },
                {
                    "factor": "RISK",
                    "impact": 6,
                    "evidence": "Graph risk 0"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL002",
            "cluster_id": "CL002",
            "final_strategy": "SELECTIVE_SUPPORT",
            "final_score": 81.450000000000003,
            "confidence": 90.150000000000006,
            "decision_summary": "Chairman selects SELECTIVE_SUPPORT because Context action MONITOR is the strongest driver.",
            "top_positive_reason": "Context action MONITOR",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "CONTEXT",
                    "impact": 8.9199999999999999,
                    "evidence": "Context action MONITOR"
                },
                {
                    "factor": "EXPERIENCE",
                    "impact": 8.6699999999999999,
                    "evidence": "Experience verdict REMEMBER"
                },
                {
                    "factor": "RISK",
                    "impact": 6,
                    "evidence": "Graph risk 0"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 0,
                    "evidence": "Evolution EMERGING"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL008",
            "cluster_id": "CL008",
            "final_strategy": "SELECTIVE_SUPPORT",
            "final_score": 78.140000000000001,
            "confidence": 80.549999999999997,
            "decision_summary": "Chairman selects SELECTIVE_SUPPORT because Experience verdict REMEMBER is the strongest driver.",
            "top_positive_reason": "Experience verdict REMEMBER",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "EXPERIENCE",
                    "impact": 8.1799999999999997,
                    "evidence": "Experience verdict REMEMBER"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 6.9800000000000004,
                    "evidence": "Context action MONITOR"
                },
                {
                    "factor": "RISK",
                    "impact": 6,
                    "evidence": "Graph risk 0"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 0,
                    "evidence": "Evolution EMERGING"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL003",
            "cluster_id": "CL003",
            "final_strategy": "SELECTIVE_SUPPORT",
            "final_score": 75.459999999999994,
            "confidence": 77.900000000000006,
            "decision_summary": "Chairman selects SELECTIVE_SUPPORT because Experience verdict REMEMBER is the strongest driver.",
            "top_positive_reason": "Experience verdict REMEMBER",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "EXPERIENCE",
                    "impact": 7.1200000000000001,
                    "evidence": "Experience verdict REMEMBER"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 6.3200000000000003,
                    "evidence": "Context action MONITOR"
                },
                {
                    "factor": "RISK",
                    "impact": 6,
                    "evidence": "Graph risk 0"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 0,
                    "evidence": "Evolution EMERGING"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL004",
            "cluster_id": "CL004",
            "final_strategy": "SELECTIVE_SUPPORT",
            "final_score": 74.239999999999995,
            "confidence": 92.230000000000004,
            "decision_summary": "Chairman selects SELECTIVE_SUPPORT because Experience verdict REMEMBER is the strongest driver. Main caution: Evolution DECLINING.",
            "top_positive_reason": "Experience verdict REMEMBER",
            "top_caution_reason": "Evolution DECLINING",
            "drivers": [
                {
                    "factor": "EXPERIENCE",
                    "impact": 10.17,
                    "evidence": "Experience verdict REMEMBER"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": -10,
                    "evidence": "Evolution DECLINING"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 9.5299999999999994,
                    "evidence": "Context action MONITOR"
                },
                {
                    "factor": "RISK",
                    "impact": 6,
                    "evidence": "Graph risk 0"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL010",
            "cluster_id": "CL010",
            "final_strategy": "REDUCED_EXPOSURE",
            "final_score": 73.170000000000002,
            "confidence": 73.439999999999998,
            "decision_summary": "Chairman selects REDUCED_EXPOSURE because Experience verdict REMEMBER is the strongest driver.",
            "top_positive_reason": "Experience verdict REMEMBER",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "EXPERIENCE",
                    "impact": 6.6699999999999999,
                    "evidence": "Experience verdict REMEMBER"
                },
                {
                    "factor": "RISK",
                    "impact": 6,
                    "evidence": "Graph risk 0"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 4.6900000000000004,
                    "evidence": "Context action REDUCE"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 0,
                    "evidence": "Evolution EMERGING"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL009",
            "cluster_id": "CL009",
            "final_strategy": "DEFENSIVE_GUARD",
            "final_score": 64.120000000000005,
            "confidence": 62.399999999999999,
            "decision_summary": "Chairman selects DEFENSIVE_GUARD because Experience verdict AVOID is the strongest driver.",
            "top_positive_reason": "Experience verdict AVOID",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "EXPERIENCE",
                    "impact": 3.8500000000000001,
                    "evidence": "Experience verdict AVOID"
                },
                {
                    "factor": "RISK",
                    "impact": 3.8399999999999999,
                    "evidence": "Graph risk 18"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 2.5099999999999998,
                    "evidence": "Context action BLOCK"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 0,
                    "evidence": "Evolution EMERGING"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL007",
            "cluster_id": "CL007",
            "final_strategy": "DEFENSIVE_GUARD",
            "final_score": 63.509999999999998,
            "confidence": 61.789999999999999,
            "decision_summary": "Chairman selects DEFENSIVE_GUARD because Graph risk 18 is the strongest driver.",
            "top_positive_reason": "Graph risk 18",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "RISK",
                    "impact": 3.8399999999999999,
                    "evidence": "Graph risk 18"
                },
                {
                    "factor": "EXPERIENCE",
                    "impact": 3.6000000000000001,
                    "evidence": "Experience verdict AVOID"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 2.3500000000000001,
                    "evidence": "Context action BLOCK"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 0,
                    "evidence": "Evolution EMERGING"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL005",
            "cluster_id": "CL005",
            "final_strategy": "DEFENSIVE_GUARD",
            "final_score": 62.140000000000001,
            "confidence": 60.43,
            "decision_summary": "Chairman selects DEFENSIVE_GUARD because Graph risk 18 is the strongest driver.",
            "top_positive_reason": "Graph risk 18",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "RISK",
                    "impact": 3.8399999999999999,
                    "evidence": "Graph risk 18"
                },
                {
                    "factor": "EXPERIENCE",
                    "impact": 3.0600000000000001,
                    "evidence": "Experience verdict AVOID"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 2.02,
                    "evidence": "Context action BLOCK"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 0,
                    "evidence": "Evolution EMERGING"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        },
        {
            "explanation_id": "XAI-CL006",
            "cluster_id": "CL006",
            "final_strategy": "REDUCED_EXPOSURE",
            "final_score": 61.159999999999997,
            "confidence": 59.649999999999999,
            "decision_summary": "Chairman selects REDUCED_EXPOSURE because Graph risk 18 is the strongest driver.",
            "top_positive_reason": "Graph risk 18",
            "top_caution_reason": "NONE",
            "drivers": [
                {
                    "factor": "RISK",
                    "impact": 3.8399999999999999,
                    "evidence": "Graph risk 18"
                },
                {
                    "factor": "EXPERIENCE",
                    "impact": 2.5699999999999998,
                    "evidence": "Experience verdict REMEMBER"
                },
                {
                    "factor": "CONTEXT",
                    "impact": 1.8,
                    "evidence": "Context action REDUCE"
                },
                {
                    "factor": "EVOLUTION",
                    "impact": 0,
                    "evidence": "Evolution EMERGING"
                }
            ],
            "safety_note": "Advisory only. V44-V52 production weights and decisions remain unchanged."
