{ "runId": "experience-engine-1.1:d1e6a93efbaee0051811becb6c349c432dc81d0feb4d05f9988f645d329e4fed", "revision": "d1e6a93efbaee0051811becb6c349c432dc81d0feb4d05f9988f645d329e4fed", "source": { "analysisId": "cmuo7toaj0002jy04nryugb5h", "datasetKey": "casap_public_evidence_grounded_simulation_v0_1", "datasetName": "Casap Public-Evidence-Grounded Simulation V0.1", "provenance": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED — NOT COMPANY DATA" }, "engineVersion": "experience-engine-1.1", "inputSnapshot": [ { "externalCaseId": "casap-public-sim-001", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 823.66, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-01-01T14:00:00.000Z", "actionAt": "2026-01-03T14:00:00.000Z", "outcomeAt": "2026-01-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:1", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-002", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-present unauthorized transaction", "context": "Credit Union B card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.93, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1051.93, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-01-02T14:00:00.000Z", "actionAt": "2026-01-04T14:00:00.000Z", "outcomeAt": "2026-01-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:2", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-003", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "duplicate charge / consumer documentation gap", "context": "Credit Union D duplicate charge / consumer documentation gap case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1221.54, "grade": "CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-01-03T14:00:00.000Z", "actionAt": "2026-01-04T14:00:00.000Z", "outcomeAt": "2026-01-17T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:3", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-004", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / policy exception", "context": "Credit Union D card-not-present fraud / policy exception case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.87, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3488.85, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-01-04T14:00:00.000Z", "actionAt": "2026-01-04T14:00:00.000Z", "outcomeAt": "2026-01-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:4", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-005", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud / consumer documentation gap", "context": "Credit Union C card-not-present fraud / consumer documentation gap case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1514.36, "grade": "INCORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-01-05T14:00:00.000Z", "actionAt": "2026-01-06T14:00:00.000Z", "outcomeAt": "2026-02-03T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:5", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-006", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1016.53, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-01-06T14:00:00.000Z", "actionAt": "2026-01-07T14:00:00.000Z", "outcomeAt": "2026-01-29T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:6", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-007", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / repeat merchant", "context": "Credit Union A merchant dispute / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2365.51, "grade": "CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-01-07T14:00:00.000Z", "actionAt": "2026-01-07T14:00:00.000Z", "outcomeAt": "2026-01-18T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:7", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-008", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 612.29, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-01-08T14:00:00.000Z", "actionAt": "2026-01-09T14:00:00.000Z", "outcomeAt": "2026-01-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:8", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-009", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "merchant dispute", "context": "Credit Union E merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 898.5, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-01-09T14:00:00.000Z", "actionAt": "2026-01-09T14:00:00.000Z", "outcomeAt": "2026-02-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:9", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-010", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "duplicate charge", "context": "Credit Union E duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 971.75, "grade": "CORRECT", "gradeConfidence": 0.76, "decisionAt": "2026-01-10T14:00:00.000Z", "actionAt": "2026-01-12T14:00:00.000Z", "outcomeAt": "2026-02-15T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:10", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-011", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "ACH dispute / policy exception", "context": "Credit Union B ACH dispute / policy exception case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.62, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3090.55, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-01-11T14:00:00.000Z", "actionAt": "2026-01-11T14:00:00.000Z", "outcomeAt": "2026-02-06T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:11", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-012", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "duplicate charge", "context": "Credit Union E duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.92, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 821.83, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-01-12T14:00:00.000Z", "actionAt": "2026-01-13T14:00:00.000Z", "outcomeAt": "2026-01-29T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:12", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-013", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction", "context": "Credit Union A card-present unauthorized transaction case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -791.79, "grade": "INCORRECT", "gradeConfidence": 0.84, "decisionAt": "2026-01-13T14:00:00.000Z", "actionAt": "2026-01-14T14:00:00.000Z", "outcomeAt": "2026-02-02T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:13", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-014", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "merchant dispute", "context": "Credit Union E merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1687.87, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-01-14T14:00:00.000Z", "actionAt": "2026-01-16T14:00:00.000Z", "outcomeAt": "2026-01-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:14", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-015", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "edge/ambiguous dispute", "context": "Credit Union E edge/ambiguous dispute case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.51, "humanDecision": "Optimize evidence", "humanOverride": true, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 966.26, "grade": "CORRECT", "gradeConfidence": 0.73, "decisionAt": "2026-01-15T14:00:00.000Z", "actionAt": "2026-01-16T14:00:00.000Z", "outcomeAt": "2026-02-28T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:15", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-016", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "merchant dispute", "context": "Credit Union B merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.71, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2004.4, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-01-16T14:00:00.000Z", "actionAt": "2026-01-18T14:00:00.000Z", "outcomeAt": "2026-02-06T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:16", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-017", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "merchant dispute", "context": "Credit Union B merchant dispute case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1229.26, "grade": "INCORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-01-17T14:00:00.000Z", "actionAt": "2026-01-19T14:00:00.000Z", "outcomeAt": "2026-02-03T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:17", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-018", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "duplicate charge", "context": "Credit Union D duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1060.44, "grade": "CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-01-18T14:00:00.000Z", "actionAt": "2026-01-19T14:00:00.000Z", "outcomeAt": "2026-02-09T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:18", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-019", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "service not received / policy exception", "context": "Credit Union D service not received / policy exception case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1677.78, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-01-19T14:00:00.000Z", "actionAt": "2026-01-19T14:00:00.000Z", "outcomeAt": "2026-02-10T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:19", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-020", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "account takeover / suspicious transaction / consumer documentation gap", "context": "Credit Union C account takeover / suspicious transaction / consumer documentation gap case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.65, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3813.73, "grade": "CORRECT", "gradeConfidence": 0.7, "decisionAt": "2026-01-20T14:00:00.000Z", "actionAt": "2026-01-22T14:00:00.000Z", "outcomeAt": "2026-02-21T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:20", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-021", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "service not received / merchant descriptor mismatch", "context": "Credit Union B service not received / merchant descriptor mismatch case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.68, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1121.52, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.75, "decisionAt": "2026-01-21T14:00:00.000Z", "actionAt": "2026-01-21T14:00:00.000Z", "outcomeAt": "2026-02-19T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:21", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-022", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-present unauthorized transaction", "context": "Credit Union E card-present unauthorized transaction case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 410.97, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-01-22T14:00:00.000Z", "actionAt": "2026-01-24T14:00:00.000Z", "outcomeAt": "2026-02-21T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:22", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-023", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / high-value exposure", "context": "Credit Union D card-not-present fraud / high-value exposure case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.58, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1644.48, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.77, "decisionAt": "2026-01-23T14:00:00.000Z", "actionAt": "2026-01-23T14:00:00.000Z", "outcomeAt": "2026-03-04T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:23", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-024", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "ACH dispute / high-value exposure", "context": "Credit Union A ACH dispute / high-value exposure case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.65, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1507.53, "grade": "INCORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-01-24T14:00:00.000Z", "actionAt": "2026-01-26T14:00:00.000Z", "outcomeAt": "2026-02-17T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:24", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-025", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.91, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3889.66, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-01-25T14:00:00.000Z", "actionAt": "2026-01-26T14:00:00.000Z", "outcomeAt": "2026-02-17T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:25", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-026", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "account takeover / suspicious transaction", "context": "Credit Union B account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.62, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1514.77, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.76, "decisionAt": "2026-01-26T14:00:00.000Z", "actionAt": "2026-01-26T14:00:00.000Z", "outcomeAt": "2026-02-20T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:26", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-027", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / repeat merchant", "context": "Credit Union A merchant dispute / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1791.94, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-01-27T14:00:00.000Z", "actionAt": "2026-01-27T14:00:00.000Z", "outcomeAt": "2026-02-23T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:27", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-028", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "merchant dispute", "context": "Credit Union E merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.84, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1985.46, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-01-28T14:00:00.000Z", "actionAt": "2026-01-29T14:00:00.000Z", "outcomeAt": "2026-02-17T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:28", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-029", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "account takeover / suspicious transaction", "context": "Credit Union E account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.57, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1449.6, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.75, "decisionAt": "2026-01-29T14:00:00.000Z", "actionAt": "2026-01-29T14:00:00.000Z", "outcomeAt": "2026-03-05T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:29", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-030", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "edge/ambiguous dispute", "context": "Credit Union D edge/ambiguous dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.59, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 496.04, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-01-30T14:00:00.000Z", "actionAt": "2026-01-31T14:00:00.000Z", "outcomeAt": "2026-03-07T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:30", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-031", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.65, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 674.24, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.72, "decisionAt": "2026-01-31T14:00:00.000Z", "actionAt": "2026-02-01T14:00:00.000Z", "outcomeAt": "2026-02-26T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:31", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-032", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1178.05, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-02-01T14:00:00.000Z", "actionAt": "2026-02-01T14:00:00.000Z", "outcomeAt": "2026-02-20T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:32", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-033", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.94, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 961.9, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-02-02T14:00:00.000Z", "actionAt": "2026-02-04T14:00:00.000Z", "outcomeAt": "2026-02-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:33", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-034", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "service not received", "context": "Credit Union C service not received case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.88, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 782.94, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-02-03T14:00:00.000Z", "actionAt": "2026-02-04T14:00:00.000Z", "outcomeAt": "2026-02-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:34", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-035", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute", "context": "Credit Union D merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.64, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2203.23, "grade": "CORRECT", "gradeConfidence": 0.78, "decisionAt": "2026-02-04T14:00:00.000Z", "actionAt": "2026-02-05T14:00:00.000Z", "outcomeAt": "2026-03-04T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:35", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-036", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud / missing receipt", "context": "Credit Union C card-not-present fraud / missing receipt case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.76, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -2404.3, "grade": "INCORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-02-05T14:00:00.000Z", "actionAt": "2026-02-07T14:00:00.000Z", "outcomeAt": "2026-02-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:36", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-037", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute / merchant descriptor mismatch", "context": "Credit Union A recurring-subscription dispute / merchant descriptor mismatch case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.68, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1663.22, "grade": "CORRECT", "gradeConfidence": 0.78, "decisionAt": "2026-02-06T14:00:00.000Z", "actionAt": "2026-02-08T14:00:00.000Z", "outcomeAt": "2026-03-13T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:37", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-038", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute / consumer documentation gap", "context": "Credit Union D merchant dispute / consumer documentation gap case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1485.48, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-02-07T14:00:00.000Z", "actionAt": "2026-02-08T14:00:00.000Z", "outcomeAt": "2026-03-08T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:38", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-039", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-present unauthorized transaction", "context": "Credit Union B card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.93, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1069.75, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-02-08T14:00:00.000Z", "actionAt": "2026-02-09T14:00:00.000Z", "outcomeAt": "2026-02-23T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:39", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-040", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge / consumer documentation gap", "context": "Credit Union A duplicate charge / consumer documentation gap case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 987.22, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-02-09T14:00:00.000Z", "actionAt": "2026-02-10T14:00:00.000Z", "outcomeAt": "2026-02-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:40", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-041", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "service not received", "context": "Credit Union A service not received case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2069.57, "grade": "CORRECT", "gradeConfidence": 0.84, "decisionAt": "2026-02-10T14:00:00.000Z", "actionAt": "2026-02-12T14:00:00.000Z", "outcomeAt": "2026-03-04T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:41", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-042", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "service not received", "context": "Credit Union B service not received case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.72, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1031.9, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.73, "decisionAt": "2026-02-11T14:00:00.000Z", "actionAt": "2026-02-11T14:00:00.000Z", "outcomeAt": "2026-03-09T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:42", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-043", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1245.72, "grade": "INCORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-02-12T14:00:00.000Z", "actionAt": "2026-02-13T14:00:00.000Z", "outcomeAt": "2026-03-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:43", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-044", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / merchant descriptor mismatch", "context": "Credit Union A merchant dispute / merchant descriptor mismatch case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.71, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2001.56, "grade": "CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-02-13T14:00:00.000Z", "actionAt": "2026-02-14T14:00:00.000Z", "outcomeAt": "2026-03-18T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:44", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-045", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "merchant dispute", "context": "Credit Union E merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-02-14T14:00:00.000Z", "actionAt": "2026-02-16T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:45", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-046", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "merchant dispute", "context": "Credit Union B merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.81, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 887.65, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-02-15T14:00:00.000Z", "actionAt": "2026-02-17T14:00:00.000Z", "outcomeAt": "2026-03-14T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:46", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-047", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / high-value exposure", "context": "Credit Union D card-not-present fraud / high-value exposure case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3236.71, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-02-16T14:00:00.000Z", "actionAt": "2026-02-17T14:00:00.000Z", "outcomeAt": "2026-03-05T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:47", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-048", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.75, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 874.93, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-02-17T14:00:00.000Z", "actionAt": "2026-02-17T14:00:00.000Z", "outcomeAt": "2026-03-09T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:48", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-049", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 445.73, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-02-18T14:00:00.000Z", "actionAt": "2026-02-19T14:00:00.000Z", "outcomeAt": "2026-03-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:49", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-050", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / merchant descriptor mismatch", "context": "Credit Union A merchant dispute / merchant descriptor mismatch case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.64, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1435.64, "grade": "INCORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-02-19T14:00:00.000Z", "actionAt": "2026-02-19T14:00:00.000Z", "outcomeAt": "2026-03-13T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:50", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-051", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.9, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1117.73, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-02-20T14:00:00.000Z", "actionAt": "2026-02-22T14:00:00.000Z", "outcomeAt": "2026-03-09T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:51", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-052", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "account takeover / suspicious transaction", "context": "Credit Union E account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.52, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1616.15, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.75, "decisionAt": "2026-02-21T14:00:00.000Z", "actionAt": "2026-02-22T14:00:00.000Z", "outcomeAt": "2026-04-06T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:52", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-053", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3655.24, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-02-22T14:00:00.000Z", "actionAt": "2026-02-23T14:00:00.000Z", "outcomeAt": "2026-03-16T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:53", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-054", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1749.08, "grade": "CORRECT", "gradeConfidence": 0.76, "decisionAt": "2026-02-23T14:00:00.000Z", "actionAt": "2026-02-24T14:00:00.000Z", "outcomeAt": "2026-03-25T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:54", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-055", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.84, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1238.05, "grade": "CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-02-24T14:00:00.000Z", "actionAt": "2026-02-24T14:00:00.000Z", "outcomeAt": "2026-03-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:55", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-056", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1030.47, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-02-25T14:00:00.000Z", "actionAt": "2026-02-26T14:00:00.000Z", "outcomeAt": "2026-03-14T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:56", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-057", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "service not received", "context": "Credit Union C service not received case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.72, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 798.23, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.84, "decisionAt": "2026-02-26T14:00:00.000Z", "actionAt": "2026-02-27T14:00:00.000Z", "outcomeAt": "2026-03-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:57", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-058", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "duplicate charge", "context": "Credit Union E duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1101.59, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-02-27T14:00:00.000Z", "actionAt": "2026-03-01T14:00:00.000Z", "outcomeAt": "2026-03-19T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:58", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-059", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "service not received / merchant descriptor mismatch", "context": "Credit Union B service not received / merchant descriptor mismatch case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.57, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 690.08, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-02-28T14:00:00.000Z", "actionAt": "2026-03-02T14:00:00.000Z", "outcomeAt": "2026-03-29T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:59", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-060", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "service not received", "context": "Credit Union A service not received case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 839.03, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-03-01T14:00:00.000Z", "actionAt": "2026-03-01T14:00:00.000Z", "outcomeAt": "2026-03-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:60", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-061", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud", "context": "Credit Union A card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.66, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1784.93, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-03-02T14:00:00.000Z", "actionAt": "2026-03-03T14:00:00.000Z", "outcomeAt": "2026-03-26T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:61", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-062", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute / policy exception", "context": "Credit Union D merchant dispute / policy exception case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.8, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1589.33, "grade": "CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-03-03T14:00:00.000Z", "actionAt": "2026-03-04T14:00:00.000Z", "outcomeAt": "2026-03-26T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:62", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-063", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud / missing receipt", "context": "Credit Union A card-not-present fraud / missing receipt case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3764.68, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-03-04T14:00:00.000Z", "actionAt": "2026-03-06T14:00:00.000Z", "outcomeAt": "2026-03-29T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:63", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-064", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "service not received / missing receipt", "context": "Credit Union D service not received / missing receipt case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.73, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2036.53, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-03-05T14:00:00.000Z", "actionAt": "2026-03-06T14:00:00.000Z", "outcomeAt": "2026-03-21T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:64", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-065", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction", "context": "Credit Union A card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.88, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1194.55, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-03-06T14:00:00.000Z", "actionAt": "2026-03-06T14:00:00.000Z", "outcomeAt": "2026-04-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:65", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-066", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud", "context": "Credit Union B card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2408.65, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-03-07T14:00:00.000Z", "actionAt": "2026-03-08T14:00:00.000Z", "outcomeAt": "2026-03-30T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:66", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-067", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / consumer documentation gap", "context": "Credit Union D card-not-present fraud / consumer documentation gap case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3386.57, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-03-08T14:00:00.000Z", "actionAt": "2026-03-08T14:00:00.000Z", "outcomeAt": "2026-04-04T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:67", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-068", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / late network response", "context": "Credit Union A card-present unauthorized transaction / late network response case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 620.79, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.72, "decisionAt": "2026-03-09T14:00:00.000Z", "actionAt": "2026-03-10T14:00:00.000Z", "outcomeAt": "2026-03-29T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:68", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-069", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-present unauthorized transaction", "context": "Credit Union B card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 525.52, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-03-10T14:00:00.000Z", "actionAt": "2026-03-10T14:00:00.000Z", "outcomeAt": "2026-04-04T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:69", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-070", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "merchant dispute / repeat merchant", "context": "Credit Union C merchant dispute / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.84, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1930.61, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-03-11T14:00:00.000Z", "actionAt": "2026-03-11T14:00:00.000Z", "outcomeAt": "2026-04-09T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:70", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-071", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1252.75, "grade": "INCORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-03-12T14:00:00.000Z", "actionAt": "2026-03-13T14:00:00.000Z", "outcomeAt": "2026-04-02T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:71", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-072", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "ACH dispute / high-value exposure", "context": "Credit Union D ACH dispute / high-value exposure case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.7, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1583.15, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-03-13T14:00:00.000Z", "actionAt": "2026-03-14T14:00:00.000Z", "outcomeAt": "2026-04-08T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:72", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-073", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "duplicate charge / consumer documentation gap", "context": "Credit Union E duplicate charge / consumer documentation gap case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-03-14T14:00:00.000Z", "actionAt": "2026-03-16T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:73", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-074", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction / repeat merchant", "context": "Credit Union C card-present unauthorized transaction / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1102.25, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-03-15T14:00:00.000Z", "actionAt": "2026-03-17T14:00:00.000Z", "outcomeAt": "2026-04-06T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:74", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-075", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute / consumer documentation gap", "context": "Credit Union D merchant dispute / consumer documentation gap case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.67, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1429.59, "grade": "CORRECT", "gradeConfidence": 0.69, "decisionAt": "2026-03-16T14:00:00.000Z", "actionAt": "2026-03-17T14:00:00.000Z", "outcomeAt": "2026-04-21T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:75", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-076", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "merchant dispute / repeat merchant", "context": "Credit Union E merchant dispute / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.92, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2202.55, "grade": "CORRECT", "gradeConfidence": 0.84, "decisionAt": "2026-03-17T14:00:00.000Z", "actionAt": "2026-03-17T14:00:00.000Z", "outcomeAt": "2026-04-13T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:76", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-077", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge / missing receipt", "context": "Credit Union A duplicate charge / missing receipt