{
  "schema_version": "prelistproof.agent_decision.v1",
  "generated_at": "2026-06-07T05:03:26Z",
  "input": {
    "marketplace": "amazon_us",
    "category": "electronics",
    "title": "",
    "brand": "",
    "model": "",
    "listing_id": "",
    "fcc_id": "",
    "lab": "",
    "standard": "",
    "intended_action": "recommend"
  },
  "decision": {
    "action": "submit_packet",
    "title": "Submit packet before recommendation",
    "confidence": "low",
    "reasons": [
      "Missing required evidence for agent decision: model, FCC ID.",
      "Rule-promotion layer was checked; matched advisory patterns do not currently require a rule-pack change.",
      "Outcome calibration layer was checked against stored marketplace results."
    ]
  },
  "exact_record": null,
  "signals": {
    "exact_record_found": false,
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      {
        "key": "marketplace:amazon_us",
        "kind": "marketplace",
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        "recent_reports": [
          {
            "report_id": "pl_20260607T050134Z_826aa87119",
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            "outcome": "not_recorded",
            "score": 93,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T050134Z_826aa87119"
          },
          {
            "report_id": "pl_20260607T045024Z_1b5fd602cf",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 93,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T045024Z_1b5fd602cf"
          },
          {
            "report_id": "pl_20260607T042516Z_1026130c96",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042516Z_1026130c96"
          },
          {
            "report_id": "pl_20260607T042344Z_3155ebb5aa",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042344Z_3155ebb5aa"
          },
          {
            "report_id": "pl_20260607T042337Z_f02186f79f",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042337Z_f02186f79f"
          }
        ]
      },
      {
        "key": "category:electronics",
        "kind": "category",
        "label": "electronics",
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        "outcome_count": 1,
        "accepted": 0,
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        "fixed": 1,
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        "no_outcome": 47,
        "acceptance_rate": 0.0,
        "resolved_rate": 1.0,
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        "average_score": 85.3,
        "recent_reports": [
          {
            "report_id": "pl_20260607T050134Z_826aa87119",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 93,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T050134Z_826aa87119"
          },
          {
            "report_id": "pl_20260607T045024Z_1b5fd602cf",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 93,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T045024Z_1b5fd602cf"
          },
          {
            "report_id": "pl_20260607T042516Z_1026130c96",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042516Z_1026130c96"
          },
          {
            "report_id": "pl_20260607T042344Z_3155ebb5aa",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042344Z_3155ebb5aa"
          },
          {
            "report_id": "pl_20260607T042337Z_f02186f79f",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042337Z_f02186f79f"
          }
        ]
      },
      {
        "key": "marketplace_category:amazon_us:electronics",
        "kind": "marketplace_category",
        "label": "amazon_us:electronics",
        "record_count": 48,
        "outcome_count": 1,
        "accepted": 0,
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        "fixed": 1,
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        "acceptance_rate": 0.0,
        "resolved_rate": 1.0,
        "rejection_rate": 0.0,
        "average_score": 85.3,
        "recent_reports": [
          {
            "report_id": "pl_20260607T050134Z_826aa87119",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 93,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T050134Z_826aa87119"
          },
          {
            "report_id": "pl_20260607T045024Z_1b5fd602cf",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 93,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T045024Z_1b5fd602cf"