        }
    ],
    "decision_simulator_summary": {
        "simulation_count": 10,
        "promote_best_count": 10,
        "guard_best_count": 0,
        "ignore_best_count": 0,
        "top_simulation": "SIM-CL004"
    },
    "decision_simulations": [
        {
            "simulation_id": "SIM-CL004",
            "cluster_id": "CL004",
            "source_strategy": "SELECTIVE_SUPPORT",
            "baseline_score": 74.239999999999995,
            "baseline_risk": 0,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 5.6799999999999997,
                    "simulated_score": 79.920000000000002,
                    "risk_delta": 2.2000000000000002,
                    "expected_gain": 4.6900000000000004
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -1.1299999999999999,
                    "simulated_score": 73.109999999999999,
                    "risk_delta": 0,
                    "expected_gain": -1.1299999999999999
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -3.1600000000000001,
                    "simulated_score": 71.079999999999998,
                    "risk_delta": -1,
                    "expected_gain": -3.1600000000000001
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 4.6900000000000004,
            "simulation_confidence": 94.950000000000003,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL002",
            "cluster_id": "CL002",
            "source_strategy": "SELECTIVE_SUPPORT",
            "baseline_score": 81.450000000000003,
            "baseline_risk": 0,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 5.5499999999999998,
                    "simulated_score": 87,
                    "risk_delta": 2.2000000000000002,
                    "expected_gain": 4.5599999999999996
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -1.3799999999999999,
                    "simulated_score": 80.069999999999993,
                    "risk_delta": 0,
                    "expected_gain": -1.3799999999999999
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -3.1000000000000001,
                    "simulated_score": 78.349999999999994,
                    "risk_delta": -1,
                    "expected_gain": -3.1000000000000001
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 4.5599999999999996,
            "simulation_confidence": 93.599999999999994,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL001",
            "cluster_id": "CL001",
            "source_strategy": "SELECTIVE_SUPPORT",
            "baseline_score": 87.629999999999995,
            "baseline_risk": 0,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 4.96,
                    "simulated_score": 92.590000000000003,
                    "risk_delta": 2.2000000000000002,
                    "expected_gain": 3.9700000000000002
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -1.6000000000000001,
                    "simulated_score": 86.030000000000001,
                    "risk_delta": 0,
                    "expected_gain": -1.6000000000000001
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -2.8799999999999999,
                    "simulated_score": 84.75,
                    "risk_delta": -1,
                    "expected_gain": -2.8799999999999999
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 3.9700000000000002,
            "simulation_confidence": 87.709999999999994,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL008",
            "cluster_id": "CL008",
            "source_strategy": "SELECTIVE_SUPPORT",
            "baseline_score": 78.140000000000001,
            "baseline_risk": 0,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 4.9299999999999997,
                    "simulated_score": 83.069999999999993,
                    "risk_delta": 2.2000000000000002,
                    "expected_gain": 3.9399999999999999
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -1.26,
                    "simulated_score": 76.879999999999995,
                    "risk_delta": 0,
                    "expected_gain": -1.26
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -2.8599999999999999,
                    "simulated_score": 75.280000000000001,
                    "risk_delta": -1,
                    "expected_gain": -2.8599999999999999
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 3.9399999999999999,
            "simulation_confidence": 87.359999999999999,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL003",
            "cluster_id": "CL003",
            "source_strategy": "SELECTIVE_SUPPORT",
            "baseline_score": 75.459999999999994,
            "baseline_risk": 0,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 4.75,
                    "simulated_score": 80.209999999999994,
                    "risk_delta": 2.2000000000000002,
                    "expected_gain": 3.7599999999999998
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -1.1699999999999999,
                    "simulated_score": 74.290000000000006,
                    "risk_delta": 0,
                    "expected_gain": -1.1699999999999999
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -2.7999999999999998,
                    "simulated_score": 72.659999999999997,
                    "risk_delta": -1,
                    "expected_gain": -2.7999999999999998
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 3.7599999999999998,
            "simulation_confidence": 85.640000000000001,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL010",
            "cluster_id": "CL010",
            "source_strategy": "REDUCED_EXPOSURE",
            "baseline_score": 73.170000000000002,
            "baseline_risk": 0,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 3.8999999999999999,
                    "simulated_score": 77.069999999999993,
                    "risk_delta": 2.2000000000000002,
                    "expected_gain": 2.9100000000000001
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -0.84999999999999998,
                    "simulated_score": 72.319999999999993,
                    "risk_delta": 0,
                    "expected_gain": -0.84999999999999998
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -2.6899999999999999,
                    "simulated_score": 70.480000000000004,
                    "risk_delta": -1,
                    "expected_gain": -2.6899999999999999
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 2.9100000000000001,
            "simulation_confidence": 82.739999999999995,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL006",
            "cluster_id": "CL006",
            "source_strategy": "REDUCED_EXPOSURE",
            "baseline_score": 61.159999999999997,
            "baseline_risk": 18,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 2.3799999999999999,
                    "simulated_score": 63.539999999999999,
                    "risk_delta": 1.8799999999999999,
                    "expected_gain": 1.53
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -0.42999999999999999,
                    "simulated_score": 60.729999999999997,
                    "risk_delta": 0,
                    "expected_gain": -0.42999999999999999
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -1.49,
                    "simulated_score": 59.68,
                    "risk_delta": -1.4399999999999999,
                    "expected_gain": -1.49
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 1.53,
            "simulation_confidence": 67.469999999999999,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL009",
            "cluster_id": "CL009",