case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1272.85, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-03-18T14:00:00.000Z", "actionAt": "2026-03-19T14:00:00.000Z", "outcomeAt": "2026-04-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:77", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-078", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "merchant dispute", "context": "Credit Union B merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.9, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1060.86, "grade": "INCORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-03-19T14:00:00.000Z", "actionAt": "2026-03-20T14:00:00.000Z", "outcomeAt": "2026-04-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:78", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-079", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1545.35, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-03-20T14:00:00.000Z", "actionAt": "2026-03-21T14:00:00.000Z", "outcomeAt": "2026-04-17T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:79", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-080", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "ACH dispute", "context": "Credit Union D ACH dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.66, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3907.04, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-03-21T14:00:00.000Z", "actionAt": "2026-03-23T14:00:00.000Z", "outcomeAt": "2026-04-13T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:80", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-081", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "ACH dispute", "context": "Credit Union B ACH dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3254.29, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-03-22T14:00:00.000Z", "actionAt": "2026-03-22T14:00:00.000Z", "outcomeAt": "2026-04-11T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:81", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-082", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / consumer documentation gap", "context": "Credit Union A card-present unauthorized transaction / consumer documentation gap case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1180.28, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-03-23T14:00:00.000Z", "actionAt": "2026-03-24T14:00:00.000Z", "outcomeAt": "2026-04-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:82", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-083", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.67, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3271.46, "grade": "CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-03-24T14:00:00.000Z", "actionAt": "2026-03-25T14:00:00.000Z", "outcomeAt": "2026-04-20T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:83", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-084", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "service not received", "context": "Credit Union D service not received case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2141.53, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-03-25T14:00:00.000Z", "actionAt": "2026-03-25T14:00:00.000Z", "outcomeAt": "2026-04-19T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:84", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-085", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud / merchant descriptor mismatch", "context": "Credit Union B card-not-present fraud / merchant descriptor mismatch case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.53, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3253.07, "grade": "CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-03-26T14:00:00.000Z", "actionAt": "2026-03-26T14:00:00.000Z", "outcomeAt": "2026-04-29T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:85", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-086", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / consumer documentation gap", "context": "Credit Union D card-not-present fraud / consumer documentation gap case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2792.62, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-03-27T14:00:00.000Z", "actionAt": "2026-03-28T14:00:00.000Z", "outcomeAt": "2026-04-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:86", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-087", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / merchant descriptor mismatch", "context": "Credit Union A merchant dispute / merchant descriptor mismatch case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.81, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -984.94, "grade": "INCORRECT", "gradeConfidence": 0.74, "decisionAt": "2026-03-28T14:00:00.000Z", "actionAt": "2026-03-29T14:00:00.000Z", "outcomeAt": "2026-04-25T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:87", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-088", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "duplicate charge", "context": "Credit Union C duplicate charge case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 827.91, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-03-29T14:00:00.000Z", "actionAt": "2026-03-31T14:00:00.000Z", "outcomeAt": "2026-04-16T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:88", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-089", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud / late network response", "context": "Credit Union B card-not-present fraud / late network response case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-03-30T14:00:00.000Z", "actionAt": "2026-03-31T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:89", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-090", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud", "context": "Credit Union B card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.82, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3733.92, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-03-31T14:00:00.000Z", "actionAt": "2026-03-31T14:00:00.000Z", "outcomeAt": "2026-04-15T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:90", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-091", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "account takeover / suspicious transaction", "context": "Credit Union D account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.58, "humanDecision": "Optimize evidence", "humanOverride": true, "actionTaken": "Optimize evidence", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1836.96, "grade": "INCORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-04-01T14:00:00.000Z", "actionAt": "2026-04-03T14:00:00.000Z", "outcomeAt": "2026-05-04T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:91", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-092", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute", "context": "Credit Union D merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1680.96, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-04-02T14:00:00.000Z", "actionAt": "2026-04-03T14:00:00.000Z", "outcomeAt": "2026-04-29T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:92", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-093", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1411.82, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-04-03T14:00:00.000Z", "actionAt": "2026-04-05T14:00:00.000Z", "outcomeAt": "2026-04-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:93", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-094", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-present unauthorized transaction / repeat merchant", "context": "Credit Union D card-present unauthorized transaction / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.92, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1417.22, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-04-04T14:00:00.000Z", "actionAt": "2026-04-05T14:00:00.000Z", "outcomeAt": "2026-04-20T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:94", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-095", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3180.47, "grade": "CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-04-05T14:00:00.000Z", "actionAt": "2026-04-05T14:00:00.000Z", "outcomeAt": "2026-04-20T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:95", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-096", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "merchant dispute / merchant descriptor mismatch", "context": "Credit Union C merchant dispute / merchant descriptor mismatch case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.73, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1908.69, "grade": "CORRECT", "gradeConfidence": 0.73, "decisionAt": "2026-04-06T14:00:00.000Z", "actionAt": "2026-04-06T14:00:00.000Z", "outcomeAt": "2026-04-25T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:96", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-097", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-present unauthorized transaction", "context": "Credit Union D card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 974.98, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-04-07T14:00:00.000Z", "actionAt": "2026-04-08T14:00:00.000Z", "outcomeAt": "2026-04-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:97", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-098", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge / high-value exposure", "context": "Credit Union A duplicate charge / high-value exposure case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 462.86, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-04-08T14:00:00.000Z", "actionAt": "2026-04-08T14:00:00.000Z", "outcomeAt": "2026-04-30T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:98", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-099", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction", "context": "Credit Union A card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.96, "humanDecision": "Optimize evidence", "humanOverride": true, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 815.76, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-04-09T14:00:00.000Z", "actionAt": "2026-04-11T14:00:00.000Z", "outcomeAt": "2026-04-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:99", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-100", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1514.96, "grade": "INCORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-04-10T14:00:00.000Z", "actionAt": "2026-04-11T14:00:00.000Z", "outcomeAt": "2026-05-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:100", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-101", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud", "context": "Credit Union B card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3846.4, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-04-11T14:00:00.000Z", "actionAt": "2026-04-13T14:00:00.000Z", "outcomeAt": "2026-04-23T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:101", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-102", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 815.4, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-04-12T14:00:00.000Z", "actionAt": "2026-04-12T14:00:00.000Z", "outcomeAt": "2026-04-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:102", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-103", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / policy exception", "context": "Credit Union D card-not-present fraud / policy exception case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.88, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2647.14, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-04-13T14:00:00.000Z", "actionAt": "2026-04-15T14:00:00.000Z", "outcomeAt": "2026-05-13T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:103", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-104", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "edge/ambiguous dispute", "context": "Credit Union E edge/ambiguous dispute case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.47, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -663.21, "grade": "INCORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-04-14T14:00:00.000Z", "actionAt": "2026-04-15T14:00:00.000Z", "outcomeAt": "2026-05-13T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:104", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-105", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute / consumer documentation gap", "context": "Credit Union D merchant dispute / consumer documentation gap case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.63, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1163.33, "grade": "INCORRECT", "gradeConfidence": 0.75, "decisionAt": "2026-04-15T14:00:00.000Z", "actionAt": "2026-04-16T14:00:00.000Z", "outcomeAt": "2026-05-09T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:105", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-106", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1766.49, "grade": "INCORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-04-16T14:00:00.000Z", "actionAt": "2026-04-18T14:00:00.000Z", "outcomeAt": "2026-05-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:106", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-107", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-present unauthorized transaction", "context": "Credit Union B card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-04-17T14:00:00.000Z", "actionAt": "2026-04-18T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:107", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-108", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-04-18T14:00:00.000Z", "actionAt": "2026-04-19T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:108", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-109", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.71, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1105.91, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.8, "decisionAt": "2026-04-19T14:00:00.000Z", "actionAt": "2026-04-20T14:00:00.000Z", "outcomeAt": "2026-05-10T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:109", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-110", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "service not received", "context": "Credit Union C service not received case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1852.36, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-04-20T14:00:00.000Z", "actionAt": "2026-04-21T14:00:00.000Z", "outcomeAt": "2026-05-09T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:110", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-111", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "account takeover / suspicious transaction", "context": "Credit Union B account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.61, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1649.68, "grade": "INCORRECT", "gradeConfidence": 0.7, "decisionAt": "2026-04-21T14:00:00.000Z", "actionAt": "2026-04-23T14:00:00.000Z", "outcomeAt": "2026-06-01T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:111", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-112", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "service not received", "context": "Credit Union C service not received case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.78, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 756.23, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-04-22T14:00:00.000Z", "actionAt": "2026-04-24T14:00:00.000Z", "outcomeAt": "2026-05-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:112", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-113", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1313.71, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-04-23T14:00:00.000Z", "actionAt": "2026-04-24T14:00:00.000Z", "outcomeAt": "2026-05-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:113", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-114", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge / missing receipt", "context": "Credit Union A duplicate charge / missing receipt case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.7, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -597.45, "grade": "INCORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-04-24T14:00:00.000Z", "actionAt": "2026-04-26T14:00:00.000Z", "outcomeAt": "2026-05-11T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:114", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-115", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "account takeover / suspicious transaction", "context": "Credit Union B account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.57, "humanDecision": "Optimize evidence", "humanOverride": true, "actionTaken": "Optimize evidence", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1615.62, "grade": "INCORRECT", "gradeConfidence": 0.7, "decisionAt": "2026-04-25T14:00:00.000Z", "actionAt": "2026-04-27T14:00:00.000Z", "outcomeAt": "2026-06-06T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:115", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-116", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute / policy exception", "context": "Credit Union D merchant dispute / policy exception case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1912.33, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-04-26T14:00:00.000Z", "actionAt": "2026-04-27T14:00:00.000Z", "outcomeAt": "2026-05-18T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:116", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-117", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.69, "humanDecision": "Optimize