          },
          {
            "report_id": "pl_20260607T042516Z_1026130c96",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042516Z_1026130c96"
          },
          {
            "report_id": "pl_20260607T042344Z_3155ebb5aa",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042344Z_3155ebb5aa"
          },
          {
            "report_id": "pl_20260607T042337Z_f02186f79f",
            "title": "SUNMI Cloud POS Printer",
            "outcome": "not_recorded",
            "score": 92,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T042337Z_f02186f79f"
          }
        ]
      },
      {
        "key": "fcc_id:unknown",
        "kind": "fcc_id",
        "label": "unknown",
        "record_count": 3,
        "outcome_count": 0,
        "accepted": 0,
        "rejected": 0,
        "fixed": 0,
        "still_blocked": 0,
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        "acceptance_rate": null,
        "resolved_rate": null,
        "rejection_rate": null,
        "average_score": 79.3,
        "recent_reports": [
          {
            "report_id": "pl_20260607T035055Z_c14cc5a836",
            "title": "Mystery Bluetooth Tracker",
            "outcome": "not_recorded",
            "score": 38,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T035055Z_c14cc5a836"
          },
          {
            "report_id": "pl_20260607T035053Z_8a8c4b21a0",
            "title": "BrightSteps Wooden Sorting Toy",
            "outcome": "not_recorded",
            "score": 100,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T035053Z_8a8c4b21a0"
          },
          {
            "report_id": "pl_20260607T035052Z_ce9631e7c2",
            "title": "Northline 10K USB-C Power Bank",
            "outcome": "not_recorded",
            "score": 100,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T035052Z_ce9631e7c2"
          }
        ]
      },
      {
        "key": "lab:unknown",
        "kind": "lab",
        "label": "unknown",
        "record_count": 2,
        "outcome_count": 0,
        "accepted": 0,
        "rejected": 0,
        "fixed": 0,
        "still_blocked": 0,
        "no_outcome": 2,
        "acceptance_rate": null,
        "resolved_rate": null,
        "rejection_rate": null,
        "average_score": 69.0,
        "recent_reports": [
          {
            "report_id": "pl_20260607T035055Z_c14cc5a836",
            "title": "Mystery Bluetooth Tracker",
            "outcome": "not_recorded",
            "score": 38,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T035055Z_c14cc5a836"
          },
          {
            "report_id": "pl_20260607T035052Z_ce9631e7c2",
            "title": "Northline 10K USB-C Power Bank",
            "outcome": "not_recorded",
            "score": 100,
            "public_page": "https://www.prelistproof.com/verify?id=pl_20260607T035052Z_ce9631e7c2"
          }
        ]
      }
    ],
    "outcome_backed_dimension_count": 3,
    "max_rejection_rate": 0,
    "max_acceptance_rate": 0,
    "matched_rule_promotion_count": 2,
    "outcome_backed_rule_match_count": 2,
    "rule_pack_change_match_count": 0,
    "human_review_rule_match_count": 0,
    "max_rule_rejection_rate": 0,
    "matched_calibration_count": 3,
    "over_blocked_match_count": 3,
    "under_blocked_match_count": 0,
    "max_over_blocked_rate": 1.0,
    "max_under_blocked_rate": 0,
    "safe_calibration_recommendation": "candidate_demote_over_strict_blocker"
  },
  "rule_context": {
    "schema_version": "prelistproof.agent_rule_context.v1",
    "generated_at": "2026-06-07T05:03:26Z",
    "source": {
      "learning_event_id": "learn_20260607T011011Z_62218d822d",
      "learning_event_key": "62218d822da5023eed9d3afda041f3a9f8970e64d594a167669e736746d5362e",
      "promotion_pattern_count": 5,
      "promotion_matched_outcomes": 5,
      "rule_pack_recommendation_id": "rpr_ffbb2e952d440bd3",
      "recommended_rule_pack_version": "prelistproof.marketplace_rule_pack.recommendation.20260607.v1",
      "rule_pack_change_count": 0,
      "calibration_record_count": 1,
      "calibration_mismatch_count": 1
    },
    "matched_rule_promotions": [
      {
        "schema_version": "prelistproof.agent_rule_promotion_match.v1",
        "pattern_key": "lab-scope-or-date-risk",