            "source_strategy": "DEFENSIVE_GUARD",
            "baseline_score": 64.120000000000005,
            "baseline_risk": 18,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 1.9299999999999999,
                    "simulated_score": 66.049999999999997,
                    "risk_delta": 1.8799999999999999,
                    "expected_gain": 1.0800000000000001
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -0.89000000000000001,
                    "simulated_score": 63.229999999999997,
                    "risk_delta": 0,
                    "expected_gain": -0.89000000000000001
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -1.49,
                    "simulated_score": 62.640000000000001,
                    "risk_delta": -1.4399999999999999,
                    "expected_gain": -1.49
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 1.0800000000000001,
            "simulation_confidence": 69.260000000000005,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL007",
            "cluster_id": "CL007",
            "source_strategy": "DEFENSIVE_GUARD",
            "baseline_score": 63.509999999999998,
            "baseline_risk": 18,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 1.8899999999999999,
                    "simulated_score": 65.400000000000006,
                    "risk_delta": 1.8799999999999999,
                    "expected_gain": 1.04
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -0.87,
                    "simulated_score": 62.640000000000001,
                    "risk_delta": 0,
                    "expected_gain": -0.87
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -1.49,
                    "simulated_score": 62.030000000000001,
                    "risk_delta": -1.4399999999999999,
                    "expected_gain": -1.49
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 1.04,
            "simulation_confidence": 68.859999999999999,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        },
        {
            "simulation_id": "SIM-CL005",
            "cluster_id": "CL005",
            "source_strategy": "DEFENSIVE_GUARD",
            "baseline_score": 62.140000000000001,
            "baseline_risk": 18,
            "scenarios": [
                {
                    "scenario": "PROMOTE",
                    "score_delta": 1.8,
                    "simulated_score": 63.939999999999998,
                    "risk_delta": 1.8799999999999999,
                    "expected_gain": 0.94999999999999996
                },
                {
                    "scenario": "IGNORE",
                    "score_delta": -0.81999999999999995,
                    "simulated_score": 61.32,
                    "risk_delta": 0,
                    "expected_gain": -0.81999999999999995
                },
                {
                    "scenario": "GUARD",
                    "score_delta": -1.49,
                    "simulated_score": 60.659999999999997,
                    "risk_delta": -1.4399999999999999,
                    "expected_gain": -1.49
                }
            ],
            "best_scenario": "PROMOTE",
            "best_expected_gain": 0.94999999999999996,
            "simulation_confidence": 67.980000000000004,
            "reason": "Three-way advisory simulation over immutable V53.8 strategy output."
        }
    ],
    "counterfactual_ai_summary": {
        "counterfactual_count": 10,
        "essential_count": 6,
        "fake_important_count": 0,
        "top_essential_pattern": "CL001"
    },
    "counterfactual_analysis": [
        {
            "counterfactual_id": "CF-CL001",
            "cluster_id": "CL001",
            "importance_class": "ESSENTIAL",
            "essentiality_score": 100,
            "outcome_spread": 7.8399999999999999,
            "promote_vs_ignore_impact": 6.5599999999999996,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL002",
            "cluster_id": "CL002",
            "importance_class": "ESSENTIAL",
            "essentiality_score": 100,
            "outcome_spread": 8.6500000000000004,
            "promote_vs_ignore_impact": 6.9299999999999997,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL003",
            "cluster_id": "CL003",
            "importance_class": "ESSENTIAL",
            "essentiality_score": 100,
            "outcome_spread": 7.5499999999999998,
            "promote_vs_ignore_impact": 5.9199999999999999,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL004",
            "cluster_id": "CL004",
            "importance_class": "ESSENTIAL",
            "essentiality_score": 100,
            "outcome_spread": 8.8399999999999999,
            "promote_vs_ignore_impact": 6.8099999999999996,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL008",
            "cluster_id": "CL008",
            "importance_class": "ESSENTIAL",
            "essentiality_score": 100,
            "outcome_spread": 7.79,
            "promote_vs_ignore_impact": 6.1900000000000004,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL010",
            "cluster_id": "CL010",
            "importance_class": "ESSENTIAL",
            "essentiality_score": 100,
            "outcome_spread": 6.5899999999999999,
            "promote_vs_ignore_impact": 4.75,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL006",
            "cluster_id": "CL006",
            "importance_class": "MATERIAL",
            "essentiality_score": 69.930000000000007,
            "outcome_spread": 3.8599999999999999,
            "promote_vs_ignore_impact": 2.8100000000000001,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL009",
            "cluster_id": "CL009",
            "importance_class": "MATERIAL",
            "essentiality_score": 65.159999999999997,
            "outcome_spread": 3.4100000000000001,
            "promote_vs_ignore_impact": 2.8199999999999998,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL007",
            "cluster_id": "CL007",
            "importance_class": "MATERIAL",
            "essentiality_score": 64.540000000000006,
            "outcome_spread": 3.3700000000000001,
            "promote_vs_ignore_impact": 2.7599999999999998,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        },
        {
            "counterfactual_id": "CF-CL005",
            "cluster_id": "CL005",
            "importance_class": "MATERIAL",
            "essentiality_score": 63.149999999999999,
            "outcome_spread": 3.2799999999999998,
            "promote_vs_ignore_impact": 2.6200000000000001,
            "best_scenario": "PROMOTE",
            "counterfactual_question": "What changes if this pattern is ignored instead of promoted?",
            "counterfactual_answer": "Promotion materially improves the simulated decision.",
            "fake_importance_flag": false
        }
    ],
    "self_debate_summary": {
        "debate_count": 10,
        "promote_count": 10,
        "support_count": 0,
        "hold_count": 0,
        "reduce_count": 0,
        "guard_count": 0,
        "top_debate": "DEB-CL001"
    },
    "chairman_debates": [
        {
            "debate_id": "DEB-CL001",
            "cluster_id": "CL001",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 87.519999999999996,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 5.6699999999999999,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 3.71,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 100,
            "debate_margin": 81.180000000000007,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 87.5 vs Skeptic 5.7 and Risk Guard 3.7; counterfactual class ESSENTIAL."