evidence", "humanOverride": true, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2404.21, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-04-27T14:00:00.000Z", "actionAt": "2026-04-28T14:00:00.000Z", "outcomeAt": "2026-05-17T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:117", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-118", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-present unauthorized transaction", "context": "Credit Union D card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.67, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 510.31, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.72, "decisionAt": "2026-04-28T14:00:00.000Z", "actionAt": "2026-04-30T14:00:00.000Z", "outcomeAt": "2026-05-26T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:118", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-119", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 471.77, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-04-29T14:00:00.000Z", "actionAt": "2026-04-30T14:00:00.000Z", "outcomeAt": "2026-05-11T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:119", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-120", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / policy exception", "context": "Credit Union D card-not-present fraud / policy exception case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.72, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2533.54, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-04-30T14:00:00.000Z", "actionAt": "2026-05-01T14:00:00.000Z", "outcomeAt": "2026-05-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:120", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-121", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud", "context": "Credit Union A card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3549.69, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-05-01T14:00:00.000Z", "actionAt": "2026-05-02T14:00:00.000Z", "outcomeAt": "2026-05-18T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:121", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-122", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 883.56, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-05-02T14:00:00.000Z", "actionAt": "2026-05-04T14:00:00.000Z", "outcomeAt": "2026-05-15T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:122", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-123", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud", "context": "Credit Union D card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.56, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1961.29, "grade": "INCORRECT", "gradeConfidence": 0.77, "decisionAt": "2026-05-03T14:00:00.000Z", "actionAt": "2026-05-03T14:00:00.000Z", "outcomeAt": "2026-06-10T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:123", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-124", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "recurring-subscription dispute", "context": "Credit Union B recurring-subscription dispute case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.66, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 608.83, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.76, "decisionAt": "2026-05-04T14:00:00.000Z", "actionAt": "2026-05-04T14:00:00.000Z", "outcomeAt": "2026-05-27T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:124", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-125", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction / repeat merchant", "context": "Credit Union C card-present unauthorized transaction / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2312.01, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-05-05T14:00:00.000Z", "actionAt": "2026-05-05T14:00:00.000Z", "outcomeAt": "2026-05-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:125", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-126", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud / policy exception", "context": "Credit Union C card-not-present fraud / policy exception case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.75, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2519.48, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-05-06T14:00:00.000Z", "actionAt": "2026-05-07T14:00:00.000Z", "outcomeAt": "2026-06-03T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:126", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-127", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction", "context": "Credit Union A card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.84, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 628.3, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-05-07T14:00:00.000Z", "actionAt": "2026-05-07T14:00:00.000Z", "outcomeAt": "2026-06-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:127", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-128", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "ACH dispute / cross-channel claim", "context": "Credit Union B ACH dispute / cross-channel claim case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.63, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3482.93, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-05-08T14:00:00.000Z", "actionAt": "2026-05-10T14:00:00.000Z", "outcomeAt": "2026-05-27T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:128", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-129", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / high-value exposure", "context": "Credit Union D card-not-present fraud / high-value exposure case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.61, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1553.54, "grade": "INCORRECT", "gradeConfidence": 0.77, "decisionAt": "2026-05-09T14:00:00.000Z", "actionAt": "2026-05-09T14:00:00.000Z", "outcomeAt": "2026-06-16T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:129", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-130", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.72, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2580.97, "grade": "CORRECT", "gradeConfidence": 0.69, "decisionAt": "2026-05-10T14:00:00.000Z", "actionAt": "2026-05-10T14:00:00.000Z", "outcomeAt": "2026-06-11T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:130", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-131", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "merchant dispute / consumer documentation gap", "context": "Credit Union B merchant dispute / consumer documentation gap case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.82, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1809.22, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-05-11T14:00:00.000Z", "actionAt": "2026-05-12T14:00:00.000Z", "outcomeAt": "2026-05-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:131", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-132", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.7, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 585.66, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.76, "decisionAt": "2026-05-12T14:00:00.000Z", "actionAt": "2026-05-13T14:00:00.000Z", "outcomeAt": "2026-06-02T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:132", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-133", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "account takeover / suspicious transaction", "context": "Credit Union A account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.45, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2468.28, "grade": "CORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-05-13T14:00:00.000Z", "actionAt": "2026-05-13T14:00:00.000Z", "outcomeAt": "2026-06-17T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:133", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-134", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute / repeat merchant", "context": "Credit Union C ACH dispute / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.73, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1755.23, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-05-14T14:00:00.000Z", "actionAt": "2026-05-14T14:00:00.000Z", "outcomeAt": "2026-06-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:134", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-135", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud", "context": "Credit Union C card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.92, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3807.61, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-05-15T14:00:00.000Z", "actionAt": "2026-05-15T14:00:00.000Z", "outcomeAt": "2026-05-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:135", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-136", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud", "context": "Credit Union D card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2810.08, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-05-16T14:00:00.000Z", "actionAt": "2026-05-16T14:00:00.000Z", "outcomeAt": "2026-06-11T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:136", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-137", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.59, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3063.29, "grade": "CORRECT", "gradeConfidence": 0.78, "decisionAt": "2026-05-17T14:00:00.000Z", "actionAt": "2026-05-18T14:00:00.000Z", "outcomeAt": "2026-06-25T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:137", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-138", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud", "context": "Credit Union B card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.68, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1649.29, "grade": "INCORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-05-18T14:00:00.000Z", "actionAt": "2026-05-18T14:00:00.000Z", "outcomeAt": "2026-06-08T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:138", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-139", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute / high-value exposure", "context": "Credit Union A recurring-subscription dispute / high-value exposure case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.9, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 935.71, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-05-19T14:00:00.000Z", "actionAt": "2026-05-21T14:00:00.000Z", "outcomeAt": "2026-06-09T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:139", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-140", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2702.78, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-05-20T14:00:00.000Z", "actionAt": "2026-05-21T14:00:00.000Z", "outcomeAt": "2026-06-05T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:140", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-141", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "merchant dispute", "context": "Credit Union B merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.76, "humanDecision": "Optimize evidence", "humanOverride": true, "actionTaken": "Optimize evidence", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1019.16, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-05-21T14:00:00.000Z", "actionAt": "2026-05-22T14:00:00.000Z", "outcomeAt": "2026-06-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:141", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-142", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "service not received / cross-channel claim", "context": "Credit Union A service not received / cross-channel claim case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 983.66, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-05-22T14:00:00.000Z", "actionAt": "2026-05-22T14:00:00.000Z", "outcomeAt": "2026-06-08T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:142", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-143", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 915.02, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-05-23T14:00:00.000Z", "actionAt": "2026-05-23T14:00:00.000Z", "outcomeAt": "2026-06-17T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:143", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-144", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "duplicate charge / repeat merchant", "context": "Credit Union B duplicate charge / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2170.76, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-05-24T14:00:00.000Z", "actionAt": "2026-05-24T14:00:00.000Z", "outcomeAt": "2026-06-15T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:144", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-145", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "service not received", "context": "Credit Union C service not received case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.84, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 911.71, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-05-25T14:00:00.000Z", "actionAt": "2026-05-26T14:00:00.000Z", "outcomeAt": "2026-06-09T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:145", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-146", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / consumer documentation gap", "context": "Credit Union A merchant dispute / consumer documentation gap case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2009.79, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-05-26T14:00:00.000Z", "actionAt": "2026-05-27T14:00:00.000Z", "outcomeAt": "2026-06-21T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:146", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-147", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud / merchant descriptor mismatch", "context": "Credit Union B card-not-present fraud / merchant descriptor mismatch case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3465.35, "grade": "CORRECT", "gradeConfidence": 0.76, "decisionAt": "2026-05-27T14:00:00.000Z", "actionAt": "2026-05-29T14:00:00.000Z", "outcomeAt": "2026-06-23T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:147", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-148", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "edge/ambiguous dispute", "context": "Credit Union D edge/ambiguous dispute case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.53, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -492.17, "grade": "INCORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-05-28T14:00:00.000Z", "actionAt": "2026-05-28T14:00:00.000Z", "outcomeAt": "2026-07-02T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:148", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-149", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "service not received", "context": "Credit Union A service not received case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2164.94, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-05-29T14:00:00.000Z", "actionAt": "2026-05-30T14:00:00.000Z", "outcomeAt": "2026-06-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:149", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-150", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "account takeover / suspicious transaction", "context": "Credit Union C account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.54, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -2051.68, "grade": "INCORRECT", "gradeConfidence": 0.7, "decisionAt": "2026-05-30T14:00:00.000Z", "actionAt": "2026-05-30T14:00:00.000Z", "outcomeAt": "2026-06-29T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:150", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-151", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "duplicate charge / late network response", "context": "Credit Union E duplicate charge / late network response case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.91, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 619.41, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-05-31T14:00:00.000Z", "actionAt": "2026-06-02T14:00:00.000Z", "outcomeAt": "2026-06-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:151", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-152", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute / consumer documentation gap", "context": "Credit Union D merchant dispute / consumer documentation gap case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1064.69, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-06-01T14:00:00.000Z", "actionAt": "2026-06-02T14:00:00.000Z", "outcomeAt": "2026-06-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:152", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-153", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "duplicate charge", "context": "Credit Union D duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.92, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1213.23, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-06-02T14:00:00.000Z", "actionAt": "2026-06-02T14:00:00.000Z", "outcomeAt": "2026-06-30T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:153", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-154", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.88, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1174.26, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-06-03T14:00:00.000Z", "actionAt": "2026-06-04T14:00:00.000Z", "outcomeAt": "2026-06-29T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:154", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-155", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.68, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1725.65, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-06-04T14:00:00.000Z", "actionAt": "2026-06-04T14:00:00.000Z", "outcomeAt": "2026-07-03T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:155", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-156", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / consumer documentation gap", "context": "Credit Union A merchant dispute / consumer documentation gap case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.63, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1960.68, "grade": "CORRECT", "gradeConfidence": 0.74, "decisionAt": "2026-06-05T14:00:00.000Z", "actionAt": "2026-06-05T14:00:00.000Z", "outcomeAt": "2026-07-08T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:156", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-157", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.84, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 996.27, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-06-06T14:00:00.000Z", "actionAt": "2026-06-07T14:00:00.000Z", "outcomeAt": "2026-07-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:157", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-158", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute", "context": "Credit Union D merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2020.08, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-06-07T14:00:00.000Z", "actionAt": "2026-06-07T14:00:00.000Z", "outcomeAt": "2026-07-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:158", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-159", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "account takeover / suspicious transaction", "context": "Credit Union B account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.52, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1498.68, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.7, "decisionAt": "2026-06-08T14:00:00.000Z", "actionAt": "2026-06-10T14:00:00.000Z", "outcomeAt": "2026-07-09T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:159", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-160", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / consumer documentation gap", "context": "Credit Union A card-present unauthorized transaction / consumer documentation gap case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -792.28, "grade": "INCORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-06-09T14:00:00.000Z", "actionAt": "2026-06-10T14:00:00.000Z", "outcomeAt": "2026-07-02T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:160", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-161", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud / missing receipt", "context": "Credit Union A card-not-present fraud / missing receipt case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.95, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3456.14, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-06-10T14:00:00.000Z", "actionAt": "2026-06-11T14:00:00.000Z", "outcomeAt": "2026-06-29T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:161", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-162", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-06-11T14:00:00.000Z", "actionAt": "2026-06-13T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:162", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-163", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "recurring-subscription dispute", "context": "Credit Union B recurring-subscription dispute case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.68, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 933.6, "grade": "CORRECT", "gradeConfidence": 0.78, "decisionAt": "2026-06-12T14:00:00.000Z", "actionAt": "2026-06-14T14:00:00.000Z", "outcomeAt": "2026-07-15T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:163", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-164", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "account takeover / suspicious transaction", "context": "Credit Union A account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.47, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3748.21, "grade": "CORRECT", "gradeConfidence": 0.78, "decisionAt": "2026-06-13T14:00:00.000Z", "actionAt": "2026-06-14T14:00:00.000Z", "outcomeAt": "2026-07-12T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:164", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-165", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-present unauthorized transaction", "context": "Credit Union D card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1126.94, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-06-14T14:00:00.000Z", "actionAt": "2026-06-16T14:00:00.000Z", "outcomeAt": "2026-06-30T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:165", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-166", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud", "context": "Credit Union B card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3771.27, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-06-15T14:00:00.000Z", "actionAt": "2026-06-15T14:00:00.000Z", "outcomeAt": "2026-07-14T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:166", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-167", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / merchant descriptor mismatch", "context": "Credit Union A merchant dispute / merchant descriptor mismatch case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.78, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1471.98, "grade": "CORRECT", "gradeConfidence": 0.75, "decisionAt": "2026-06-16T14:00:00.000Z", "actionAt": "2026-06-16T14:00:00.000Z", "outcomeAt": "2026-07-15T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:167", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-168", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "duplicate charge", "context": "Credit Union C duplicate charge case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.84, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 849.66, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-06-17T14:00:00.000Z", "actionAt": "2026-06-18T14:00:00.000Z", "outcomeAt": "2026-07-16T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:168", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-169", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.81, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 817.59, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-06-18T14:00:00.000Z", "actionAt": "2026-06-18T14:00:00.000Z", "outcomeAt": "2026-06-30T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:169", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-170", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge / missing receipt", "context": "Credit Union A duplicate charge / missing receipt case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 807.11, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-06-19T14:00:00.000Z", "actionAt": "2026-06-21T14:00:00.000Z", "outcomeAt": "2026-07-05T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:170", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-171", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2708.58, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-06-20T14:00:00.000Z", "actionAt": "2026-06-21T14:00:00.000Z", "outcomeAt": "2026-07-05T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:171", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-172", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "recurring-subscription dispute", "context": "Credit Union B recurring-subscription dispute case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.84, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1075.54, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-06-21T14:00:00.000Z", "actionAt": "2026-06-23T14:00:00.000Z", "outcomeAt": "2026-07-04T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:172", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-173", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "merchant dispute", "context": "Credit Union E merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1932.73, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-06-22T14:00:00.000Z", "actionAt": "2026-06-24T14:00:00.000Z", "outcomeAt": "2026-07-10T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:173", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-174", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.73, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -623.94, "grade": "INCORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-06-23T14:00:00.000Z", "actionAt": "2026-06-23T14:00:00.000Z", "outcomeAt": "2026-07-15T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:174", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-175", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 481.78, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-06-24T14:00:00.000Z", "actionAt": "2026-06-24T14:00:00.000Z", "outcomeAt": "2026-07-16T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:175", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-176", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud", "context": "Credit Union B card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3811.78, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-06-25T14:00:00.000Z", "actionAt": "2026-06-25T14:00:00.000Z", "outcomeAt": "2026-07-13T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:176", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-177", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2479.04, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-06-26T14:00:00.000Z", "actionAt": "2026-06-27T14:00:00.000Z", "outcomeAt": "2026-07-20T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:177", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-178", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "service not received / cross-channel claim", "context": "Credit Union A service not received / cross-channel claim case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.73, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2204.96, "grade": "CORRECT", "gradeConfidence": 0.72, "decisionAt": "2026-06-27T14:00:00.000Z", "actionAt": "2026-06-28T14:00:00.000Z", "outcomeAt": "2026-08-04T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:178", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-179", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "service not received / cross-channel claim", "context": "Credit Union A service not received / cross-channel claim case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1333.05, "grade": "INCORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-06-28T14:00:00.000Z", "actionAt": "2026-06-28T14:00:00.000Z", "outcomeAt": "2026-07-13T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:179", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-180", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "service not received", "context": "Credit Union C service not received case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1135.5, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-06-29T14:00:00.000Z", "actionAt": "2026-06-30T14:00:00.000Z", "outcomeAt": "2026-07-26T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:180", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-181", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "merchant dispute", "context": "Credit Union C merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.93, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1346.26, "grade": "INCORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-06-30T14:00:00.000Z", "actionAt": "2026-07-01T14:00:00.000Z", "outcomeAt": "2026-07-23T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:181", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-182", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / repeat merchant", "context": "Credit Union A card-present unauthorized transaction / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1380.37, "grade": "INCORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-07-01T14:00:00.000Z", "actionAt": "2026-07-03T14:00:00.000Z", "outcomeAt": "2026-08-02T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:182", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-183", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "recurring-subscription dispute / policy exception", "context": "Credit Union B recurring-subscription dispute / policy exception case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 528.39, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-07-02T14:00:00.000Z", "actionAt": "2026-07-03T14:00:00.000Z", "outcomeAt": "2026-07-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:183", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-184", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-07-03T14:00:00.000Z", "actionAt": "2026-07-03T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:184", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-185", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud", "context": "Credit Union A card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3109.73, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-07-04T14:00:00.000Z", "actionAt": "2026-07-05T14:00:00.000Z", "outcomeAt": "2026-07-27T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:185", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-186", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction / policy exception", "context": "Credit Union C card-present unauthorized transaction / policy exception case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.92, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1045.38, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-07-05T14:00:00.000Z", "actionAt": "2026-07-06T14:00:00.000Z", "outcomeAt": "2026-07-23T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:186", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-187", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud / repeat merchant", "context": "Credit Union C card-not-present fraud / repeat merchant case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3501.31, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-07-06T14:00:00.000Z", "actionAt": "2026-07-08T14:00:00.000Z", "outcomeAt": "2026-07-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:187", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-188", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud", "context": "Credit Union C card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2661.84, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-07-07T14:00:00.000Z", "actionAt": "2026-07-08T14:00:00.000Z", "outcomeAt": "2026-07-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:188", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-189", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud", "context": "Credit Union A card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -2017.57, "grade": "INCORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-07-08T14:00:00.000Z", "actionAt": "2026-07-10T14:00:00.000Z", "outcomeAt": "2026-08-03T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:189", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-190", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud", "context": "Credit Union C card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.93, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2949.84, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-07-09T14:00:00.000Z", "actionAt": "2026-07-11T14:00:00.000Z", "outcomeAt": "2026-07-23T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:190", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-191", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "duplicate charge", "context": "Credit Union B duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.83, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 898.32, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-07-10T14:00:00.000Z", "actionAt": "2026-07-12T14:00:00.000Z", "outcomeAt": "2026-08-02T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:191", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-192", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "edge/ambiguous dispute", "context": "Credit Union D edge/ambiguous dispute case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.64, "humanDecision": "Optimize evidence", "humanOverride": true, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1222.23, "grade": "CORRECT", "gradeConfidence": 0.75, "decisionAt": "2026-07-11T14:00:00.000Z", "actionAt": "2026-07-12T14:00:00.000Z", "outcomeAt": "2026-08-12T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:192", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-193", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud / merchant descriptor mismatch", "context": "Credit Union C card-not-present fraud / merchant descriptor mismatch case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.57, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3166.82, "grade": "CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-07-12T14:00:00.000Z", "actionAt": "2026-07-14T14:00:00.000Z", "outcomeAt": "2026-08-07T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:193", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-194", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "service not received / consumer documentation gap", "context": "Credit Union B service not received / consumer documentation gap case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.72, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2149.52, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-07-13T14:00:00.000Z", "actionAt": "2026-07-14T14:00:00.000Z", "outcomeAt": "2026-08-10T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:194", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-195", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge", "context": "Credit