{ "model": "mlx-community/Qwen2.5-1.5B-Instruct-4bit", "generated": "2026-09-16", "presets": [ { "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.", "num_fields": 28, "parallel": { "elapsed_ms": 405.43, "prefill_ms": 206.17, "suffix_eval_ms": 141.2, "schema_match": true, "fields": [ { "name": "is_fraudulent", "type": "boolean", "value": "True", "confidence": 0.9543, "top": [ { "choice": "true", "p": 0.9543 }, { "choice": "false", "p": 0.0457 } ] }, { "name": "risk_tier", "type": "enum", "value": "HIGH", "confidence": 0.7441, "top": [ { "choice": "HIGH", "p": 0.7441 }, { "choice": "MEDIUM", "p": 0.1687 }, { "choice": "LOW", "p": 0.0671 }, { "choice": "CRITICAL", "p": 0.0201 } ] }, { "name": "recommended_action", "type": "enum", "value": "MANUAL_REVIEW", "confidence": 0.5126, "top": [ { "choice": "MANUAL_REVIEW", "p": 0.5126 }, { "choice": "BLOCK_TRANSACTION", "p": 0.4419 }, { "choice": "APPROVE", "p": 0.0245 }, { "choice": "FREEZE_ACCOUNT", "p": 0.017 } ] }, { "name": "primary_anomaly", "type": "enum", "value": "TOR_EXIT_NODE", "confidence": 0.8877, "top": [ { "choice": "TOR_EXIT_NODE", "p": 0.8877 }, { "choice": "IP_GEOLOCATION_MISMATCH", "p": 0.0973 }, { "choice": "UNUSUAL_VELOCITY", "p": 0.0147 }, { "choice": "NEW_DEVICE", "p": 0.0002 } ] }, { "name": "secondary_anomaly", "type": "enum", "value": "CARD_NOT_PRESENT", "confidence": 0.9544, "top": [ { "choice": "CARD_NOT_PRESENT", "p": 0.9544 }, { "choice": "MULTIPLE_FAILED_LOGINS", "p": 0.0356 }, { "choice": "NONE", "p": 0.0099 }, { "choice": "RAPID_DESTINATION_CHANGE", "p": 0.0001 } ] }, { "name": "requires_human_escalation", "type": "boolean", "value": "True", "confidence": 0.9546, "top": [ { "choice": "true", "p": 0.9546 }, { "choice": "false", "p": 0.0454 } ] }, { "name": "can_auto_block", "type": "boolean", "value": "True", "confidence": 0.6893, "top": [ { "choice": "true", "p": 0.6893 }, { "choice": "false", "p": 0.3107 } ] }, { "name": "aml_sar_filing_required", "type": "boolean", "value": "True", "confidence": 0.8998, "top": [ { "choice": "true", "p": 0.8998 }, { "choice": "false", "p": 0.1002 } ] }, { "name": "fincen_flag_threshold", "type": "boolean", "value": "True", "confidence": 0.8899, "top": [ { "choice": "true", "p": 0.8899 }, { "choice": "false", "p": 0.1101 } ] }, { "name": "sanctions_screening_risk", "type": "enum", "value": "HIGH_CONFIDENCE_MATCH", "confidence": 0.6405, "top": [ { "choice": "HIGH_CONFIDENCE_MATCH", "p": 0.6405 }, { "choice": "POTENTIAL_MATCH", "p": 0.3593 }, { "choice": "CLEARED", "p": 0.0001 } ] }, { "name": "tor_exit_node_detected", "type": "boolean", "value": "True", "confidence": 0.9986, "top": [ { "choice": "true", "p": 0.9986 }, { "choice": "false", "p": 0.0014 } ] }, { "name": "device_fingerprint_mismatch", "type": "boolean", "value": "True", "confidence": 0.9711, "top": [ { "choice": "true", "p": 0.9711 }, { "choice": "false", "p": 0.0289 } ] }, { "name": "velocity_score", "type": "enum", "value": "NORMAL", "confidence": 0.4339, "top": [ { "choice": "NORMAL", "p": 0.4339 }, { "choice": "EXTREME_BURST", "p": 0.3514 }, { "choice": "ELEVATED", "p": 0.2148 } ] }, { "name": "block_card_immediately", "type": "boolean", "value": "True", "confidence": 0.8267, "top": [ { "choice": "true", "p": 0.8267 }, { "choice": "false", "p": 0.1733 } ] }, { "name": "freeze_online_banking", "type": "boolean", "value": "True", "confidence": 0.9519, "top": [ { "choice": "true", "p": 0.9519 }, { "choice": "false", "p": 0.0481 } ] }, { "name": "notify_cardholder_sms", "type": "boolean", "value": "True", "confidence": 0.8732, "top": [ { "choice": "true", "p": 0.8732 }, { "choice": "false", "p": 0.1268 } ] }, { "name": "notify_cardholder_email", "type": "boolean", "value": "True", "confidence": 0.7202, "top": [ { "choice": "true", "p": 0.7202 }, { "choice": "false", "p": 0.2798 } ] }, { "name": "requires_identity_verification", "type": "boolean", "value": "True", "confidence": 0.8007, "top": [ { "choice": "true", "p": 0.8007 }, { "choice": "false", "p": 0.1993 } ] }, { "name": "merchant_category_risk", "type": "enum", "value": "HIGH_RISK_CRYPTO", "confidence": 0.8371, "top": [ { "choice": "HIGH_RISK_CRYPTO", "p": 0.8371 }, { "choice": "LOW", "p": 0.1598 }, { "choice": "RESTRICTED_GAMBLING", "p": 0.0017 }, { "choice": "MODERATE", "p": 0.0014 } ] }, { "name": "chargeback_probability", "type": "enum", "value": "LOW", "confidence": 0.712, "top": [ { "choice": "LOW", "p": 0.712 }, { "choice": "MEDIUM", "p": 0.1946 }, { "choice": "VERY_HIGH", "p": 0.0934 } ] }, { "name": "counterparty_jurisdiction_risk", "type": "enum", "value": "TIER_1_LOW", "confidence": 0.75, "top": [ { "choice": "TIER_1_LOW", "p": 0.75 }, { "choice": "TIER_2_MODERATE", "p": 0.0833 }, { "choice": "TIER_3_HIGH", "p": 0.0833 }, { "choice": "SANCTIONED_ZONE", "p": 0.0833 } ] }, { "name": "auto_reverse_transfer", "type": "boolean", "value": "True", "confidence": 0.7042, "top": [ { "choice": "true", "p": 0.7042 }, { "choice": "false", "p": 0.2958 } ] }, { "name": "fraud_ring_association", "type": "boolean", "value": "True", "confidence": 0.9086, "top": [ { "choice": "true", "p": 0.9086 }, { "choice": "false", "p": 0.0914 } ] }, { "name": "alert_clearing_house", "type": "boolean", "value": "True", "confidence": 0.8652, "top": [ { "choice": "true", "p": 0.8652 }, { "choice": "false", "p": 0.1348 } ] }, { "name": "escalate_to_fiu", "type": "boolean", "value": "True", "confidence": 0.8233, "top": [ { "choice": "true", "p": 0.8233 }, { "choice": "false", "p": 0.1767 } ] }, { "name": "confidence_score_tier", "type": "enum", "value": "HIGH_CONFIDENCE_FRAUD", "confidence": 0.9786, "top": [ { "choice": "HIGH_CONFIDENCE_FRAUD", "p": 0.9786 }, { "choice": "BORDERLINE", "p": 0.021 }, { "choice": "LEGITIMATE", "p": 0.0005 }, { "choice": "LEANING_FRAUD", "p": 0.0 } ] }, { "name": "loss_prevention_priority", "type": "enum", "value": "LOW_PRIORITY", "confidence": 0.9892, "top": [ { "choice": "LOW_PRIORITY", "p": 0.9892 }, { "choice": "IMMEDIATE_P0", "p": 0.0093 }, { "choice": "STANDARD_QUEUE", "p": 0.0015 } ] }, { "name": "account_takeover_suspected", "type": "boolean", "value": "True", "confidence": 0.9763, "top": [ { "choice": "true", "p": 0.9763 }, { "choice": "false", "p": 0.0237 } ] } ], "json": { "is_fraudulent": true, "risk_tier": "HIGH", "recommended_action": "MANUAL_REVIEW", "primary_anomaly": "TOR_EXIT_NODE", "secondary_anomaly": "CARD_NOT_PRESENT", "requires_human_escalation": true, "can_auto_block": true, "aml_sar_filing_required": true, "fincen_flag_threshold": true, "sanctions_screening_risk": "HIGH_CONFIDENCE_MATCH", "tor_exit_node_detected": true, "device_fingerprint_mismatch": true, "velocity_score": "NORMAL", "block_card_immediately": true, "freeze_online_banking": true, "notify_cardholder_sms": true, "notify_cardholder_email": true, "requires_identity_verification": true, "merchant_category_risk": "HIGH_RISK_CRYPTO", "chargeback_probability": "LOW", "counterparty_jurisdiction_risk": "TIER_1_LOW", "auto_reverse_transfer": true, "fraud_ring_association": true, "alert_clearing_house": true, "escalate_to_fiu": true, "confidence_score_tier": "HIGH_CONFIDENCE_FRAUD", "loss_prevention_priority": "LOW_PRIORITY", "account_takeover_suspected": true } }, "naive": { "elapsed_ms": 3085.22, "total_tokens": 288, "tokens_per_second": 93.3, "schema_match": false, "raw_text": "{\n \"is_fraudulent\": true,\n \"risk_tier\": \"HIGH\",\n \"recommended_action\": \"MANUAL_REVIEW\",\n \"primary_anomaly\": \"TOR_EXIT_NODE\",\n \"secondary_anomaly\": \"UNUSUAL_VELOCITY\",\n \"requires_human_escalation\": true,\n \"can_auto_block\": false,\n \"aml_sar_filing_required\": false,\n \"fincen_flag_threshold\": false,\n \"sanctions_screening_risk\": \"POTENTIAL_MATCH\",\n \"tor_exit_node_detected\": true,\n \"device_fingerprint_mismatch\": true,\n \"velocity_score\": \"EXTREME_BURST\",\n \"block_card_immediately\": false,\n \"freeze_online_banking\": false,\n \"notify_cardholder_sms\": false,\n \"notify_cardholder_email\": false,\n \"requires_identity_verification\": false,\n \"merchant_category_risk\": \"HIGH_RISK_CRYPTO\",\n \"chargeback_probability\": \"VERY_HIGH\",\n \"counterparty_jurisdiction_risk\": \"TIER_3_HIGH\",\n \"auto_reverse_transfer\": false,\n \"fraud_ring_association\": false,\n \"alert_clearing_house\": false,\n \"escalate_to_fiu\": false,\n \"confidence_score_tier\": \"LEANING_FRAUD\",\n \"loss_prevention_priority\": \"IMMEDIATE_P0\"\n}" } }, { "id": "support_triage", "title": "Enterprise Incident Triage & Routing (28 Fields)", "description": "End-to-end multi-dimensional semantic analysis of a critical enterprise production outage ticket.", "context": "SUPPORT TICKET #INC-44019\nFrom: Marcus Vance, CTO @ Omnicorp Global (Tier 1 Strategic Enterprise, k ARR)\nSubject: CRITICAL P0: Production US-East API 502 Gateway Outage - Checkout Down\n\nBody: Our primary checkout service has been failing completely for the last 48 minutes because your US-East API endpoint is throwing 502 Bad Gateway errors on every POST /v2/charges call. We are losing approximately ,000 in transaction revenue every ten minutes!\n\nFurthermore, our billing audit discovered this morning that your platform double-billed our corporate account for data overages (,800 improper charge on Invoice #INV-8812).\n\nIf this API outage is not resolved within 30 minutes, our legal counsel will formally issue notice of material breach of our 99.99% availability SLA and initiate contract termination with full damages. We demand an immediate phone bridge with your VP of Engineering and a full refund of the bogus invoice.\n\nEnvironment: PRODUCTION\nAffected Cluster: us-east-1a\nAccount Priority: STRATEGIC_TIER_1", "num_fields": 28, "parallel": { "elapsed_ms": 455.76, "prefill_ms": 205.54, "suffix_eval_ms": 140.66, "schema_match": true, "fields": [ { "name": "sentiment", "type": "enum", "value": "NEGATIVE", "confidence": 0.9799, "top": [ { "choice": "NEGATIVE", "p": 0.9799 }, { "choice": "POSITIVE", "p": 0.019 }, { "choice": "VERY_NEGATIVE", "p": 0.0007 }, { "choice": "NEUTRAL", "p": 0.0004 } ] }, { "name": "severity_tier", "type": "enum", "value": "SEV_1_MAJOR", "confidence": 0.6953, "top": [ { "choice": "SEV_1_MAJOR", "p": 0.6953 }, { "choice": "SEV_3_MINOR", "p": 0.1227 }, { "choice": "SEV_2_MODERATE", "p": 0.1002 }, { "choice": "SEV_0_CRITICAL", "p": 0.0818 } ] }, { "name": "primary_department", "type": "enum", "value": "SECURITY_OPS", "confidence": 0.6503, "top": [ { "choice": "SECURITY_OPS", "p": 0.6503 }, { "choice": "BILLING_FINANCE", "p": 0.3024 }, { "choice": "LEGAL_COMPLIANCE", "p": 0.0385 }, { "choice": "ENTERPRISE_SUCCESS", "p": 0.0056 } ] }, { "name": "secondary_department", "type": "enum", "value": "NETWORK_OPS", "confidence": 0.6104, "top": [ { "choice": "NETWORK_OPS", "p": 0.6104 }, { "choice": "CORE_API", "p": 0.1643 }, { "choice": "NONE", "p": 0.1592 }, { "choice": "IDENTITY_AUTH", "p": 0.0595 } ] }, { "name": "sla_breach_risk", "type": "boolean", "value": "True", "confidence": 0.9936, "top": [ { "choice": "true", "p": 0.9936 }, { "choice": "false", "p": 0.0064 } ] }, { "name": "requires_executive_escalation", "type": "boolean", "value": "True", "confidence": 0.9975, "top": [ { "choice": "true", "p": 0.9975 }, { "choice": "false", "p": 0.0025 } ] }, { "name": "can_resolve_autonomously", "type": "boolean", "value": "False", "confidence": 0.9294, "top": [ { "choice": "false", "p": 