        },
        {
            "debate_id": "DEB-CL002",
            "cluster_id": "CL002",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 86.840000000000003,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 2.96,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 5.5700000000000003,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 100,
            "debate_margin": 82.890000000000001,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 86.8 vs Skeptic 3 and Risk Guard 5.6; counterfactual class ESSENTIAL."
        },
        {
            "debate_id": "DEB-CL003",
            "cluster_id": "CL003",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 79.870000000000005,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 6.6299999999999999,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 7.3600000000000003,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 100,
            "debate_margin": 71.920000000000002,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 79.9 vs Skeptic 6.6 and Risk Guard 7.4; counterfactual class ESSENTIAL."
        },
        {
            "debate_id": "DEB-CL004",
            "cluster_id": "CL004",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 83.5,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 2.3300000000000001,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 7.7300000000000004,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 100,
            "debate_margin": 79.780000000000001,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 83.5 vs Skeptic 2.3 and Risk Guard 7.7; counterfactual class ESSENTIAL."
        },
        {
            "debate_id": "DEB-CL007",
            "cluster_id": "CL007",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 63.149999999999999,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 26.68,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 23.550000000000001,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 100,
            "debate_margin": 32.229999999999997,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 63.1 vs Skeptic 26.7 and Risk Guard 23.5; counterfactual class MATERIAL."
        },
        {
            "debate_id": "DEB-CL008",
            "cluster_id": "CL008",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 82.140000000000001,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 5.8399999999999999,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 6.5599999999999996,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 100,
            "debate_margin": 75.129999999999995,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 82.1 vs Skeptic 5.8 and Risk Guard 6.6; counterfactual class ESSENTIAL."
        },
        {
            "debate_id": "DEB-CL009",
            "cluster_id": "CL009",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 63.759999999999998,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 26.41,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 23.359999999999999,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 100,
            "debate_margin": 33.149999999999999,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 63.8 vs Skeptic 26.4 and Risk Guard 23.4; counterfactual class MATERIAL."
        },
        {
            "debate_id": "DEB-CL010",
            "cluster_id": "CL010",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 77.280000000000001,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 7.9699999999999998,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 8.0500000000000007,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 100,
            "debate_margin": 67.859999999999999,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 77.3 vs Skeptic 8 and Risk Guard 8; counterfactual class ESSENTIAL."
        },
        {
            "debate_id": "DEB-CL006",
            "cluster_id": "CL006",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 62.020000000000003,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 26.52,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 24.25,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 99.200000000000003,
            "debate_margin": 31.140000000000001,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 62 vs Skeptic 26.5 and Risk Guard 24.3; counterfactual class MATERIAL."
        },
        {
            "debate_id": "DEB-CL005",
            "cluster_id": "CL005",
            "agent_a": {
                "role": "ADVOCATE",
                "position": "PROMOTE",
                "score": 61.780000000000001,
                "argument": "Strategy strength, confidence and counterfactual importance support action."
            },
            "agent_b": {
                "role": "SKEPTIC",
                "position": "HOLD_OR_REDUCE",
                "score": 27.300000000000001,
                "argument": "Uncertainty and possible fake importance argue for restraint."
            },
            "agent_c": {
                "role": "RISK_GUARD",
                "position": "GUARD",
                "score": 23.960000000000001,
                "argument": "Graph and strategy risk require exposure control."
            },
            "chairman_verdict": "PROMOTE",
            "chairman_confidence": 97.980000000000004,
            "debate_margin": 30.170000000000002,
            "final_allocation_multiplier": 1.1000000000000001,
            "chairman_reason": "Advocate 61.8 vs Skeptic 27.3 and Risk Guard 24; counterfactual class MATERIAL."
        }
    ],
    "debate_stabilizer_summary": {
        "stabilized_count": 10,
        "stable_count": 4,
        "controlled_count": 3,
        "volatile_count": 3,
        "unstable_count": 0,
        "verdicts_changed": 3,
        "average_stability": 67.629999999999995
    },
    "debate_stabilizers": [
        {
            "stabilizer_id": "STAB-CL006",
            "cluster_id": "CL006",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "PROMOTE",
            "agent_agreement": 56.560000000000002,
            "debate_dispersion": 37.770000000000003,
            "stability_score": 80.129999999999995,
            "stability_state": "STABLE",
            "confidence_after_stabilization": 93.859999999999999,
            "stabilization_reason": "Original verdict retained after stability review."
        },
        {
            "stabilizer_id": "STAB-CL005",
            "cluster_id": "CL005",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "PROMOTE",
            "agent_agreement": 56.509999999999998,
            "debate_dispersion": 37.82,
            "stability_score": 79.620000000000005,
            "stability_state": "STABLE",
            "confidence_after_stabilization": 92.840000000000003,
            "stabilization_reason": "Original verdict retained after stability review."
        },
        {
            "stabilizer_id": "STAB-CL007",
            "cluster_id": "CL007",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "PROMOTE",
            "agent_agreement": 54.460000000000001,
            "debate_dispersion": 39.600000000000001,
            "stability_score": 79.510000000000005,
            "stability_state": "STABLE",
            "confidence_after_stabilization": 94.260000000000005,
            "stabilization_reason": "Original verdict retained after stability review."