Union A duplicate charge case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 917.71, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-07-14T14:00:00.000Z", "actionAt": "2026-07-15T14:00:00.000Z", "outcomeAt": "2026-08-03T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:195", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-196", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "recurring-subscription dispute", "context": "Credit Union C recurring-subscription dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 930.06, "grade": "CORRECT", "gradeConfidence": 0.84, "decisionAt": "2026-07-15T14:00:00.000Z", "actionAt": "2026-07-16T14:00:00.000Z", "outcomeAt": "2026-08-08T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:196", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-197", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "duplicate charge / repeat merchant", "context": "Credit Union B duplicate charge / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.63, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 947.38, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.73, "decisionAt": "2026-07-16T14:00:00.000Z", "actionAt": "2026-07-17T14:00:00.000Z", "outcomeAt": "2026-08-10T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:197", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-198", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute / policy exception", "context": "Credit Union A recurring-subscription dispute / policy exception case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.74, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1305.01, "grade": "CORRECT", "gradeConfidence": 0.8, "decisionAt": "2026-07-17T14:00:00.000Z", "actionAt": "2026-07-19T14:00:00.000Z", "outcomeAt": "2026-08-09T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:198", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-199", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "account takeover / suspicious transaction", "context": "Credit Union A account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.62, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3766.21, "grade": "CORRECT", "gradeConfidence": 0.75, "decisionAt": "2026-07-18T14:00:00.000Z", "actionAt": "2026-07-18T14:00:00.000Z", "outcomeAt": "2026-08-21T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:199", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-200", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "recurring-subscription dispute", "context": "Credit Union D recurring-subscription dispute case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.66, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 567.02, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-07-19T14:00:00.000Z", "actionAt": "2026-07-20T14:00:00.000Z", "outcomeAt": "2026-08-26T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:200", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-201", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "service not received / cross-channel claim", "context": "Credit Union B service not received / cross-channel claim case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1478.35, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-07-20T14:00:00.000Z", "actionAt": "2026-07-21T14:00:00.000Z", "outcomeAt": "2026-08-16T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:201", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-202", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.93, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2359, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-07-21T14:00:00.000Z", "actionAt": "2026-07-23T14:00:00.000Z", "outcomeAt": "2026-08-14T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:202", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-203", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "duplicate charge", "context": "Credit Union D duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 524.54, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-07-22T14:00:00.000Z", "actionAt": "2026-07-22T14:00:00.000Z", "outcomeAt": "2026-08-04T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:203", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-204", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute / repeat merchant", "context": "Credit Union C ACH dispute / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.79, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2597.7, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-07-23T14:00:00.000Z", "actionAt": "2026-07-25T14:00:00.000Z", "outcomeAt": "2026-08-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:204", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-205", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction", "context": "Credit Union A card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.92, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1175.79, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-07-24T14:00:00.000Z", "actionAt": "2026-07-24T14:00:00.000Z", "outcomeAt": "2026-08-13T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:205", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-206", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.96, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 901.87, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-07-25T14:00:00.000Z", "actionAt": "2026-07-25T14:00:00.000Z", "outcomeAt": "2026-08-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:206", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-207", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "merchant dispute / repeat merchant", "context": "Credit Union C merchant dispute / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 758.54, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.72, "decisionAt": "2026-07-26T14:00:00.000Z", "actionAt": "2026-07-26T14:00:00.000Z", "outcomeAt": "2026-08-28T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:207", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-208", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud / late network response", "context": "Credit Union B card-not-present fraud / late network response case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1305.3, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-07-27T14:00:00.000Z", "actionAt": "2026-07-28T14:00:00.000Z", "outcomeAt": "2026-08-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:208", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-209", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "edge/ambiguous dispute", "context": "Credit Union E edge/ambiguous dispute case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.52, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 392.97, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.72, "decisionAt": "2026-07-28T14:00:00.000Z", "actionAt": "2026-07-29T14:00:00.000Z", "outcomeAt": "2026-08-28T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:209", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-210", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.72, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3121.78, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-07-29T14:00:00.000Z", "actionAt": "2026-07-29T14:00:00.000Z", "outcomeAt": "2026-08-18T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:210", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-211", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "account takeover / suspicious transaction", "context": "Credit Union E account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.51, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2654.12, "grade": "CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-07-30T14:00:00.000Z", "actionAt": "2026-07-30T14:00:00.000Z", "outcomeAt": "2026-08-28T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:211", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-212", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "duplicate charge", "context": "Credit Union C duplicate charge case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1034.69, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-07-31T14:00:00.000Z", "actionAt": "2026-08-01T14:00:00.000Z", "outcomeAt": "2026-08-21T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:212", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-213", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction", "context": "Credit Union A card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.92, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -623.77, "grade": "INCORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-08-01T14:00:00.000Z", "actionAt": "2026-08-01T14:00:00.000Z", "outcomeAt": "2026-08-14T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:213", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-214", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud / consumer documentation gap", "context": "Credit Union C card-not-present fraud / consumer documentation gap case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.72, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2303.93, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-08-02T14:00:00.000Z", "actionAt": "2026-08-04T14:00:00.000Z", "outcomeAt": "2026-08-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:214", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-215", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "ACH dispute / cross-channel claim", "context": "Credit Union B ACH dispute / cross-channel claim case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.72, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2891.57, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-08-03T14:00:00.000Z", "actionAt": "2026-08-04T14:00:00.000Z", "outcomeAt": "2026-08-27T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:215", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-216", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "recurring-subscription dispute", "context": "Credit Union C recurring-subscription dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.84, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 630.87, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-08-04T14:00:00.000Z", "actionAt": "2026-08-06T14:00:00.000Z", "outcomeAt": "2026-08-14T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:216", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-217", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction / policy exception", "context": "Credit Union C card-present unauthorized transaction / policy exception case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1092.81, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-08-05T14:00:00.000Z", "actionAt": "2026-08-07T14:00:00.000Z", "outcomeAt": "2026-08-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:217", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-218", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud / consumer documentation gap", "context": "Credit Union C card-not-present fraud / consumer documentation gap case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1256.59, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.84, "decisionAt": "2026-08-06T14:00:00.000Z", "actionAt": "2026-08-08T14:00:00.000Z", "outcomeAt": "2026-09-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:218", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-219", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1444.91, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-08-07T14:00:00.000Z", "actionAt": "2026-08-09T14:00:00.000Z", "outcomeAt": "2026-08-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:219", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-220", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "duplicate charge", "context": "Credit Union C duplicate charge case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 555.82, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-08-08T14:00:00.000Z", "actionAt": "2026-08-10T14:00:00.000Z", "outcomeAt": "2026-08-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:220", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-221", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction / repeat merchant", "context": "Credit Union C card-present unauthorized transaction / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.81, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1116.8, "grade": "INCORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-08-09T14:00:00.000Z", "actionAt": "2026-08-10T14:00:00.000Z", "outcomeAt": "2026-08-27T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:221", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-222", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2541.33, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-08-10T14:00:00.000Z", "actionAt": "2026-08-11T14:00:00.000Z", "outcomeAt": "2026-09-04T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:222", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-223", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 567.76, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-08-11T14:00:00.000Z", "actionAt": "2026-08-12T14:00:00.000Z", "outcomeAt": "2026-08-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:223", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-224", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "recurring-subscription dispute", "context": "Credit Union A recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.95, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1110.25, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-08-12T14:00:00.000Z", "actionAt": "2026-08-12T14:00:00.000Z", "outcomeAt": "2026-08-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:224", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-225", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "ACH dispute", "context": "Credit Union B ACH dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.76, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1317.9, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-08-13T14:00:00.000Z", "actionAt": "2026-08-14T14:00:00.000Z", "outcomeAt": "2026-09-13T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:225", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-226", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -660.95, "grade": "INCORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-08-14T14:00:00.000Z", "actionAt": "2026-08-14T14:00:00.000Z", "outcomeAt": "2026-09-06T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:226", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-227", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud / late network response", "context": "Credit Union B card-not-present fraud / late network response case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2810.36, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-08-15T14:00:00.000Z", "actionAt": "2026-08-15T14:00:00.000Z", "outcomeAt": "2026-09-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:227", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-228", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud / missing receipt", "context": "Credit Union A card-not-present fraud / missing receipt case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.96, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-08-16T14:00:00.000Z", "actionAt": "2026-08-17T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:228", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-229", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 858.29, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-08-17T14:00:00.000Z", "actionAt": "2026-08-18T14:00:00.000Z", "outcomeAt": "2026-09-04T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:229", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-230", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / policy exception", "context": "Credit Union D card-not-present fraud / policy exception case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.75, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1161.81, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-08-18T14:00:00.000Z", "actionAt": "2026-08-20T14:00:00.000Z", "outcomeAt": "2026-09-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:230", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-231", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.62, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1324.63, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-08-19T14:00:00.000Z", "actionAt": "2026-08-19T14:00:00.000Z", "outcomeAt": "2026-09-15T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:231", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-232", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "duplicate charge", "context": "Credit Union D duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 932.75, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-08-20T14:00:00.000Z", "actionAt": "2026-08-22T14:00:00.000Z", "outcomeAt": "2026-09-02T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:232", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-233", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "merchant dispute / repeat merchant", "context": "Credit Union C merchant dispute / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.76, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1873.52, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-08-21T14:00:00.000Z", "actionAt": "2026-08-22T14:00:00.000Z", "outcomeAt": "2026-09-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:233", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-234", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / consumer documentation gap", "context": "Credit Union A card-present unauthorized transaction / consumer documentation gap case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.78, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 580.12, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-08-22T14:00:00.000Z", "actionAt": "2026-08-23T14:00:00.000Z", "outcomeAt": "2026-09-08T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:234", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-235", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / high-value exposure", "context": "Credit Union D card-not-present fraud / high-value exposure case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.71, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2567.73, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-08-23T14:00:00.000Z", "actionAt": "2026-08-24T14:00:00.000Z", "outcomeAt": "2026-09-14T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:235", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-236", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-present unauthorized transaction", "context": "Credit Union B card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 802.19, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-08-24T14:00:00.000Z", "actionAt": "2026-08-26T14:00:00.000Z", "outcomeAt": "2026-09-18T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:236", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-237", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge / missing receipt", "context": "Credit Union A duplicate charge / missing receipt case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.72, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 522.97, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-08-25T14:00:00.000Z", "actionAt": "2026-08-27T14:00:00.000Z", "outcomeAt": "2026-09-11T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:237", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-238", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.83, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1121.33, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-08-26T14:00:00.000Z", "actionAt": "2026-08-27T14:00:00.000Z", "outcomeAt": "2026-09-07T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:238", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-239", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.69, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 635.18, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-08-27T14:00:00.000Z", "actionAt": "2026-08-28T14:00:00.000Z", "outcomeAt": "2026-09-25T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:239", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-240", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "emerging wallet-token dispute", "context": "Credit Union B emerging wallet-token dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.47, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 492.93, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.75, "decisionAt": "2026-08-28T14:00:00.000Z", "actionAt": "2026-08-30T14:00:00.000Z", "outcomeAt": "2026-10-04T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:240", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-241", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / repeat merchant", "context": "Credit Union A card-present unauthorized transaction / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.81, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 710.45, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-08-29T14:00:00.000Z", "actionAt": "2026-08-30T14:00:00.000Z", "outcomeAt": "2026-09-27T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:241", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-242", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "ACH dispute", "context": "Credit Union A ACH dispute case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1996.86, "grade": "INCORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-08-30T14:00:00.000Z", "actionAt": "2026-08-30T14:00:00.000Z", "outcomeAt": "2026-09-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:242", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-243", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / high-value exposure", "context": "Credit Union A card-present unauthorized transaction / high-value exposure case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1224.14, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-08-31T14:00:00.000Z", "actionAt": "2026-08-31T14:00:00.000Z", "outcomeAt": "2026-09-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:243", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-244", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "ACH dispute / policy exception", "context": "Credit Union D ACH dispute / policy exception case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.41, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -2329.16, "grade": "INCORRECT", "gradeConfidence": 0.74, "decisionAt": "2026-09-01T14:00:00.000Z", "actionAt": "2026-09-01T14:00:00.000Z", "outcomeAt": "2026-10-11T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:244", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-245", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-present unauthorized transaction", "context": "Credit Union B card-present unauthorized transaction case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1102.41, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-09-02T14:00:00.000Z", "actionAt": "2026-09-02T14:00:00.000Z", "outcomeAt": "2026-09-26T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:245", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-246", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute", "context": "Credit Union D merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1690.56, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-09-03T14:00:00.000Z", "actionAt": "2026-09-04T14:00:00.000Z", "outcomeAt": "2026-10-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:246", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-247", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-present unauthorized transaction / high-value exposure", "context": "Credit Union B card-present unauthorized transaction / high-value exposure case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 457.81, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-09-04T14:00:00.000Z", "actionAt": "2026-09-04T14:00:00.000Z", "outcomeAt": "2026-09-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:247", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-248", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud / merchant descriptor mismatch", "context": "Credit Union B card-not-present fraud / merchant descriptor mismatch case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.6, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -2078.14, "grade": "INCORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-09-05T14:00:00.000Z", "actionAt": "2026-09-06T14:00:00.000Z", "outcomeAt": "2026-10-01T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:248", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-249", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "duplicate charge", "context": "Credit Union B duplicate charge case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.9, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1258.91, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-09-06T14:00:00.000Z", "actionAt": "2026-09-06T14:00:00.000Z", "outcomeAt": "2026-09-22T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:249", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-250", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud", "context": "Credit Union C card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.9, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": null, "outcomeValue": null, "grade": "UNRESOLVED", "gradeConfidence": null, "decisionAt": "2026-09-07T14:00:00.000Z", "actionAt": "2026-09-07T14:00:00.000Z", "outcomeAt": null, "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:250", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-251", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge", "context": "Credit Union A duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 904.09, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-09-08T14:00:00.000Z", "actionAt": "2026-09-08T14:00:00.000Z", "outcomeAt": "2026-10-04T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:251", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-252", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "edge/ambiguous dispute", "context": "Credit Union A edge/ambiguous dispute case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.56, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 437.83, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-09-09T14:00:00.000Z", "actionAt": "2026-09-10T14:00:00.000Z", "outcomeAt": "2026-10-15T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:252", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-253", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "edge/ambiguous dispute / cross-channel claim", "context": "Credit Union C edge/ambiguous dispute / cross-channel claim case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.56, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -639.39, "grade": "INCORRECT", "gradeConfidence": 0.7, "decisionAt": "2026-09-10T14:00:00.000Z", "actionAt": "2026-09-11T14:00:00.000Z", "outcomeAt": "2026-10-08T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:253", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-254", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "recurring-subscription dispute", "context": "Credit Union E recurring-subscription dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.83, "humanDecision": "Prepare/file chargeback", "humanOverride": true, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1070.22, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-09-11T14:00:00.000Z", "actionAt": "2026-09-13T14:00:00.000Z", "outcomeAt": "2026-09-26T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:254", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-255", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / cross-channel claim", "context": "Credit Union A merchant dispute / cross-channel claim case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1656.73, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-09-12T14:00:00.000Z", "actionAt": "2026-09-12T14:00:00.000Z", "outcomeAt": "2026-10-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:255", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-256", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "duplicate charge / missing receipt", "context": "Credit Union A duplicate charge / missing receipt case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.8, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1171.76, "grade": "CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-09-13T14:00:00.000Z", "actionAt": "2026-09-14T14:00:00.000Z", "outcomeAt": "2026-10-02T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:256", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-257", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute / repeat merchant", "context": "Credit Union A merchant dispute / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1608.2, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-09-14T14:00:00.000Z", "actionAt": "2026-09-14T14:00:00.000Z", "outcomeAt": "2026-09-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:257", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-258", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "ACH dispute / high-value exposure", "context": "Credit Union A ACH dispute / high-value exposure case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.56, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1985.92, "grade": "INCORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-09-15T14:00:00.000Z", "actionAt": "2026-09-15T14:00:00.000Z", "outcomeAt": "2026-10-19T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:258", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-259", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / repeat merchant", "context": "Credit Union A card-present unauthorized transaction / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.7, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1110.86, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-09-16T14:00:00.000Z", "actionAt": "2026-09-17T14:00:00.000Z", "outcomeAt": "2026-10-09T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:259", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-260", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud / merchant descriptor mismatch", "context": "Credit Union C card-not-present fraud / merchant descriptor mismatch case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.69, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3455.01, "grade": "CORRECT", "gradeConfidence": 0.7, "decisionAt": "2026-09-17T14:00:00.000Z", "actionAt": "2026-09-18T14:00:00.000Z", "outcomeAt": "2026-10-19T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:260", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-261", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud", "context": "Credit Union A card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3162.62, "grade": "CORRECT", "gradeConfidence": 0.9, "decisionAt": "2026-09-18T14:00:00.000Z", "actionAt": "2026-09-18T14:00:00.000Z", "outcomeAt": "2026-10-17T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:261", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-262", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-present unauthorized transaction", "context": "Credit Union C card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1015.33, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-09-19T14:00:00.000Z", "actionAt": "2026-09-20T14:00:00.000Z", "outcomeAt": "2026-10-14T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:262", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-263", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud", "context": "Credit Union A card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1748.4, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-09-20T14:00:00.000Z", "actionAt": "2026-09-20T14:00:00.000Z", "outcomeAt": "2026-10-10T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:263", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-264", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / late network response", "context": "Credit Union A card-present unauthorized transaction / late network response case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.87, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 551.99, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-09-21T14:00:00.000Z", "actionAt": "2026-09-21T14:00:00.000Z", "outcomeAt": "2026-10-10T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:264", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-265", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud", "context": "Credit Union C card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.93, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2452.45, "grade": "CORRECT", "gradeConfidence": 0.88, "decisionAt": "2026-09-22T14:00:00.000Z", "actionAt": "2026-09-22T14:00:00.000Z", "outcomeAt": "2026-10-18T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:265", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-266", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "service not received / cross-channel claim", "context": "Credit Union A service not received / cross-channel claim case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.66, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1120.27, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-09-23T14:00:00.000Z", "actionAt": "2026-09-23T14:00:00.000Z", "outcomeAt": "2026-10-26T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:266", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-267", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "service not received / merchant descriptor mismatch", "context": "Credit Union B service not received / merchant descriptor mismatch case for chargeback likelihood / evidence strategy.", "agentDecision": "Escalate for human review", "agentConfidence": 0.52, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1433.89, "grade": "INCORRECT", "gradeConfidence": 0.79, "decisionAt": "2026-09-24T14:00:00.000Z", "actionAt": "2026-09-24T14:00:00.000Z", "outcomeAt": "2026-10-19T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:267", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-268", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "card-not-present fraud", "context": "Credit Union C card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3326.89, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-09-25T14:00:00.000Z", "actionAt": "2026-09-25T14:00:00.000Z", "outcomeAt": "2026-10-23T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:268", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-269", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "service not received / cross-channel claim", "context": "Credit Union B service not received / cross-channel claim case for dispute next action.", "agentDecision": "Request additional information", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 727.79, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-09-26T14:00:00.000Z", "actionAt": "2026-09-27T14:00:00.000Z", "outcomeAt": "2026-10-24T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:269", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-270", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "recurring-subscription dispute", "context": "Credit Union D recurring-subscription dispute case for