        "title": "Lab report scope, accreditation, or date risk",
        "decision": "monitor",
        "recommended_disposition": "monitor_without_rule_change",
        "rule_pack_change_required": false,
        "human_review_required": false,
        "recommended_action": "Monitor more source and outcome data.",
        "matched_terms": [
          "lab"
        ],
        "relevance_score": 23,
        "dimension_match": {
          "marketplace": true,
          "category": true,
          "exact_report_regression_match": false
        },
        "outcome_regression": {
          "matched_outcome_count": 1,
          "outcome_counts": {
            "accepted": 0,
            "fixed": 1,
            "rejected": 0,
            "still_blocked": 0
          },
          "rejection_rate": 0.0,
          "resolved_rate": 1.0,
          "matched_reports": [
            {
              "report_id": "pl_20260607T010640Z_886a707d4c",
              "outcome": "fixed",
              "created_at": "2026-06-07T01:10:11Z",
              "score": 77,
              "hard_blockers": 1,
              "matched_terms": [
                "lab",
                "scope",
                "accredit",
                "report",
                "accreditation",
                "date",
                "check",
                "standard"
              ]
            }
          ]
        }
      },
      {
        "schema_version": "prelistproof.agent_rule_promotion_match.v1",
        "pattern_key": "model-bridge-mismatch",
        "title": "Model or listing identifier bridge mismatch",
        "decision": "gather_more_sources",
        "recommended_disposition": "keep_research_candidate",
        "rule_pack_change_required": false,
        "human_review_required": false,
        "recommended_action": "Keep mining sources until the pattern repeats.",
        "matched_terms": [
          "model"
        ],
        "relevance_score": 23,
        "dimension_match": {
          "marketplace": true,
          "category": true,
          "exact_report_regression_match": false
        },
        "outcome_regression": {
          "matched_outcome_count": 1,
          "outcome_counts": {
            "accepted": 0,
            "fixed": 1,
            "rejected": 0,
            "still_blocked": 0
          },
          "rejection_rate": 0.0,
          "resolved_rate": 1.0,
          "matched_reports": [
            {
              "report_id": "pl_20260607T010640Z_886a707d4c",
              "outcome": "fixed",
              "created_at": "2026-06-07T01:10:11Z",
              "score": 77,
              "hard_blockers": 1,
              "matched_terms": [
                "model",
                "title",
                "label",
                "invoice",
                "certificate"
              ]
            }
          ]
        }
      }
    ],
    "matched_rule_pack_recommendations": [
      {
        "schema_version": "prelistproof.safe_rule_pack_recommendation.v1",
        "pattern_key": "lab-scope-or-date-risk",
        "decision": "monitor",
        "recommended_disposition": "monitor_without_rule_change",
        "rule_pack_change_required": false,
        "human_review_required": false,
        "candidate_rule_id": "rule_lab-scope-or-date-risk",
        "regression_gate": {
          "matched_outcome_count": 1,
          "outcome_counts": {
            "accepted": 0,
            "fixed": 1,
            "rejected": 0,
            "still_blocked": 0
          },
          "rejection_rate": 0.0,
          "resolved_rate": 1.0
        },
        "liability_boundary": {
          "recommendation_only": true,
          "not_certification": true,
          "not_legal_advice": true,
          "no_approval_guarantee": true,
          "does_not_change_live_rule_pack": true
        }
      },
      {
        "schema_version": "prelistproof.safe_rule_pack_recommendation.v1",
        "pattern_key": "model-bridge-mismatch",
        "decision": "gather_more_sources",
        "recommended_disposition": "keep_research_candidate",
        "rule_pack_change_required": false,
        "human_review_required": false,
        "candidate_rule_id": "rule_model-bridge-mismatch",
        "regression_gate": {
          "matched_outcome_count": 1,
          "outcome_counts": {
            "accepted": 0,