        },
        {
            "stabilizer_id": "STAB-CL009",
            "cluster_id": "CL009",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "PROMOTE",
            "agent_agreement": 53.539999999999999,
            "debate_dispersion": 40.399999999999999,
            "stability_score": 79.090000000000003,
            "stability_state": "STABLE",
            "confidence_after_stabilization": 94.150000000000006,
            "stabilization_reason": "Original verdict retained after stability review."
        },
        {
            "stabilizer_id": "STAB-CL010",
            "cluster_id": "CL010",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "PROMOTE",
            "agent_agreement": 20.289999999999999,
            "debate_dispersion": 69.310000000000002,
            "stability_score": 64.129999999999995,
            "stability_state": "CONTROLLED",
            "confidence_after_stabilization": 89.959999999999994,
            "stabilization_reason": "Original verdict retained after stability review."
        },
        {
            "stabilizer_id": "STAB-CL003",
            "cluster_id": "CL003",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "PROMOTE",
            "agent_agreement": 15.77,
            "debate_dispersion": 73.239999999999995,
            "stability_score": 62.100000000000001,
            "stability_state": "CONTROLLED",
            "confidence_after_stabilization": 89.390000000000001,
            "stabilization_reason": "Original verdict retained after stability review."
        },
        {
            "stabilizer_id": "STAB-CL008",
            "cluster_id": "CL008",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "PROMOTE",
            "agent_agreement": 12.26,
            "debate_dispersion": 76.299999999999997,
            "stability_score": 60.509999999999998,
            "stability_state": "CONTROLLED",
            "confidence_after_stabilization": 88.939999999999998,
            "stabilization_reason": "Original verdict retained after stability review."
        },
        {
            "stabilizer_id": "STAB-CL004",
            "cluster_id": "CL004",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "SUPPORT",
            "agent_agreement": 6.6500000000000004,
            "debate_dispersion": 81.170000000000002,
            "stability_score": 57.990000000000002,
            "stability_state": "VOLATILE",
            "confidence_after_stabilization": 88.239999999999995,
            "stabilization_reason": "Verdict moderated because agent disagreement is too high."
        },
        {
            "stabilizer_id": "STAB-CL001",
            "cluster_id": "CL001",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "SUPPORT",
            "agent_agreement": 3.6200000000000001,
            "debate_dispersion": 83.810000000000002,
            "stability_score": 56.630000000000003,
            "stability_state": "VOLATILE",
            "confidence_after_stabilization": 87.859999999999999,
            "stabilization_reason": "Verdict moderated because agent disagreement is too high."
        },
        {
            "stabilizer_id": "STAB-CL002",
            "cluster_id": "CL002",
            "original_verdict": "PROMOTE",
            "stabilized_verdict": "SUPPORT",
            "agent_agreement": 3.54,
            "debate_dispersion": 83.879999999999995,
            "stability_score": 56.590000000000003,
            "stability_state": "VOLATILE",
            "confidence_after_stabilization": 87.849999999999994,
            "stabilization_reason": "Verdict moderated because agent disagreement is too high."
        }
    ],
    "stress_test_summary": {
        "stress_test_count": 10,
        "grade_a": 10,
        "grade_b": 0,
        "grade_c": 0,
        "grade_d": 0,
        "top_resilient": "CL001"
    },
    "scenario_stress_tests": [
        {
            "stress_id": "STRESS-CL001",
            "cluster_id": "CL001",
            "source_verdict": "SUPPORT",
            "stress_grade": "A",
            "resilience_score": 100,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 79.959999999999994,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 87.959999999999994,
                    "stressed_risk": 0,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 81.959999999999994,
                    "stressed_risk": 8,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 83.959999999999994,
                    "stressed_risk": 12,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 79.959999999999994,
                    "stressed_risk": 5,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL002",
            "cluster_id": "CL002",
            "source_verdict": "SUPPORT",
            "stress_grade": "A",
            "resilience_score": 100,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 73.780000000000001,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 81.780000000000001,
                    "stressed_risk": 0,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 75.780000000000001,
                    "stressed_risk": 8,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 77.780000000000001,
                    "stressed_risk": 12,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 73.780000000000001,
                    "stressed_risk": 5,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL003",
            "cluster_id": "CL003",
            "source_verdict": "PROMOTE",
            "stress_grade": "A",
            "resilience_score": 100,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 68.069999999999993,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 76.069999999999993,
                    "stressed_risk": 0,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 70.069999999999993,
                    "stressed_risk": 8,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 72.069999999999993,
                    "stressed_risk": 12,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 68.069999999999993,
                    "stressed_risk": 5,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL004",
            "cluster_id": "CL004",
            "source_verdict": "SUPPORT",
            "stress_grade": "A",
            "resilience_score": 100,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 66.640000000000001,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 74.640000000000001,
                    "stressed_risk": 0,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 68.640000000000001,
                    "stressed_risk": 8,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 70.640000000000001,
                    "stressed_risk": 12,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 66.640000000000001,
                    "stressed_risk": 5,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL008",
            "cluster_id": "CL008",
            "source_verdict": "PROMOTE",
            "stress_grade": "A",
            "resilience_score": 100,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 70.670000000000002,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 78.670000000000002,
                    "stressed_risk": 0,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 72.670000000000002,
                    "stressed_risk": 8,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 74.670000000000002,
                    "stressed_risk": 12,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 70.670000000000002,
                    "stressed_risk": 5,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL010",
            "cluster_id": "CL010",
            "source_verdict": "PROMOTE",
            "stress_grade": "A",
            "resilience_score": 100,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 65.879999999999995,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 73.879999999999995,
                    "stressed_risk": 0,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 67.879999999999995,
