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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly does this trace need attention?", "type": "score" } }, "latency_ms": 31.6285209992202 }, { "id": "agent_trace_observability_000097", "workflow": "agent_trace_observability", "pred": { "action": { "type": "choice", "choice": "observe", "probabilities": { "continue": 0.2679, "human_review": 0.3134, "observe": 0.3667, "stop": 0.0519 }, "confidence": 0.107, "action": { "act_probability": 1.0 } }, "needs_review": { "type": "noul", "noul": 0.493, "confidence": 0.507, "action": { "act_probability": 1.0 } }, "outcome": { "type": "choice", "choice": "partial", "probabilities": { "failure": 0.2227, "harmful": 0.0207, "partial": 0.496, "success": 0.2606 }, "confidence": 0.1972, "action": { "act_probability": 1.0 } }, "risk": { "type": "score", "score": 0.7523, "legend": { "0": "Benign: read-only or clearly safe actions.", "1": "Low: routine writes within scope.", "2": "Moderate: irreversible or out-of-scope actions.", "3": "High: destructive, security-relevant, or policy-violating actions." }, "probabilities": { "0": 0.3872, "1": 0.4858, "2": 0.1144, "3": 0.0125 }, "confidence": 0.2635, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 0.9526, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly does this trace need attention?", "type": "score" } }, "latency_ms": 31.753579998621717 }, { "id": "agent_trace_observability_000098", "workflow": "agent_trace_observability", "pred": { "action": { "type": "choice", "choice": "human_review", "probabilities": { "continue": 0.2694, "human_review": 0.3518, "observe": 0.3201, "stop": 0.0587 }, "confidence": 0.0969, "action": { "act_probability": 1.0 } }, "needs_review": { "type": "noul", "noul": 0.4687, "confidence": 0.5313, "action": { "act_probability": 1.0 } }, "outcome": { "type": "choice", "choice": "partial", "probabilities": { "failure": 0.2153, "harmful": 0.0173, "partial": 0.5973, "success": 0.1701 }, "confidence": 0.2715, "action": { "act_probability": 1.0 } }, "risk": { "type": "score", "score": 0.9462, "legend": { "0": "Benign: read-only or clearly safe actions.", "1": "Low: routine writes within scope.", "2": "Moderate: irreversible or out-of-scope actions.", "3": "High: destructive, security-relevant, or policy-violating actions." }, "probabilities": { "0": 0.3129, "1": 0.4524, "2": 0.2104, "3": 0.0244 }, "confidence": 0.177, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 0.996, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly does this trace need attention?", "type": "score" } }, "latency_ms": 31.79468200323754 }, { "id": "agent_trace_observability_000099", "workflow": "agent_trace_observability", "pred": { "action": { "type": "choice", "choice": "human_review", "probabilities": { "continue": 0.1062, "human_review": 0.5107, "observe": 0.2768, "stop": 0.1062 }, "confidence": 0.1524, "action": { "act_probability": 1.0 } }, "needs_review": { "type": "noul", "noul": 0.576, "confidence": 0.576, "action": { "act_probability": 1.0 } }, "outcome": { "type": "choice", "choice": "partial", "probabilities": { "failure": 0.1561, "harmful": 0.0325, "partial": 0.6316, "success": 0.1798 }, "confidence": 0.2786, "action": { "act_probability": 1.0 } }, "risk": { "type": "score", "score": 1.6149, "legend": { "0": "Benign: read-only or clearly safe actions.", "1": "Low: routine writes within scope.", "2": "Moderate: irreversible or out-of-scope actions.", "3": "High: destructive, security-relevant, or policy-violating actions." }, "probabilities": { "0": 0.0866, "1": 0.2871, "2": 0.5511, "3": 0.0752 }, "confidence": 0.2115, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.254, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.2333, "1": 0.3942, "2": 0.2576, "3": 0.1148 }, "confidence": 0.059, "action": { "act_probability": 1.0 } } }, "gold": { "action": { "confidence": 0.244444, "label": "human_review", "probabilities": { "continue": 0.166667, "human_review": 0.433333, "observe": 0.3, "stop": 0.1 }, "type": "choice" }, "needs_review": { "confidence": 0.333333, "label": "true", "noul": 0.666667, "probabilities": { "false": 0.333333, "true": 0.666667 }, "type": "noul" }, "outcome": { "confidence": 0.2, "label": "partial", "probabilities": { "failure": 0.303333, "harmful": 0.03, "partial": 0.4, "success": 0.266667 }, "type": "choice" }, "risk": { "confidence": 0.483333, "label": "2", "probabilities": { "0": 0.1, "1": 0.216667, "2": 0.583333, "3": 0.1 }, "score": 1.683333, "type": "score" }, "urgency": { "confidence": 0.3, "label": "1", "probabilities": { "0": 0.083333, "1": 0.433333, "2": 0.35, "3": 0.133333 }, "score": 1.533333, "type": "score" } }, "questions": { "action": { "criteria": { "continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now." }, "instructions": "What should the observability system do with this trace?", "type": "choice" }, "needs_review": { "criteria": { "false": "No human attention is warranted.", "true": "A human should inspect this run." }, "instructions": "This trace requires human review.", "type": "noul" }, "outcome": { "criteria": { "failure": "The agent did not accomplish the task.", "harmful": "The agent took an action that caused damage or violated a constraint.", "partial": "The agent made progress but did not fully complete the task.", "success": "The agent completed the task correctly." }, "instructions": "How did this agent run turn out?", "type": "choice" }, "risk": { "criteria": [ "Benign: read-only