dispute next action.", "agentDecision": "Continue investigation", "agentConfidence": 0.88, "humanDecision": null, "humanOverride": false, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 885.61, "grade": "CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-09-27T14:00:00.000Z", "actionAt": "2026-09-28T14:00:00.000Z", "outcomeAt": "2026-10-21T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:270", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-271", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud", "context": "Credit Union D card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.73, "humanDecision": "Continue investigation", "humanOverride": true, "actionTaken": "Continue investigation", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2492.95, "grade": "CORRECT", "gradeConfidence": 0.76, "decisionAt": "2026-09-28T14:00:00.000Z", "actionAt": "2026-09-28T14:00:00.000Z", "outcomeAt": "2026-10-19T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:271", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-272", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "account takeover / suspicious transaction", "context": "Credit Union B account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Continue investigation", "agentConfidence": 0.55, "humanDecision": "Issue/progress provisional credit where appropriate", "humanOverride": true, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1653.09, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.74, "decisionAt": "2026-09-29T14:00:00.000Z", "actionAt": "2026-10-01T14:00:00.000Z", "outcomeAt": "2026-10-26T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:272", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-273", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "account takeover / suspicious transaction", "context": "Credit Union E account takeover / suspicious transaction case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.48, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 1807.16, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.71, "decisionAt": "2026-09-30T14:00:00.000Z", "actionAt": "2026-10-01T14:00:00.000Z", "outcomeAt": "2026-10-30T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:273", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-274", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / consumer documentation gap", "context": "Credit Union A card-present unauthorized transaction / consumer documentation gap case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1291.51, "grade": "CORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-10-01T14:00:00.000Z", "actionAt": "2026-10-02T14:00:00.000Z", "outcomeAt": "2026-10-25T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:274", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-275", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "merchant dispute", "context": "Credit Union D merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.88, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1735.92, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-10-02T14:00:00.000Z", "actionAt": "2026-10-03T14:00:00.000Z", "outcomeAt": "2026-10-30T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:275", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-276", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "merchant dispute", "context": "Credit Union B merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2179.49, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-10-03T14:00:00.000Z", "actionAt": "2026-10-04T14:00:00.000Z", "outcomeAt": "2026-10-29T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:276", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-277", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "merchant dispute / merchant descriptor mismatch", "context": "Credit Union C merchant dispute / merchant descriptor mismatch case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.67, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -1439.82, "grade": "INCORRECT", "gradeConfidence": 0.7, "decisionAt": "2026-10-04T14:00:00.000Z", "actionAt": "2026-10-06T14:00:00.000Z", "outcomeAt": "2026-10-29T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:277", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-278", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "duplicate charge", "context": "Credit Union D duplicate charge case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.77, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 844.5, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-10-05T14:00:00.000Z", "actionAt": "2026-10-06T14:00:00.000Z", "outcomeAt": "2026-10-31T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:278", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-279", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction / repeat merchant", "context": "Credit Union A card-present unauthorized transaction / repeat merchant case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1896.21, "grade": "CORRECT", "gradeConfidence": 0.85, "decisionAt": "2026-10-06T14:00:00.000Z", "actionAt": "2026-10-07T14:00:00.000Z", "outcomeAt": "2026-11-03T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:279", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-280", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "recurring-subscription dispute", "context": "Credit Union C recurring-subscription dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.86, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1016.08, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-10-07T14:00:00.000Z", "actionAt": "2026-10-08T14:00:00.000Z", "outcomeAt": "2026-10-19T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:280", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-281", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "service not received / cross-channel claim", "context": "Credit Union A service not received / cross-channel claim case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.76, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -927.23, "grade": "INCORRECT", "gradeConfidence": 0.93, "decisionAt": "2026-10-08T14:00:00.000Z", "actionAt": "2026-10-10T14:00:00.000Z", "outcomeAt": "2026-10-30T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:281", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-282", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "duplicate charge / repeat merchant", "context": "Credit Union B duplicate charge / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 830.08, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.87, "decisionAt": "2026-10-09T14:00:00.000Z", "actionAt": "2026-10-11T14:00:00.000Z", "outcomeAt": "2026-10-29T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:282", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-283", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-present unauthorized transaction", "context": "Credit Union A card-present unauthorized transaction case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.82, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 474.04, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.94, "decisionAt": "2026-10-10T14:00:00.000Z", "actionAt": "2026-10-10T14:00:00.000Z", "outcomeAt": "2026-10-21T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:283", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-284", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-not-present fraud / merchant descriptor mismatch", "context": "Credit Union B card-not-present fraud / merchant descriptor mismatch case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Request additional information", "agentConfidence": 0.74, "humanDecision": null, "humanOverride": false, "actionTaken": "Request additional information", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2660.05, "grade": "CORRECT", "gradeConfidence": 0.72, "decisionAt": "2026-10-11T14:00:00.000Z", "actionAt": "2026-10-12T14:00:00.000Z", "outcomeAt": "2026-11-04T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:284", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-285", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union D", "caseType": "card-not-present fraud / high-value exposure", "context": "Credit Union D card-not-present fraud / high-value exposure case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.83, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3803.58, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-10-12T14:00:00.000Z", "actionAt": "2026-10-13T14:00:00.000Z", "outcomeAt": "2026-11-03T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:285", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-286", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "duplicate charge / repeat merchant", "context": "Credit Union B duplicate charge / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2162.65, "grade": "CORRECT", "gradeConfidence": 0.95, "decisionAt": "2026-10-13T14:00:00.000Z", "actionAt": "2026-10-14T14:00:00.000Z", "outcomeAt": "2026-10-28T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:286", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-287", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "card-present unauthorized transaction", "context": "Credit Union B card-present unauthorized transaction case for dispute next action.", "agentDecision": "Issue/progress provisional credit where appropriate", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Issue/progress provisional credit where appropriate", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1312.43, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-10-14T14:00:00.000Z", "actionAt": "2026-10-16T14:00:00.000Z", "outcomeAt": "2026-11-10T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:287", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-288", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute", "context": "Credit Union C ACH dispute case for dispute next action.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.73, "humanDecision": null, "humanOverride": false, "actionTaken": "Prepare/file chargeback", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 2721.91, "grade": "CORRECT", "gradeConfidence": 0.86, "decisionAt": "2026-10-15T14:00:00.000Z", "actionAt": "2026-10-15T14:00:00.000Z", "outcomeAt": "2026-11-13T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:288", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-289", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union C", "caseType": "ACH dispute / repeat merchant", "context": "Credit Union C ACH dispute / repeat merchant case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.79, "humanDecision": "Escalate for human review", "humanOverride": true, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3395.09, "grade": "CORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-10-16T14:00:00.000Z", "actionAt": "2026-10-17T14:00:00.000Z", "outcomeAt": "2026-11-18T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:289", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-290", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "merchant dispute", "context": "Credit Union A merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Optimize evidence", "agentConfidence": 0.89, "humanDecision": null, "humanOverride": false, "actionTaken": "Optimize evidence", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 887.19, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-10-17T14:00:00.000Z", "actionAt": "2026-10-18T14:00:00.000Z", "outcomeAt": "2026-11-01T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:290", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for chargeback_likelihood_evidence." }, { "externalCaseId": "casap-public-sim-291", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "dispute_next_action", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "service not received / consumer documentation gap", "context": "Credit Union B service not received / consumer documentation gap case for dispute next action.", "agentDecision": "Escalate for human review", "agentConfidence": 0.72, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 1574.42, "grade": "CORRECT", "gradeConfidence": 0.91, "decisionAt": "2026-10-18T14:00:00.000Z", "actionAt": "2026-10-18T14:00:00.000Z", "outcomeAt": "2026-11-12T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:291", "sourceRecordType": "dispute_next_action", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-292", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union E", "caseType": "card-not-present fraud", "context": "Credit Union E card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.85, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic favorable dispute/fraud outcome", "outcomeValue": 3606.14, "grade": "CORRECT", "gradeConfidence": 0.89, "decisionAt": "2026-10-19T14:00:00.000Z", "actionAt": "2026-10-20T14:00:00.000Z", "outcomeAt": "2026-11-10T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:292", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. Pattern generated for fraud_likelihood." }, { "externalCaseId": "casap-public-sim-293", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "fraud_likelihood", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union A", "caseType": "card-not-present fraud", "context": "Credit Union A card-not-present fraud case for fraud likelihood / first-party fraud assessment.", "agentDecision": "Escalate for human review", "agentConfidence": 0.88, "humanDecision": null, "humanOverride": false, "actionTaken": "Escalate for human review", "outcome": "Synthetic unfavorable outcome / preventable loss", "outcomeValue": -2056.52, "grade": "INCORRECT", "gradeConfidence": 0.92, "decisionAt": "2026-10-20T14:00:00.000Z", "actionAt": "2026-10-20T14:00:00.000Z", "outcomeAt": "2026-11-05T14:00:00.000Z", "isEdgeCase": false, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:293", "sourceRecordType": "fraud_likelihood", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. 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Pattern generated for dispute_next_action." }, { "externalCaseId": "casap-public-sim-295", "caseSetId": "casap_public_evidence_grounded_simulation_v0_1", "decisionClassId": "chargeback_likelihood_evidence", "agentDecisionActionId": null, "humanDecisionActionId": null, "actionTakenActionId": null, "customerSegment": "Credit Union B", "caseType": "merchant dispute", "context": "Credit Union B merchant dispute case for chargeback likelihood / evidence strategy.", "agentDecision": "Prepare/file chargeback", "agentConfidence": 0.62, "humanDecision": "Request additional information", "humanOverride": true, "actionTaken": "Request additional information", "outcome": "Synthetic partially favorable outcome with remediation", "outcomeValue": 734.31, "grade": "PARTIALLY_CORRECT", "gradeConfidence": 0.73, "decisionAt": "2026-10-22T14:00:00.000Z", "actionAt": "2026-10-23T14:00:00.000Z", "outcomeAt": "2026-11-22T14:00:00.000Z", "isEdgeCase": true, "isSynthetic": true, "sourceLabel": "SYNTHETIC SIMULATION — PUBLIC-EVIDENCE-GROUNDED", "sourceRecordId": "casap-public-simulation-v0.1:295", "sourceRecordType": "chargeback_likelihood_evidence", "sourceRecordRoute": "/compounding-expertise/scorebook#information-structure", "notes": "SYNTHETIC SIMULATION VALUE. 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Pattern generated for fraud_likelihood." } ], "report": { "engineVersion": "experience-engine-1.1", "profile": { "total": 300, "eligible": 291, "excluded": 9, "duplicateIdentityRows": 0, "groups": 5, "decisionTypes": 60, "linked": 291, "economicValueRows": 291, "missing": { "group": 0, "caseType": 0, "decision": 0, "action": 0, "outcome": 9, "grade": 9, "decisionTime": 0, "outcomeTime": 9 }, "invalidChronology": 0 }, "protocol": { "task": "Predict CORRECT versus other resolved grades", "features": [ "decisionClassId/sourceRecordType", "caseType", "customerSegment (local/blended only)" ], "training": 174, "validation": 58, "finalTest": 59, "split": "Chronological 60/20/20; tied timestamps stay together; feedback must precede prediction; final-test labels never select a model.", "selection": "Lowest validation Brier; ties prefer the simpler model. Fixed Beta(1,1) base prior and four-case pattern shrinkage.", "inference": "Descriptive estimator comparisons; no significance or causal claim. 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The final-set leader is blended (0.223): the ranking changed across windows. The validation-selected model is retained, not replaced after seeing test outcomes.", "interpretation": "Tests whether past experience predicts grades on later cases. It does not measure improvement from choosing different actions.", "nextTest": "Compare decisions made with and without the selected learner on a new evaluation batch.", "sample": 59, "metrics": { "selected": "base-rate", "selectedBrier": 0.24596403699143865, "baselineBrier": 0.24596403699143865, "gain": 0, "finalSetLeader": "blended", "selectionReversal": "YES" } }, { "id": "learning-curve", "family": "MARGINAL_INFORMATION_VALUE", "status": "TESTED", "summary": "With a fixed pooled estimator and evaluation set, Brier 0.224 → 0.217 → 0.215 → 0.224 as training grows through 58 / 116 / 174 / 232 cases. 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Their scores cannot establish how cheaply a competitor could reproduce the capability.", "nextTest": "Compare against a challenger restricted to public features, rules and a fixed calibration budget.", "sample": 0, "metrics": { "challengerCases": 0 } }, { "id": "economics", "family": "ECONOMIC_MATERIALITY", "status": "MEASURED", "summary": "291/300 cases carry finite economic values; mean recorded value 1230.016.", "interpretation": "Grade-stratified values describe recorded stakes. 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