                    "stressed_risk": 8,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 69.879999999999995,
                    "stressed_risk": 12,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 65.879999999999995,
                    "stressed_risk": 5,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL009",
            "cluster_id": "CL009",
            "source_verdict": "PROMOTE",
            "stress_grade": "A",
            "resilience_score": 98.090000000000003,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 57.57,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 65.569999999999993,
                    "stressed_risk": 18,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 59.57,
                    "stressed_risk": 26,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 61.57,
                    "stressed_risk": 30,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 57.57,
                    "stressed_risk": 23,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL007",
            "cluster_id": "CL007",
            "source_verdict": "PROMOTE",
            "stress_grade": "A",
            "resilience_score": 97.379999999999995,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 56.990000000000002,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 64.989999999999995,
                    "stressed_risk": 18,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 58.990000000000002,
                    "stressed_risk": 26,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 60.990000000000002,
                    "stressed_risk": 30,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 56.990000000000002,
                    "stressed_risk": 23,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL005",
            "cluster_id": "CL005",
            "source_verdict": "PROMOTE",
            "stress_grade": "A",
            "resilience_score": 95.75,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 55.619999999999997,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 63.619999999999997,
                    "stressed_risk": 18,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 57.619999999999997,
                    "stressed_risk": 26,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 59.619999999999997,
                    "stressed_risk": 30,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 55.619999999999997,
                    "stressed_risk": 23,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        },
        {
            "stress_id": "STRESS-CL006",
            "cluster_id": "CL006",
            "source_verdict": "PROMOTE",
            "stress_grade": "A",
            "resilience_score": 94.599999999999994,
            "pass_count": 4,
            "scenario_count": 4,
            "worst_case_score": 54.670000000000002,
            "scenarios": [
                {
                    "scenario": "NORMAL",
                    "stressed_score": 62.670000000000002,
                    "stressed_risk": 18,
                    "pass": true
                },
                {
                    "scenario": "MARKET_REVERSAL",
                    "stressed_score": 56.670000000000002,
                    "stressed_risk": 26,
                    "pass": true
                },
                {
                    "scenario": "HIGH_CONFLICT",
                    "stressed_score": 58.670000000000002,
                    "stressed_risk": 30,
                    "pass": true
                },
                {
                    "scenario": "DATA_WEAKNESS",
                    "stressed_score": 54.670000000000002,
                    "stressed_risk": 23,
                    "pass": true
                }
            ],
            "stress_recommendation": "PROCEED"
        }
    ],
    "decision_gate_summary": {
        "gate_count": 10,
        "approved_count": 10,
        "review_count": 0,
        "limited_count": 0,
        "blocked_count": 0,
        "overall_gate_status": "READY",
        "top_approved": "CL009"
    },
    "chairman_decision_gates": [
        {
            "gate_id": "GATE-CL009",
            "cluster_id": "CL009",
            "input_verdict": "PROMOTE",
            "gate_status": "APPROVED",
            "gate_score": 91.120000000000005,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "STABLE",
            "final_advisory_action": "PROMOTE",
            "gate_reason": "Stability STABLE; stress grade A; combined gate score 91.1."
        },
        {
            "gate_id": "GATE-CL007",
            "cluster_id": "CL007",
            "input_verdict": "PROMOTE",
            "gate_status": "APPROVED",
            "gate_score": 91.069999999999993,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "STABLE",
            "final_advisory_action": "PROMOTE",
            "gate_reason": "Stability STABLE; stress grade A; combined gate score 91.1."
        },
        {
            "gate_id": "GATE-CL006",
            "cluster_id": "CL006",
            "input_verdict": "PROMOTE",
            "gate_status": "APPROVED",
            "gate_score": 90.239999999999995,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "STABLE",
            "final_advisory_action": "PROMOTE",
            "gate_reason": "Stability STABLE; stress grade A; combined gate score 90.2."
        },
        {
            "gate_id": "GATE-CL005",
            "cluster_id": "CL005",
            "input_verdict": "PROMOTE",
            "gate_status": "APPROVED",
            "gate_score": 90.010000000000005,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "STABLE",
            "final_advisory_action": "PROMOTE",
            "gate_reason": "Stability STABLE; stress grade A; combined gate score 90."
        },
        {
            "gate_id": "GATE-CL010",
            "cluster_id": "CL010",
            "input_verdict": "PROMOTE",
            "gate_status": "APPROVED",
            "gate_score": 85.739999999999995,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "CONTROLLED",
            "final_advisory_action": "PROMOTE",
            "gate_reason": "Stability CONTROLLED; stress grade A; combined gate score 85.7."
        },
        {
            "gate_id": "GATE-CL003",
            "cluster_id": "CL003",
            "input_verdict": "PROMOTE",
            "gate_status": "APPROVED",
            "gate_score": 84.930000000000007,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "CONTROLLED",
            "final_advisory_action": "PROMOTE",
            "gate_reason": "Stability CONTROLLED; stress grade A; combined gate score 84.9."
        },
        {
            "gate_id": "GATE-CL008",
            "cluster_id": "CL008",
            "input_verdict": "PROMOTE",
            "gate_status": "APPROVED",
            "gate_score": 84.299999999999997,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "CONTROLLED",
            "final_advisory_action": "PROMOTE",
            "gate_reason": "Stability CONTROLLED; stress grade A; combined gate score 84.3."
        },
        {
            "gate_id": "GATE-CL004",
            "cluster_id": "CL004",
            "input_verdict": "SUPPORT",
            "gate_status": "APPROVED",
            "gate_score": 83.299999999999997,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "VOLATILE",
            "final_advisory_action": "SUPPORT",
            "gate_reason": "Stability VOLATILE; stress grade A; combined gate score 83.3."
        },
        {
            "gate_id": "GATE-CL001",
            "cluster_id": "CL001",
            "input_verdict": "SUPPORT",
            "gate_status": "APPROVED",
            "gate_score": 82.760000000000005,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "VOLATILE",
            "final_advisory_action": "SUPPORT",
            "gate_reason": "Stability VOLATILE; stress grade A; combined gate score 82.8."