0.9294 }, { "choice": "true", "p": 0.0706 } ] }, { "name": "confidence_above_auto_threshold", "type": "boolean", "value": "False", "confidence": 0.6225, "top": [ { "choice": "false", "p": 0.6225 }, { "choice": "true", "p": 0.3775 } ] }, { "name": "churn_risk_level", "type": "enum", "value": "HIGH", "confidence": 0.975, "top": [ { "choice": "HIGH", "p": 0.975 }, { "choice": "CRITICAL_IMMINENT", "p": 0.0125 }, { "choice": "LOW", "p": 0.0073 }, { "choice": "MEDIUM", "p": 0.0052 } ] }, { "name": "refund_recommended", "type": "boolean", "value": "True", "confidence": 0.9875, "top": [ { "choice": "true", "p": 0.9875 }, { "choice": "false", "p": 0.0125 } ] }, { "name": "refund_tier", "type": "enum", "value": "FULL_MONTH_CREDIT", "confidence": 0.8831, "top": [ { "choice": "FULL_MONTH_CREDIT", "p": 0.8831 }, { "choice": "NONE", "p": 0.062 }, { "choice": "CUSTOM_COMPENSATION", "p": 0.0351 }, { "choice": "PARTIAL_CREDIT", "p": 0.0198 } ] }, { "name": "requires_legal_review", "type": "boolean", "value": "True", "confidence": 0.9812, "top": [ { "choice": "true", "p": 0.9812 }, { "choice": "false", "p": 0.0188 } ] }, { "name": "security_incident", "type": "boolean", "value": "True", "confidence": 0.9984, "top": [ { "choice": "true", "p": 0.9984 }, { "choice": "false", "p": 0.0016 } ] }, { "name": "compliance_breach", "type": "boolean", "value": "True", "confidence": 0.9937, "top": [ { "choice": "true", "p": 0.9937 }, { "choice": "false", "p": 0.0063 } ] }, { "name": "customer_tenure_tier", "type": "enum", "value": "GROWTH", "confidence": 0.5009, "top": [ { "choice": "GROWTH", "p": 0.5009 }, { "choice": "MID_MARKET", "p": 0.2538 }, { "choice": "ENTERPRISE_STRATEGIC", "p": 0.2104 }, { "choice": "EARLY_STAGE", "p": 0.0349 } ] }, { "name": "root_cause_domain", "type": "enum", "value": "API_GATEWAY", "confidence": 0.9964, "top": [ { "choice": "API_GATEWAY", "p": 0.9964 }, { "choice": "DNS_ROUTING", "p": 0.0033 }, { "choice": "AUTH_TOKEN_EXPIRY", "p": 0.0003 }, { "choice": "DB_LOCKING", "p": 0.0 } ] }, { "name": "target_resolution_hours", "type": "enum", "value": "24_HOURS", "confidence": 0.75, "top": [ { "choice": "24_HOURS", "p": 0.75 }, { "choice": "1_HOUR", "p": 0.0833 }, { "choice": "4_HOURS", "p": 0.0833 }, { "choice": "12_HOURS", "p": 0.0833 } ] }, { "name": "requires_phone_call", "type": "boolean", "value": "True", "confidence": 0.9992, "top": [ { "choice": "true", "p": 0.9992 }, { "choice": "false", "p": 0.0008 } ] }, { "name": "notify_account_executive", "type": "boolean", "value": "True", "confidence": 0.9797, "top": [ { "choice": "true", "p": 0.9797 }, { "choice": "false", "p": 0.0203 } ] }, { "name": "public_status_page_incident", "type": "boolean", "value": "True", "confidence": 0.954, "top": [ { "choice": "true", "p": 0.954 }, { "choice": "false", "p": 0.046 } ] }, { "name": "postmortem_required", "type": "boolean", "value": "True", "confidence": 0.9946, "top": [ { "choice": "true", "p": 0.9946 }, { "choice": "false", "p": 0.0054 } ] }, { "name": "vendor_fault", "type": "boolean", "value": "True", "confidence": 0.9421, "top": [ { "choice": "true", "p": 0.9421 }, { "choice": "false", "p": 0.0579 } ] }, { "name": "contract_penalty_applicable", "type": "boolean", "value": "True", "confidence": 0.9588, "top": [ { "choice": "true", "p": 0.9588 }, { "choice": "false", "p": 0.0412 } ] }, { "name": "escalate_to_vp", "type": "boolean", "value": "True", "confidence": 0.994, "top": [ { "choice": "true", "p": 0.994 }, { "choice": "false", "p": 0.006 } ] }, { "name": "customer_sentiment_trend", "type": "enum", "value": "WORSENING", "confidence": 0.9999, "top": [ { "choice": "WORSENING", "p": 0.9999 }, { "choice": "IMPROVING", "p": 0.0001 }, { "choice": "STATIC", "p": 0.0 } ] }, { "name": "suggested_action", "type": "enum", "value": "SCHEDULE_EXEC_CALL", "confidence": 