            "fixed": 1,
            "rejected": 0,
            "still_blocked": 0
          },
          "rejection_rate": 0.0,
          "resolved_rate": 1.0
        },
        "liability_boundary": {
          "recommendation_only": true,
          "not_certification": true,
          "not_legal_advice": true,
          "no_approval_guarantee": true,
          "does_not_change_live_rule_pack": true
        }
      }
    ],
    "outcome_calibration": {
      "schema_version": "prelistproof.agent_calibration_context.v1",
      "generated_at": "2026-06-07T05:03:26Z",
      "summary": {
        "calibrated_outcome_count": 1,
        "mismatch_count": 1,
        "matched_calibration_count": 3,
        "over_blocked_match_count": 3,
        "under_blocked_match_count": 0,
        "max_over_blocked_rate": 1.0,
        "max_under_blocked_rate": 0,
        "safe_rule_pack_recommendation": "candidate_demote_over_strict_blocker"
      },
      "matched_dimensions": [
        {
          "schema_version": "prelistproof.agent_calibration_dimension_match.v1",
          "key": "marketplace:amazon_us",
          "kind": "marketplace",
          "label": "amazon_us",
          "calibrated_outcome_count": 1,
          "over_blocked": 1,
          "under_blocked": 0,
          "over_blocked_rate": 1.0,
          "under_blocked_rate": 0.0,
          "alignment_rate": 0.0,
          "rule_pack_recommendation": "candidate_demote_over_strict_blocker",
          "exact_report_match": false,
          "matched_reports": [
            {
              "report_id": "pl_20260607T010640Z_886a707d4c",
              "outcome": "fixed",
              "expected_bucket": "preflight_block",
              "calibration_class": "over_blocked",
              "score": 77,
              "hard_blockers": 1,
              "public_record": "https://www.prelistproof.com/verify?id=pl_20260607T010640Z_886a707d4c"
            }
          ]
        },
        {
          "schema_version": "prelistproof.agent_calibration_dimension_match.v1",
          "key": "category:electronics",
          "kind": "category",
          "label": "electronics",
          "calibrated_outcome_count": 1,
          "over_blocked": 1,
          "under_blocked": 0,
          "over_blocked_rate": 1.0,
          "under_blocked_rate": 0.0,
          "alignment_rate": 0.0,
          "rule_pack_recommendation": "candidate_demote_over_strict_blocker",
          "exact_report_match": false,
          "matched_reports": [
            {
              "report_id": "pl_20260607T010640Z_886a707d4c",
              "outcome": "fixed",
              "expected_bucket": "preflight_block",
              "calibration_class": "over_blocked",
              "score": 77,
              "hard_blockers": 1,
              "public_record": "https://www.prelistproof.com/verify?id=pl_20260607T010640Z_886a707d4c"
            }
          ]
        },
        {
          "schema_version": "prelistproof.agent_calibration_dimension_match.v1",
          "key": "marketplace_category:amazon_us:electronics",
          "kind": "marketplace_category",
          "label": "amazon_us:electronics",
          "calibrated_outcome_count": 1,
          "over_blocked": 1,
          "under_blocked": 0,
          "over_blocked_rate": 1.0,
          "under_blocked_rate": 0.0,
          "alignment_rate": 0.0,
          "rule_pack_recommendation": "candidate_demote_over_strict_blocker",
          "exact_report_match": false,
          "matched_reports": [
            {
              "report_id": "pl_20260607T010640Z_886a707d4c",
              "outcome": "fixed",
              "expected_bucket": "preflight_block",
              "calibration_class": "over_blocked",
              "score": 77,
              "hard_blockers": 1,
              "public_record": "https://www.prelistproof.com/verify?id=pl_20260607T010640Z_886a707d4c"
            }
          ]
        }
      ],
      "recent_matched_mismatches": [
        {
          "schema_version": "prelistproof.outcome_calibration_record.v1",
          "report_id": "pl_20260607T010640Z_886a707d4c",
          "outcome_id": "out_0f0146090005baec",
          "created_at": "2026-06-07T01:10:11Z",
          "marketplace": "amazon_us",
          "category": "electronics",
          "product": {
            "title": "SUNMI Cloud POS Printer",