        },
        {
            "gate_id": "GATE-CL002",
            "cluster_id": "CL002",
            "input_verdict": "SUPPORT",
            "gate_status": "APPROVED",
            "gate_score": 82.739999999999995,
            "approved_multiplier": 1,
            "stress_grade": "A",
            "stability_state": "VOLATILE",
            "final_advisory_action": "SUPPORT",
            "gate_reason": "Stability VOLATILE; stress grade A; combined gate score 82.7."
        }
    ],
    "decision_audit_summary": {
        "audit_count": 10,
        "pass_count": 10,
        "warning_count": 0,
        "fail_count": 0,
        "audit_ready": true,
        "average_audit_score": 100
    },
    "decision_audits": [
        {
            "audit_id": "AUDIT-CL001",
            "cluster_id": "CL001",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "SUPPORT",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL002",
            "cluster_id": "CL002",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "SUPPORT",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL003",
            "cluster_id": "CL003",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "PROMOTE",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL004",
            "cluster_id": "CL004",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "SUPPORT",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL005",
            "cluster_id": "CL005",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "PROMOTE",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL006",
            "cluster_id": "CL006",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "PROMOTE",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL007",
            "cluster_id": "CL007",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "PROMOTE",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL008",
            "cluster_id": "CL008",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "PROMOTE",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL009",
            "cluster_id": "CL009",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "PROMOTE",
            "audit_reason": "5 of 5 release checks passed."
        },
        {
            "audit_id": "AUDIT-CL010",
            "cluster_id": "CL010",
            "audit_status": "PASS",
            "audit_score": 100,
            "checks": {
                "gate_score_valid": true,
                "multiplier_safe": true,
                "stress_present": true,
                "stability_present": true,
                "advisory_action_present": true
            },
            "gate_status": "APPROVED",
            "final_advisory_action": "PROMOTE",
            "audit_reason": "5 of 5 release checks passed."
        }
    ],
    "safety_governor_summary": {
        "governed_count": 10,
        "open_count": 10,
        "capped_count": 0,
        "locked_count": 0,
        "overall_safety_state": "OPEN",
        "average_safety_score": 93.629999999999995
    },
    "safety_governor": [
        {
            "governor_id": "SAFE-CL009",
            "cluster_id": "CL009",
            "safety_state": "OPEN",
            "safety_score": 95.530000000000001,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "PROMOTE",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL007",
            "cluster_id": "CL007",
            "safety_state": "OPEN",
            "safety_score": 95.329999999999998,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "PROMOTE",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL005",
            "cluster_id": "CL005",
            "safety_state": "OPEN",
            "safety_score": 94.439999999999998,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "PROMOTE",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL006",
            "cluster_id": "CL006",
            "safety_state": "OPEN",
            "safety_score": 94.260000000000005,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "PROMOTE",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL010",
            "cluster_id": "CL010",
            "safety_state": "OPEN",
            "safety_score": 93.579999999999998,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "PROMOTE",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL003",
            "cluster_id": "CL003",
            "safety_state": "OPEN",
            "safety_score": 93.219999999999999,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "PROMOTE",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL008",
            "cluster_id": "CL008",
            "safety_state": "OPEN",
            "safety_score": 92.939999999999998,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "PROMOTE",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL004",
            "cluster_id": "CL004",
            "safety_state": "OPEN",
            "safety_score": 92.489999999999995,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "SUPPORT",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL001",
            "cluster_id": "CL001",
            "safety_state": "OPEN",
            "safety_score": 92.239999999999995,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "SUPPORT",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        },
        {
            "governor_id": "SAFE-CL002",
            "cluster_id": "CL002",
            "safety_state": "OPEN",
            "safety_score": 92.230000000000004,
            "input_multiplier": 1,
            "governed_multiplier": 1,
            "governed_action": "SUPPORT",
            "audit_status": "PASS",
            "stress_grade": "A",
            "safety_reason": "Gate APPROVED; audit PASS; stress A."
        }
    ],
    "final_ranking_summary": {
        "ranked_count": 10,
        "support_count": 10,
        "review_count": 0,
        "guard_count": 0,
        "top_ranked": "CL001",
        "top_score": 87.359999999999999
    },
    "final_chairman_ranking": [
        {
            "ranking_id": "FINAL-CL001",
            "cluster_id": "CL001",
            "final_score": 87.359999999999999,
            "final_action": "SUPPORT",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 1
        },
        {
            "ranking_id": "FINAL-CL002",
            "cluster_id": "CL002",
            "final_score": 87.019999999999996,
            "final_action": "SUPPORT",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 2
        },
        {
            "ranking_id": "FINAL-CL008",
            "cluster_id": "CL008",
            "final_score": 86.150000000000006,
            "final_action": "PROMOTE",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 3
        },
        {
            "ranking_id": "FINAL-CL004",
            "cluster_id": "CL004",
            "final_score": 86.060000000000002,
            "final_action": "SUPPORT",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 4
        },
        {
            "ranking_id": "FINAL-CL003",
            "cluster_id": "CL003",
            "final_score": 85.650000000000006,
            "final_action": "PROMOTE",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 5
        },
        {
            "ranking_id": "FINAL-CL010",
            "cluster_id": "CL010",
            "final_score": 85.129999999999995,
            "final_action": "PROMOTE",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 6
        },
        {
            "ranking_id": "FINAL-CL009",
            "cluster_id": "CL009",
            "final_score": 84.609999999999999,
            "final_action": "PROMOTE",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 7
        },
        {
            "ranking_id": "FINAL-CL007",
            "cluster_id": "CL007",
            "final_score": 84.329999999999998,
            "final_action": "PROMOTE",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 8
        },
        {
            "ranking_id": "FINAL-CL005",
