Spaces:
Running on Zero
Running on Zero
| { | |
| "id": "fintech_fraud", | |
| "title": "FinTech Fraud & Autonomous AML Compliance (28 Fields)", | |
| "description": "Real-time multi-attribute financial fraud detection, sanctions verification, and autonomous containment decision.", | |
| "context": "TRANSACTION ALERT #TX-98421\nTimestamp: 2026-09-15 03:14:22 UTC\nCardholder: Sarah Jenkins (Account ID: US-99120)\nTransaction Amount: ,850.00 USD\nMerchant: CyberGold Crypto Exchange (Nicosia, Cyprus)\nCardholder Billing Address: Seattle, WA, USA\nDevice IP: 185.220.101.5 (Known Tor Exit Node, Frankfurt, Germany)\nDevice Fingerprint: Unrecognized Linux Firefox 128.0 (First seen 4 minutes ago)\nVelocity Check: 3 previous transactions attempted in past 10 minutes from Singapore (), London (), and Frankfurt (,850).\nCardholder Typical Activity: Average monthly spend ,200. No prior cryptocurrency, wire transfer, or foreign cross-border transactions recorded in 3 years.\nCurrent Account Balance: ,200.00 USD.\nTwo-Factor Authentication: SMS 2FA prompt bypassed via Session Hijacking / Cookie Injection anomaly.", | |
| "schema": { | |
| "is_fraudulent": { | |
| "type": "boolean", | |
| "description": "Whether transaction is fraudulent" | |
| }, | |
| "risk_tier": { | |
| "type": "enum", | |
| "description": "Calculated risk tier", | |
| "choices": [ | |
| "LOW", | |
| "MEDIUM", | |
| "HIGH", | |
| "CRITICAL" | |
| ] | |
| }, | |
| "recommended_action": { | |
| "type": "enum", | |
| "description": "Immediate mitigation action", | |
| "choices": [ | |
| "APPROVE", | |
| "CHALLENGE_2FA", | |
| "MANUAL_REVIEW", | |
| "BLOCK_TRANSACTION", | |
| "FREEZE_ACCOUNT" | |
| ] | |
| }, | |
| "primary_anomaly": { | |
| "type": "enum", | |
| "description": "Predominant anomaly", | |
| "choices": [ | |
| "IP_GEOLOCATION_MISMATCH", | |
| "UNUSUAL_VELOCITY", | |
| "HIGH_VALUE_TRANSFER", | |
| "NEW_DEVICE", | |
| "TOR_EXIT_NODE" | |
| ] | |
| }, | |
| "secondary_anomaly": { | |
| "type": "enum", | |
| "description": "Secondary anomaly indicator", | |
| "choices": [ | |
| "RAPID_DESTINATION_CHANGE", | |
| "MULTIPLE_FAILED_LOGINS", | |
| "CARD_NOT_PRESENT", | |
| "NONE" | |
| ] | |
| }, | |
| "requires_human_escalation": { | |
| "type": "boolean", | |
| "description": "Whether senior fraud analyst must review" | |
| }, | |
| "can_auto_block": { | |
| "type": "boolean", | |
| "description": "Whether system should execute automated block" | |
| }, | |
| "aml_sar_filing_required": { | |
| "type": "boolean", | |
| "description": "Whether FinCEN SAR report must be filed" | |
| }, | |
| "fincen_flag_threshold": { | |
| "type": "boolean", | |
| "description": "Whether transfer amount exceeds AML reporting threshold" | |
| }, | |
| "sanctions_screening_risk": { | |
| "type": "enum", | |
| "description": "OFAC sanctions risk", | |
| "choices": [ | |
| "CLEARED", | |
| "POTENTIAL_MATCH", | |
| "HIGH_CONFIDENCE_MATCH" | |
| ] | |
| }, | |
| "tor_exit_node_detected": { | |
| "type": "boolean", | |
| "description": "Whether connection originates from anonymizing proxy/Tor" | |
| }, | |
| "device_fingerprint_mismatch": { | |
| "type": "boolean", | |
| "description": "Whether device hardware ID differs from cardholder device" | |
| }, | |
| "velocity_score": { | |
| "type": "enum", | |
| "description": "Transaction frequency score", | |
| "choices": [ | |
| "NORMAL", | |
| "ELEVATED", | |
| "EXTREME_BURST" | |
| ] | |
| }, | |
| "block_card_immediately": { | |
| "type": "boolean", | |
| "description": "Whether payment card should be deactivated immediately" | |
| }, | |
| "freeze_online_banking": { | |
| "type": "boolean", | |
| "description": "Whether web portal access should be restricted" | |
| }, | |
| "notify_cardholder_sms": { | |
| "type": "boolean", | |
| "description": "Whether urgent SMS alert should be dispatched" | |
| }, | |
| "notify_cardholder_email": { | |
| "type": "boolean", | |
| "description": "Whether notification email should be dispatched" | |
| }, | |
| "requires_identity_verification": { | |
| "type": "boolean", | |
| "description": "Whether government ID biometric verification is required" | |
| }, | |
| "merchant_category_risk": { | |
| "type": "enum", | |
| "description": "Merchant category code risk level", | |
| "choices": [ | |
| "LOW", | |
| "MODERATE", | |
| "HIGH_RISK_CRYPTO", | |
| "RESTRICTED_GAMBLING" | |
| ] | |
| }, | |
| "chargeback_probability": { | |
| "type": "enum", | |
| "description": "Probability of cardholder chargeback dispute", | |
| "choices": [ | |
| "LOW", | |
| "MEDIUM", | |
| "VERY_HIGH" | |
| ] | |
| }, | |
| "counterparty_jurisdiction_risk": { | |
| "type": "enum", | |
| "description": "Jurisdiction risk tier of destination merchant", | |
| "choices": [ | |
| "TIER_1_LOW", | |
| "TIER_2_MODERATE", | |
| "TIER_3_HIGH", | |
| "SANCTIONED_ZONE" | |
| ] | |
| }, | |
| "auto_reverse_transfer": { | |
| "type": "boolean", | |
| "description": "Whether clearing network should attempt immediate reversal" | |
| }, | |
| "fraud_ring_association": { | |
| "type": "boolean", | |
| "description": "Whether signature matches known syndicate patterns" | |
| }, | |
| "alert_clearing_house": { | |
| "type": "boolean", | |
| "description": "Whether inter-bank network should be warned" | |
| }, | |
| "escalate_to_fiu": { | |
| "type": "boolean", | |
| "description": "Whether Financial Intelligence Unit should be notified" | |
| }, | |
| "confidence_score_tier": { | |
| "type": "enum", | |
| "description": "Model decision confidence bucket", | |
| "choices": [ | |
| "HIGH_CONFIDENCE_FRAUD", | |
| "LEANING_FRAUD", | |
| "BORDERLINE", | |
| "LEGITIMATE" | |
| ] | |
| }, | |
| "loss_prevention_priority": { | |
| "type": "enum", | |
| "description": "Queue priority for asset recovery team", | |
| "choices": [ | |
| "IMMEDIATE_P0", | |
| "STANDARD_QUEUE", | |
| "LOW_PRIORITY" | |
| ] | |
| }, | |
| "account_takeover_suspected": { | |
| "type": "boolean", | |
| "description": "Whether cardholder credentials were compromised" | |
| } | |
| } | |
| } |