0.9942, "top": [ { "choice": "SCHEDULE_EXEC_CALL", "p": 0.9942 }, { "choice": "ISSUE_CREDIT_MEMO", "p": 0.0033 }, { "choice": "DISPATCH_SECURITY_TEAM", "p": 0.0023 }, { "choice": "PAGE_ONCALL_SRE", "p": 0.0003 } ] }, { "name": "assigned_agent_tier", "type": "enum", "value": "TIER_2", "confidence": 0.75, "top": [ { "choice": "TIER_2", "p": 0.75 }, { "choice": "TIER_1", "p": 0.0833 }, { "choice": "SENIOR_SRE", "p": 0.0833 }, { "choice": "DIRECTOR", "p": 0.0833 } ] }, { "name": "ticket_priority", "type": "enum", "value": "P0_EMERGENCY", "confidence": 0.8322, "top": [ { "choice": "P0_EMERGENCY", "p": 0.8322 }, { "choice": "P1_HIGH", "p": 0.1199 }, { "choice": "P2_NORMAL", "p": 0.0448 }, { "choice": "P3_LOW", "p": 0.0031 } ] } ], "json": { "sentiment": "NEGATIVE", "severity_tier": "SEV_1_MAJOR", "primary_department": "SECURITY_OPS", "secondary_department": "NETWORK_OPS", "sla_breach_risk": true, "requires_executive_escalation": true, "can_resolve_autonomously": false, "confidence_above_auto_threshold": false, "churn_risk_level": "HIGH", "refund_recommended": true, "refund_tier": "FULL_MONTH_CREDIT", "requires_legal_review": true, "security_incident": true, "compliance_breach": true, "customer_tenure_tier": "GROWTH", "root_cause_domain": "API_GATEWAY", "target_resolution_hours": "24_HOURS", "requires_phone_call": true, "notify_account_executive": true, "public_status_page_incident": true, "postmortem_required": true, "vendor_fault": true, "contract_penalty_applicable": true, "escalate_to_vp": true, "customer_sentiment_trend": "WORSENING", "suggested_action": "SCHEDULE_EXEC_CALL", "assigned_agent_tier": "TIER_2", "ticket_priority": "P0_EMERGENCY" } }, "naive": { "elapsed_ms": 3104.88, "total_tokens": 283, "tokens_per_second": 91.1, "schema_match": false, "raw_text": "{\n \"sentiment\": \"VERY_NEGATIVE\",\n \"severity_tier\": \"SEV_0_CRITICAL\",\n \"primary_department\": \"SECURITY_OPS\",\n \"secondary_department\": \"NONE\",\n \"sla_breach_risk\": true,\n \"requires_executive_escalation\": true,\n \"can_resolve_autonomously\": false,\n \"confidence_above_auto_threshold\": false,\n \"churn_risk_level\": \"CRITICAL_IMMINENT\",\n \"refund_recommended\": true,\n \"refund_tier\": \"FULL_MONTH_CREDIT\",\n \"requires_legal_review\": true,\n \"security_incident\": true,\n \"compliance_breach\": false,\n \"customer_tenure_tier\": \"ENTERPRISE_STRATEGIC\",\n \"root_cause_domain\": \"API_GATEWAY\",\n \"target_resolution_hours\": \"12_HOURS\",\n \"requires_phone_call\": true,\n \"notify_account_executive\": true,\n \"public_status_page_incident\": false,\n \"postmortem_required\": false,\n \"vendor_fault\": false,\n \"contract_penalty_applicable\": false,\n \"escalate_to_vp\": true,\n \"customer_sentiment_trend\": \"WORSENING\",\n \"suggested_action\": \"PAGE_ONCALL_SRE\",\n \"assigned_agent_tier\": \"TIER_1\"\n}" } }, { "id": "code_security", "title": "Autonomous Code Security & PR Vulnerability Triage (28 Fields)", "description": "Automated SAST/DAST static analysis triage evaluating an enterprise pull request containing leaked secrets and injection risks.", "context": "CI/CD PIPELINE AUDIT #PR-10822\nRepository: payment-gateway-core\nBranch: feature/direct-stripe-integration -> main\nAuthor: external-contractor-92 (First PR submitted)\nDiff Summary: +482 lines, -12 lines in src/services/charge_processor.py and config/aws.env\n\nStatic Scanner Findings:\n1. Hardcoded Plaintext AWS Root Secret: AWS_SECRET_ACCESS_KEY=\"AKIAIOSFODNN7EXAMPLE...\" committed into config/aws.env\n2. Unsanitized SQL Query Concatenation: cursor.execute(f\"SELECT * FROM users WHERE id = '{req.user_id}' AND secret = '{req.token}'\")\n3. Insecure Deserialization: pickle.loads(base64.b64decode(req.headers['X-Payload'])) detected in webhook handler.