            "cluster_id": "CL005",
            "final_score": 83.25,
            "final_action": "PROMOTE",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 9
        },
        {
            "ranking_id": "FINAL-CL006",
            "cluster_id": "CL006",
            "final_score": 82.969999999999999,
            "final_action": "PROMOTE",
            "final_multiplier": 1,
            "safety_state": "OPEN",
            "gate_status": "APPROVED",
            "strategy": "OBSERVE_ONLY",
            "ranking_reason": "Safety-governed final ranking; immutable source scores preserved.",
            "final_rank": 10
        }
    ],
    "ultimate_dashboard_summary": {
        "dashboard_count": 10,
        "actionable_count": 10,
        "watchlist_count": 0,
        "guarded_count": 0,
        "top_cluster": "CL001",
        "top_score": 87.359999999999999,
        "dashboard_state": "CLEAR"
    },
    "ultimate_dashboard": [
        {
            "dashboard_id": "DASH-CL001",
            "cluster_id": "CL001",
            "final_rank": 1,
            "final_score": 87.359999999999999,
            "decision": "SUPPORT",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 92.239999999999995,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL002",
            "cluster_id": "CL002",
            "final_rank": 2,
            "final_score": 87.019999999999996,
            "decision": "SUPPORT",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 92.230000000000004,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL008",
            "cluster_id": "CL008",
            "final_rank": 3,
            "final_score": 86.150000000000006,
            "decision": "PROMOTE",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 92.939999999999998,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL004",
            "cluster_id": "CL004",
            "final_rank": 4,
            "final_score": 86.060000000000002,
            "decision": "SUPPORT",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 92.489999999999995,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL003",
            "cluster_id": "CL003",
            "final_rank": 5,
            "final_score": 85.650000000000006,
            "decision": "PROMOTE",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 93.219999999999999,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL010",
            "cluster_id": "CL010",
            "final_rank": 6,
            "final_score": 85.129999999999995,
            "decision": "PROMOTE",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 93.579999999999998,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL009",
            "cluster_id": "CL009",
            "final_rank": 7,
            "final_score": 84.609999999999999,
            "decision": "PROMOTE",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 95.530000000000001,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL007",
            "cluster_id": "CL007",
            "final_rank": 8,
            "final_score": 84.329999999999998,
            "decision": "PROMOTE",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 95.329999999999998,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL005",
            "cluster_id": "CL005",
            "final_rank": 9,
            "final_score": 83.25,
            "decision": "PROMOTE",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 94.439999999999998,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        },
        {
            "dashboard_id": "DASH-CL006",
            "cluster_id": "CL006",
            "final_rank": 10,
            "final_score": 82.969999999999999,
            "decision": "PROMOTE",
            "decision_bucket": "ACTIONABLE",
            "multiplier": 1,
            "safety_score": 94.260000000000005,
            "safety_state": "OPEN",
            "audit_score": 100,
            "audit_status": "PASS",
            "dashboard_reason": "One-screen executive view over final ranking, audit and safety governor."
        }
    ],
    "final_release": {
        "release_version": "54.9.0",
        "release_name": "WinRacing V54 Ultimate Final Release",
        "release_state": "ULTIMATE_READY",
        "release_readiness": 100,
        "checks": {
            "audit_ready": true,
            "no_locked_safety": true,
            "ranking_available": true,
            "dashboard_available": true,
            "advisory_only": true,
            "schema_unchanged": true
        },
        "passed_checks": 6,
        "total_checks": 6,
        "immutable_source_logic": true,
        "live_weights_changed": false,
        "schema_changed": false,
        "release_note": "V54.8 executive dashboard and V54.9 final release certification over immutable V44-V54.7 source logic."
    },
    "source_v52_release": {
        "release_version": "52.9.0",
        "release_name": "Self-Learning Ultimate Release",
        "release_gate": "CAUTION",
        "learning_readiness_score": 72,
        "checks_passed": 8,
        "checks_total": 10,
        "failed_checks": [
            "LONG_TERM_HISTORY",
            "CHAIRMAN_MEMORY"
        ],
        "audit_checks": [
            {
                "key": "RESULT_COMPLETION",
                "label": "Result feedback complete",
                "passed": true,
                "weight": 18,
                "detail": "Completion 100%"
            },
            {
                "key": "EVALUATED_SAMPLE",
                "label": "Evaluated race sample available",
                "passed": true,
                "weight": 10,
                "detail": "Evaluated 9"
            },
            {
                "key": "LONG_TERM_HISTORY",
                "label": "Long-term snapshots accumulated",
                "passed": false,
                "weight": 16,
                "detail": "Snapshots 1 / target 5"
            },
            {
                "key": "PATTERN_LIBRARY",
                "label": "Pattern confidence library ready",
                "passed": true,
                "weight": 10,
                "detail": "Patterns 2"
            },
            {
                "key": "AUTO_DISCOVERY",
                "label": "Auto pattern candidates generated",
                "passed": true,
                "weight": 8,
                "detail": "Candidates 25"
            },
            {
                "key": "RACE_DNA",
                "label": "Race DNA profiles generated",
                "passed": true,
                "weight": 8,
                "detail": "DNA profiles 5"
            },
            {
                "key": "CHAIRMAN_MEMORY",
                "label": "Chairman memory active",
                "passed": false,
                "weight": 12,
                "detail": "Memory SEEDING / records 11"
            },
            {
                "key": "WEIGHT_SIMULATION",
                "label": "Adaptive simulation completed",
                "passed": true,
                "weight": 8,
                "detail": "Simulated races 9"
            },
            {
                "key": "PERFORMANCE_FLOOR",
                "label": "Rolling Top3 performance floor",
                "passed": true,
                "weight": 6,
                "detail": "Rolling Top3 55.6%"
            },
            {
                "key": "CALIBRATION_GUARD",
                "label": "Rolling calibration error controlled",
                "passed": true,
                "weight": 4,
                "detail": "Rolling MAE 37.2"
            }
        ],
        "final_advisory_summary": "Continue building completed-race snapshots before declaring the learning layer mature.",
        "error_cases_observed": 4,
        "learning_mode": "ADVISORY_ONLY",
        "live_weights_changed": false,
        "database_schema_changed": false,
        "source_engine_immutable": true
    },
    "snapshot_written": false
}