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    "confidence": 0.78,
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            "severity": "warn",
            "code": "non_decisive_hard_signal_without_direct_evidence_contango_backwardation",
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            "code": "non_decisive_hard_signal_without_direct_evidence_complex_index",
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        "Remove or downgrade unsupported contango_backwardation, or add product-specific evidence for it. This is an evidence-quality repair and does not invalidate an independently supported complex classification.",
        "Remove or downgrade unsupported complex_index, or add product-specific evidence for it. This is an evidence-quality repair and does not invalidate an independently supported complex classification.",
        "Remove or downgrade unsupported contango_backwardation signal, or add product-specific evidence for it. This is an evidence-quality repair and does not invalidate the complex classification.",
        "Remove or downgrade unsupported complex_index signal, or add product-specific evidence for it. This is an evidence-quality repair and does not invalidate the complex classification."
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        "confidence": 0.78,
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            {
                "severity": "warn",
                "code": "non_decisive_hard_signal_without_direct_evidence_contango_backwardation",
                "message": "signals.contango_backwardation=true but no supporting_evidence quote directly substantiates that hard-complex feature. The signal is not used by decision_rule_applied and classification=complex is independently supported by: synthetic_replication, commodity_futures_roll, swaps."
            },
            {
                "severity": "warn",
                "code": "non_decisive_hard_signal_without_direct_evidence_complex_index",
                "message": "signals.complex_index=true but no supporting_evidence quote directly substantiates that hard-complex feature. The signal is not used by decision_rule_applied and classification=complex is independently supported by: synthetic_replication, commodity_futures_roll, swaps."
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        "suggested_repairs": [
            "Remove or downgrade unsupported contango_backwardation, or add product-specific evidence for it. This is an evidence-quality repair and does not invalidate an independently supported complex classification.",
            "Remove or downgrade unsupported complex_index, or add product-specific evidence for it. This is an evidence-quality repair and does not invalidate an independently supported complex classification."
        ],
        "decisive_signal_evidence": {
            "checked": true,
            "decision_rule_signal": "swaps",
            "decision_rule_signal_true": true,
            "decision_rule_signal_supported": true,
            "decision_rule_matching_evidence_count": 1,
            "decision_rule_matches": [
                {
                    "index": 0,
                    "source": "FACTSHEET",
                    "evidence_signal": "synthetic_replication",
                    "quote": "The fund synthetically replicates the index performance by investing in a swap."
                }
            ],
            "true_hard_signals": [
                "synthetic_replication",
                "commodity_futures_roll",
                "contango_backwardation",
                "complex_index"
            ],
            "supported_hard_signals": [
                "synthetic_replication",
                "commodity_futures_roll"
            ],
            "unsupported_hard_signals": [
                "contango_backwardation",
                "complex_index"
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            "checks": {
                "synthetic_replication": {
                    "signal_true": true,
                    "direct_evidence": true,
                    "matching_evidence_count": 1,
                    "decision_rule_uses_signal": false,
                    "matches": [
                        {
                            "index": 0,
                            "source": "FACTSHEET",
                            "evidence_signal": "synthetic_replication",
                            "quote": "The fund synthetically replicates the index performance by investing in a swap."
                        }
                    ]
                },
                "commodity_futures_roll": {
                    "signal_true": true,
                    "direct_evidence": true,
                    "matching_evidence_count": 1,
                    "decision_rule_uses_signal": false,
                    "matches": [
                        {
                            "index": 3,
                            "source": "FACTSHEET",
                            "evidence_signal": "commodity_futures_roll",
                            "quote": "The UBS Constant Maturity Commodity Index extends beyond short dated futures contracts and diversifies investment across the maturity curve... and can also minimize exposure to negative roll yield"
                        }
                    ]
                },
                "contango_backwardation": {
                    "signal_true": true,
                    "direct_evidence": false,
                    "matching_evidence_count": 0,
                    "decision_rule_uses_signal": false,
                    "matches": []
                },
                "complex_index": {
                    "signal_true": true,
                    "direct_evidence": false,
                    "matching_evidence_count": 0,
                    "decision_rule_uses_signal": false,
                    "matches": []
                },
                "swaps": {
                    "signal_true": true,
                    "direct_evidence": true,
                    "matching_evidence_count": 1,
                    "decision_rule_uses_signal": true,
                    "matches": [
                        {
                            "index": 0,
                            "source": "FACTSHEET",
                            "evidence_signal": "synthetic_replication",
                            "quote": "The fund synthetically replicates the index performance by investing in a swap."
                        }
                    ]
                }
            }
        },
        "derivative_materiality": {
            "checked": true,
            "policy_mode": "balanced",
            "type": "ETF",
            "ucits": true,
            "physical_replication": false,
            "swaps_signal": true,
            "synthetic_replication": true,
            "derivatives_core_strategy": true,
            "derivatives_epm_only": false,
            "derivative_evidence_count": 3,
            "swap_evidence_count": 1,
            "permission_or_ancillary_evidence_count": 0,
            "core_derivative_evidence_count": 2,
            "only_permission_or_ancillary_derivative_evidence": false,
            "supported_independent_hard_signals": [
                "synthetic_replication",
                "commodity_futures_roll"
            ]
        },
        "detected_features": {
            "helo_or_core_options_overlay": false,
            "physical_replication": false,
            "has_epm_only_evidence": false,
            "has_core_derivatives_evidence": true,
            "has_generic_fdi_permission_evidence": false,
            "has_option_overlay_evidence": false
        }
    },
    "agent_review": {
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                "prompt_tokens_details": {
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                "cost_details": {
                    "upstream_inference_cost": 0.00241,
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                "completion_tokens_details": {
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        "cost": {
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        "review": {
            "validator_verdict": "warn",
            "publishable": true,
            "confidence": 0.88,
            "summary": "The classification as complex under the balanced_etf_swap_complex_rule is well supported by direct product-specific evidence of synthetic replication and swap usage. The derivatives_core_strategy signal is directly proven by product-specific evidence. The derivatives_epm_only flag is false and consistent with evidence. There is no conflict between derivatives_epm_only and derivatives_core_strategy. HELO or option overlay strategies are not present, so no reclassification needed. Two hard-complex signals (contango_backwardation and complex_index) lack direct supporting evidence and are not used by the decision rule; these are non-decisive and do not invalidate the classification but should be repaired for evidence hygiene. All supporting_evidence signal labels match their quotes. The JSON is client-publishable as-is with warnings and suggested repairs.",
            "issues": [
                {
                    "severity": "warn",
                    "code": "non_decisive_hard_signal_without_direct_evidence_contango_backwardation",
                    "message": "signals.contango_backwardation=true but no supporting_evidence quote directly substantiates that hard-complex feature. The signal is not used by decision_rule_applied and classification=complex is independently supported by: synthetic_replication, commodity_futures_roll, swaps."
                },
                {
                    "severity": "warn",
                    "code": "non_decisive_hard_signal_without_direct_evidence_complex_index",
                    "message": "signals.complex_index=true but no supporting_evidence quote directly substantiates that hard-complex feature. The signal is not used by decision_rule_applied and classification=complex is independently supported by: synthetic_replication, commodity_futures_roll, swaps."
                }
            ],
            "suggested_repairs": [
                "Remove or downgrade unsupported contango_backwardation signal, or add product-specific evidence for it. This is an evidence-quality repair and does not invalidate the complex classification.",
                "Remove or downgrade unsupported complex_index signal, or add product-specific evidence for it. This is an evidence-quality repair and does not invalidate the complex classification."
            ]
        }
    }
}