\n4. Dependency Check: Added vulnerable PyPI package 'requests-oauthlib==0.4.0' with 3 critical CVEs.\n\nDeployment Target: PRODUCTION (us-west-2 Kubernetes Cluster)\nCompliance Scope: SOC2 Type II, PCI-DSS Level 1, HIPAA\nSecurity Gate Status: FAILED_BLOCKING", "num_fields": 28, "parallel": { "elapsed_ms": 419.26, "prefill_ms": 205.48, "suffix_eval_ms": 140.58, "schema_match": true, "fields": [ { "name": "is_vulnerability", "type": "boolean", "value": "True", "confidence": 0.9953, "top": [ { "choice": "true", "p": 0.9953 }, { "choice": "false", "p": 0.0047 } ] }, { "name": "primary_cwe", "type": "enum", "value": "CWE_89_SQL_INJECTION", "confidence": 0.3803, "top": [ { "choice": "CWE_89_SQL_INJECTION", "p": 0.3803 }, { "choice": "CWE_20_IMPROPER_INPUT", "p": 0.2574 }, { "choice": "CWE_502_DESERIALIZATION", "p": 0.2134 }, { "choice": "CWE_798_HARDCODED_CREDENTIALS", "p": 0.1489 } ] }, { "name": "secondary_cwe", "type": "enum", "value": "CWE_798_HARDCODED_CREDENTIALS", "confidence": 0.75, "top": [ { "choice": "CWE_798_HARDCODED_CREDENTIALS", "p": 0.75 }, { "choice": "CWE_1104_OUTDATED_COMPONENTS", "p": 0.0833 }, { "choice": "CWE_200_INFO_EXPOSURE", "p": 0.0833 }, { "choice": "NONE", "p": 0.0833 } ] }, { "name": "severity_level", "type": "enum", "value": "HIGH", "confidence": 0.656, "top": [ { "choice": "HIGH", "p": 0.656 }, { "choice": "CRITICAL", "p": 0.3148 }, { "choice": "MEDIUM", "p": 0.0235 }, { "choice": "LOW", "p": 0.0057 } ] }, { "name": "block_pull_request", "type": "boolean", "value": "True", "confidence": 0.961, "top": [ { "choice": "true", "p": 0.961 }, { "choice": "false", "p": 0.039 } ] }, { "name": "quarantine_branch", "type": "boolean", "value": "True", "confidence": 0.9543, "top": [ { "choice": "true", "p": 0.9543 }, { "choice": "false", "p": 0.0457 } ] }, { "name": "credential_revocation_required", "type": "boolean", "value": "True", "confidence": 0.9191, "top": [ { "choice": "true", "p": 0.9191 }, { "choice": "false", "p": 0.0809 } ] }, { "name": "requires_security_lead_signoff", "type": "boolean", "value": "True", "confidence": 0.8105, "top": [ { "choice": "true", "p": 0.8105 }, { "choice": "false", "p": 0.1895 } ] }, { "name": "exploitability_in_production", "type": "enum", "value": "REMOTE_UNAUTHENTICATED", "confidence": 0.5747, "top": [ { "choice": "REMOTE_UNAUTHENTICATED", "p": 0.5747 }, { "choice": "THEORETICAL", "p": 0.255 }, { "choice": "INTERNAL_NETWORK_ONLY", "p": 0.1408 }, { "choice": "AUTHENTICATED_USER", "p": 0.0295 } ] }, { "name": "blast_radius", "type": "enum", "value": "FULL_AWS_ACCOUNT", "confidence": 0.8097, "top": [ { "choice": "FULL_AWS_ACCOUNT", "p": 0.8097 }, { "choice": "NONE", "p": 0.0952 }, { "choice": "CONTAINER_LOCAL", "p": 0.0652 }, { "choice": "DATABASE_COMPROMISE", "p": 0.03 } ] }, { "name": "auto_generate_fix", "type": "boolean", "value": "True", "confidence": 0.5254, "top": [ { "choice": "true", "p": 0.5254 }, { "choice": "false", "p": 0.4746 } ] }, { "name": "remediation_effort", "type": "enum", "value": "TRIVIAL_SECRETS_ROTATION", "confidence": 0.7126, "top": [ { "choice": "TRIVIAL_SECRETS_ROTATION", "p": 0.7126 }, { "choice": "PARAMETRIZED_SQL_REFACTOR", "p": 0.1471 }, { "choice": "MAJOR_ARCHITECTURE_CHANGE", "p": 0.1403 } ] }, { "name": "pci_dss_impact", "type": "boolean", "value": "True", "confidence": 0.9758, "top": [ { "choice": "true", "p": 0.9758 }, { "choice": "false", "p": 0.0242 } ] }, { "name": "soc2_audit_flag", "type": "boolean", "value": "True", "confidence": 0.9659, "top": [ { "choice": "true", "p": 0.9659 }, { "choice": "false", "p": 0.0341 } ] }, { "name": "hipaa_exposure_risk", "type": "boolean", "value": "True", "confidence": 0.9958, "top": [ { "choice": "true", "p": 0.9958 }, { "choice": "false", "p": 0.0042 } ] }, { "name": "secret_type_detected", "type": "enum", "value": "AWS_ROOT_KEY", "confidence": 0.9999, "top": [ { "choice": "AWS_ROOT_KEY", "p": 0.9999 }, { "choice": "STRIPE_API_KEY", "p": 0.0001 }, { "choice": "DATABASE_PASSWORD", "p": 0.0 }, { "choice": "NONE", "p": 0.0 } ] }, { "name": "target_environment", "type": "enum", "value": "PRODUCTION_CLUSTER", "confidence": 1.0, "top": [ { "choice": "PRODUCTION_CLUSTER", "p": 1.0 }, { "choice": "STAGING_ENVIRONMENT", "p": 0.0 }, { "choice": "LOCAL_DEV", "p": 0.0 } ] }, { "name": "notify_ciso", "type": "boolean", "value": "True", "confidence": 0.8998, "top": [ { "choice": "true", "p": 0.8998 }, { "choice": "false", "p": 0.1002 } ] }, { "name": "requires_immediate_patch", "type": "boolean", "value": "True", "confidence": 0.9615, "top": [ { "choice": "true", "p": 0.9615 }, { "choice": "false", "p": 0.0385 } ] }, { "name": "jira_ticket_priority", "type": "enum", "value": "P2_MAJOR", "confidence": 0.5625, "top": [ { "choice": "P2_MAJOR", "p": 0.5625 }, { "choice": "P1_CRITICAL", "p": 0.2785 }, { "choice": "P0_BLOCKER", "p": 0.1091 }, { "choice": "P3_MINOR", "p": 0.0499 } ] }, { "name": "assigned_team", "type": "enum", "value": "APP_SEC_TEAM", "confidence": 0.8178, "top": [ { "choice": "APP_SEC_TEAM", "p": 0.8178 }, { "choice": "DEVOPS_PLATFORM", "p": 0.1151 }, { "choice": "CORE_BACKEND", "p": 0.057 }, { "choice": "INFRA_CLOUD_SEC", "p": 0.0101 } ] }, { "name": "false_positive_risk", "type": "enum", "value": "HIGH", "confidence": 0.7121, "top": [ { "choice": "HIGH", "p": 0.7121 }, { "choice": "LOW", "p": 0.2703 }, { "choice": "MODERATE", "p": 0.014 }, { "choice": "ALMOST_ZERO", "p": 0.0036 } ] }, { "name": "public_cve_match", "type": "boolean", "value": "True", "confidence": 0.848, "top": [ { "choice": "true", "p": 0.848 }, { "choice": "false", "p": 0.152 } ] }, { "name": "auto_merge_allowed", "type": "boolean", "value": "False", "confidence": 0.9489, "top": [ { "choice": "false", "p": 0.9489 }, { "choice": "true", "p": 0.0511 } ] }, { "name": "container_escape_risk", "type": "boolean", "value": "True", "confidence": 0.9792, "top": [ { "choice": "true", "p": 0.9792 }, { "choice": "false", "p": 0.0208 } ] }, { "name": "data_exfiltration_risk", "type": "enum", "value": "HIGH", "confidence": 0.9938, "top": [ { "choice": "HIGH", "p": 0.9938 }, { "choice": "MODERATE", "p": 0.0047 }, { "choice": "CATASTROPHIC", "p": 0.0015 }, { "choice": "NEGLIGIBLE", "p": 0.0 } ] }, { "name": "author_trust_score", "type": "enum", "value": "UNTRUSTED_EXTERNAL", "confidence": 0.8456, "top": [ { "choice": "UNTRUSTED_EXTERNAL", "p": 0.8456 }, { "choice": "NEW_EMPLOYEE", "p": 0.0818 }, { "choice": "VERIFIED_STAFF", "p": 0.0459 }, { "choice": "CORE_MAINTAINER", "p": 0.0268 } ] }, { "name": "security_gate_status", "type": "enum", "value": "FAILED_BLOCKING", "confidence": 0.9998, "top": [ { "choice": "FAILED_BLOCKING", "p": 0.9998 }, { "choice": "PASSED", "p": 0.0002 }, { "choice": "WARNING_OVERRIDABLE", "p": 0.0 } ] } ], "json": { "is_vulnerability": true, "primary_cwe": "CWE_89_SQL_INJECTION", "secondary_cwe": "CWE_798_HARDCODED_CREDENTIALS", "severity_level": "HIGH", "block_pull_request": true, "quarantine_branch": true, "credential_revocation_required": true, "requires_security_lead_signoff": true, "exploitability_in_production": "REMOTE_UNAUTHENTICATED", "blast_radius": "FULL_AWS_ACCOUNT", "auto_generate_fix": true, "remediation_effort": "TRIVIAL_SECRETS_ROTATION", "pci_dss_impact": true, "soc2_audit_flag": true, "hipaa_exposure_risk": true, "secret_type_detected": "AWS_ROOT_KEY", "target_environment": "PRODUCTION_CLUSTER", "notify_ciso": true, "requires_immediate_patch": true, "jira_ticket_priority": "P2_MAJOR", "assigned_team": "APP_SEC_TEAM", "false_positive_risk": "HIGH", "public_cve_match": true, "auto_merge_allowed": false, "container_escape_risk": true, "data_exfiltration_risk": "HIGH", "author_trust_score": "UNTRUSTED_EXTERNAL", "security_gate_status": "FAILED_BLOCKING" } }, "naive": { "elapsed_ms": 