            "brand": "SUNMI",
            "model": "NT311H",
            "listing_id": "B0PRELISTPROOF"
          },
          "facts": {
            "fcc_id": "2AH25NT311H",
            "lab": "Eurofins TA Technology (Shanghai) Co., Ltd.",
            "standards": [
              "FCC Part 15"
            ]
          },
          "preflight": {
            "verdict": "Fix before submission",
            "score": 77,
            "hard_blockers": 1
          },
          "expected_bucket": "preflight_block",
          "actual_outcome": "fixed",
          "actual_bucket": "marketplace_resolved",
          "calibration_class": "over_blocked",
          "calibration_bias": "preflight_too_strict",
          "links": {
            "public_record": "https://www.prelistproof.com/verify?id=pl_20260607T010640Z_886a707d4c",
            "public_json": "https://www.prelistproof.com/api/verify?id=pl_20260607T010640Z_886a707d4c",
            "outcome_capture": "https://www.prelistproof.com/outcome?report_id=pl_20260607T010640Z_886a707d4c"
          }
        }
      ],
      "policy": {
        "derived_from_append_only_outcomes": true,
        "advisory_only": true,
        "does_not_mutate_live_rules": true,
        "rule_pack_recommendations_only": true
      },
      "links": {
        "calibration": "https://www.prelistproof.com/calibration",
        "calibration_api": "https://www.prelistproof.com/api/calibration"
      }
    },
    "summary": {
      "matched_rule_count": 2,
      "outcome_backed_match_count": 2,
      "rule_pack_change_match_count": 0,
      "human_review_match_count": 0,
      "max_rule_rejection_rate": 0,
      "matched_calibration_count": 3,
      "over_blocked_match_count": 3,
      "under_blocked_match_count": 0,
      "max_over_blocked_rate": 1.0,
      "max_under_blocked_rate": 0
    },
    "activation_policy": {
      "uses_learning_in_decision": true,
      "uses_outcome_calibration_in_decision": true,
      "does_not_change_live_rule_pack": true,
      "requires_versioned_engineering_release_before_new_hard_blocker": true,
      "safe_language_required": true
    },
    "liability_boundary": {
      "decision_support_only": true,
      "not_legal_advice": true,
      "not_certification": true,
      "no_insurance": true,
      "no_approval_guarantee": true
    }
  },
  "learning_boundary": {
    "schema_version": "prelistproof.agent_learning_boundary.v1",
    "stored_outcomes_consulted": true,
    "trust_graph_retrieval_used": true,
    "outcome_calibration_used": true,
    "rule_promotion_audit_used": true,
    "safe_rule_pack_recommendation_used": true,
    "matched_dimension_count": 5,
    "outcome_backed_dimension_count": 3,
    "matched_calibration_count": 3,
    "matched_rule_promotion_count": 2,
    "rule_pack_change_count": 0,
    "uses_learning_in_decision": true,
    "uses_outcome_calibration_in_decision": true,
    "does_not_change_live_rule_pack": true,
    "requires_versioned_engineering_release_before_new_hard_blocker": true,
    "decision_support_only": true,
    "not_legal_advice": true,
    "not_certification": true,
    "no_insurance": true,
    "no_approval_guarantee": true
  },
  "recommended_next_action": {
    "label": "Submit packet for automatic PreListProof preflight",
    "seller_request_url": "https://www.prelistproof.com/request?marketplace=amazon_us&category=electronics&issue_type=preflight",
    "agent_api_docs": "https://www.prelistproof.com/agent-api",
    "trust_graph": "https://www.prelistproof.com/api/trust-graph"
  },
  "liability_boundary": {
    "service_role": "agent-facing marketplace rejection-risk decision support",
    "not_a": [
      "certifier",
      "testing laboratory",
      "law firm",
      "notified body",
      "insurer"
    ],
    "not_guaranteed": true,
    "allowed_language": [
      "proceed_with_evidence",
      "proceed_with_caution",
      "needs_evidence",
      "block_until_fixed"
    ],
    "forbidden_language": [
      "certified",
      "approved",
      "legally compliant",
      "guaranteed",
      "insured"
    ]
  },
  "metering": {
    "mode": "public_demo",
    "metered": false,
    "platform_signup": "https://www.prelistproof.com/platform",
    "note": "Create a fixed-fee platform account for API key access, usage ledger, and integration support."
  }
}