3267.09, "total_tokens": 299, "tokens_per_second": 91.5, "schema_match": false, "raw_text": "{\n \"is_vulnerability\": true,\n \"primary_cwe\": \"CWE_798_HARDCODED_CREDENTIALS\",\n \"secondary_cwe\": \"CWE_502_DESERIALIZATION\",\n \"severity_level\": \"HIGH\",\n \"block_pull_request\": true,\n \"quarantine_branch\": true,\n \"credential_revocation_required\": true,\n \"requires_security_lead_signoff\": true,\n \"exploitability_in_production\": \"AUTHENTICATED_USER\",\n \"blast_radius\": \"DATABASE_COMPROMISE\",\n \"auto_generate_fix\": true,\n \"remediation_effort\": \"PARAMETRIZED_SQL_REFACTOR\",\n \"pci_dss_impact\": true,\n \"soc2_audit_flag\": true,\n \"hipaa_exposure_risk\": true,\n \"secret_type_detected\": \"AWS_ROOT_KEY\",\n \"target_environment\": \"PRODUCTION_CLUSTER\",\n \"notify_ciso\": true,\n \"requires_immediate_patch\": true,\n \"jira_ticket_priority\": \"P0_BLOCKER\",\n \"assigned_team\": \"INFRA_CLOUD_SEC\",\n \"false_positive_risk\": \"MODERATE\",\n \"public_cve_match\": true,\n \"auto_merge_allowed\": false,\n \"container_escape_risk\": true,\n \"data_exfiltration_risk\": \"HIGH\",\n \"author_trust_score\": \"NEW_EMPLOYEE\"\n}" } }, { "id": "high_cardinality_255", "title": "High-Cardinality 255-Choice Tariff & Customs Router", "description": "Real-time multi-attribute classification featuring a 255-choice discrete enum to demonstrate non-degraded O(1) latency scaling.", "context": "CUSTOMS CLEARANCE INVOICE #AIR-60291\nShipper: Precision AeroForgings GmbH, Stuttgart, Germany\nConsignee: Lockheed Skyworks Defense Facility, Fort Worth, TX, USA\nItem Description: Batch of 5,000 aerospace-grade titanium alloy hex-flange structural fasteners (Ti-6Al-4V Grade 5) with anodized dry-film anti-galling lubricant coating. Specifically milled and certified under Aerospace Standard AS9500 for turbine rotor assembly in commercial and defense propulsion modules.\nGross Weight: 240 kg\nDeclared Value: ,500 USD\nITAR / Dual-Use Assessment: Requires verification of Defense Logistics Agency (DLA) end-user certificate.", "num_fields": 4, "parallel": { "elapsed_ms": 142.25, "prefill_ms": 77.28, "suffix_eval_ms": 46.89, "schema_match": true, "fields": [ { "name": "customs_category", "type": "enum", "value": "CAT_100_Live_Animals", "confidence": 0.75, "top": [ { "choice": "CAT_100_Live_Animals", "p": 0.75 }, { "choice": "CAT_000_Live_Animals", "p": 0.001 }, { "choice": "CAT_001_Meat_&_Edible_Offal", "p": 0.001 }, { "choice": "CAT_002_Fish_&_Seafood", "p": 0.001 } ] }, { "name": "export_license_required", "type": "boolean", "value": "True", "confidence": 0.7866, "top": [ { "choice": "true", "p": 0.7866 }, { "choice": "false", "p": 0.2134 } ] }, { "name": "is_dual_use_goods", "type": "boolean", "value": "True", "confidence": 0.9962, "top": [ { "choice": "true", "p": 0.9962 }, { "choice": "false", "p": 0.0038 } ] }, { "name": "inspection_priority", "type": "enum", "value": "HOLD_PHYSICAL_LAB_INSPECTION", "confidence": 0.9916, "top": [ { "choice": "HOLD_PHYSICAL_LAB_INSPECTION", "p": 0.9916 }, { "choice": "STANDARD_FAST_TRACK", "p": 0.0084 }, { "choice": "RANDOM_SCREENING", "p": 0.0 } ] } ], "json": { "customs_category": "CAT_100_Live_Animals", "export_license_required": true, "is_dual_use_goods": true, "inspection_priority": "HOLD_PHYSICAL_LAB_INSPECTION" } }, "naive": { "elapsed_ms": 1264.1, "total_tokens": 53, "tokens_per_second": 41.9, "schema_match": true, "raw_text": "{\n \"customs_category\": \"CAT_019_Vegetable_Preparations\",\n \"export_license_required\": true,\n \"is_dual_use_goods\": true,\n \"inspection_priority\": \"HOLD_PHYSICAL_LAB_INSPECTION\"\n}" } } ] }