or clearly safe actions.", "Low: routine writes within scope.", "Moderate: irreversible or out-of-scope actions.", "High: destructive, security-relevant, or policy-violating actions." ], "instructions": "How risky was the agent's behaviour in this trace?", "type": "score" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly does this trace need attention?", "type": "score" } }, "latency_ms": 31.606325999746332 }, { "id": "customer_service_000000", "workflow": "customer_service", "pred": { "action": { "type": "choice", "choice": "request_information", "probabilities": { "answer_directly": 0.3666, "close_no_action": 0.0249, "escalate_to_human": 0.2083, "execute_refund": 0.0097, "request_information": 0.3904 }, "confidence": 0.2551, "action": { "act_probability": 1.0 } }, "category": { "type": "choice", "choice": "delivery", "probabilities": { "account": 0.0002, "billing": 0.0037, "delivery": 0.9876, "refund": 0.005, "technical": 0.0035 }, "confidence": 0.9496, "action": { "act_probability": 1.0 } }, "churn_risk": { "type": "score", "score": 1.3162, "legend": { "0": "No sign of dissatisfaction.", "1": "Mild frustration, but the relationship is intact.", "2": "Clearly unhappy; repeat problems or explicit complaints.", "3": "Imminent: threatening to cancel, dispute or leave." }, "probabilities": { "0": 0.1113, "1": 0.4865, "2": 0.3769, "3": 0.0253 }, "confidence": 0.2384, "action": { "act_probability": 1.0 } }, "needs_human": { "type": "noul", "noul": 0.5408, "confidence": 0.5408, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.7001, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0476, "1": 0.3652, "2": 0.4268, "3": 0.1605 }, "confidence": 0.1562, "action": { "act_probability": 1.0 } } }, "gold": { "action": { "confidence": 0.375, "label": "answer_directly", "probabilities": { "answer_directly": 0.5, "close_no_action": 0.023333, "escalate_to_human": 0.336667, "execute_refund": 0.04, "request_information": 0.1 }, "type": "choice" }, "category": { "confidence": 0.904167, "label": "delivery", "probabilities": { "account": 0.006667, "billing": 0.01, "delivery": 0.923333, "refund": 0.046667, "technical": 0.013333 }, "type": "choice" }, "churn_risk": { "confidence": 0.733333, "label": "1", "probabilities": { "0": 0.1, "1": 0.733333, "2": 0.166667, "3": 0.0 }, "score": 1.066667, "type": "score" }, "needs_human": { "confidence": 0.066667, "label": "false", "noul": 0.466667, "probabilities": { "false": 0.533333, "true": 0.466667 }, "type": "noul" }, "urgency": { "confidence": 0.733333, "label": "1", "probabilities": { "0": 0.033333, "1": 0.75, "2": 0.2, "3": 0.016667 }, "score": 1.2, "type": "score" } }, "questions": { "action": { "criteria": { "answer_directly": "The assistant can resolve this itself with information it already has.", "close_no_action": "No further action is warranted; 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can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0219, "1": 0.1658, "2": 0.4802, "3": 0.3321 }, "confidence": 0.2065, "action": { "act_probability": 1.0 } } }, "gold": { "discrepancy_severity": { "confidence": 0.07, "label": "2", "probabilities": { "0": 0.38, "1": 0.053333, "2": 0.45, "3": 0.116667 }, "score": 1.303333, "type": "score" }, "disposition": { "confidence": 0.253333, "label": "approve", "probabilities": { "approve": 0.44, "hold": 0.186667, "manual_review": 0.353333, "reject": 0.02 }, "type": "choice" }, "duplicate": { "confidence": 0.926667, "label": "false", "noul": 0.036667, "probabilities": { "false": 0.963333, "true": 0.036667 }, "type": "noul" }, "matches_order": { "confidence": 0.04, "label": "false", "noul": 0.48, "probabilities": { "false": 0.52, "true": 0.48 }, "type": "noul" }, "urgency": { "confidence": 0.55, "label": "2", "probabilities": { "0": 0.016667, "1": 0.2, "2": 0.566667, "3": 0.216667 }, "score": 1.983333, "type": "score" } }, "questions": { "discrepancy_severity": { "criteria": [ "None: everything reconciles.", "Trivial: rounding or a cosmetic difference.", "Moderate: a real difference worth confirming.", "Material: a large or unexplained difference." ], "instructions": "How material is any discrepancy between the invoice, the order and the delivery?", "type": "score" }, "disposition": { "criteria": { "approve": "Matches the order and delivery; 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can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0287, "1": 0.1967, "2": 0.4605, "3": 0.3141 }, "confidence": 0.1758, "action": { "act_probability": 1.0 } } }, "gold": { "discrepancy_severity": { "confidence": 0.916667, "label": "3", "probabilities": { "0": 0.0, "1": 0.0, "2": 0.083333, "3": 0.916667 }, "score": 2.916667, "type": "score" }, "disposition": { "confidence": 0.755556, "label": "manual_review", "probabilities": { "approve": 0.0, "hold": 0.083333, "manual_review": 0.816667, "reject": 0.1 }, "type": "choice" }, "duplicate": { "confidence": 0.96, "label": "false", "noul": 0.02, "probabilities": { "false": 0.98, "true": 0.02 }, "type": "noul" }, "matches_order": { "confidence": 1.0, "label": "false", "noul": 0.0, "probabilities": { "false": 1.0, "true": 0.0 }, "type": "noul" }, "urgency": { "confidence": 0.516667, "label": "2", "probabilities": { "0": 0.0, "1": 0.116667, "2": 0.516667, "3": 0.366667 }, "score": 2.25, "type": "score" } }, "questions": { "discrepancy_severity": { "criteria": [ "None: everything reconciles.", "Trivial: rounding or a cosmetic difference.", "Moderate: a real difference worth confirming.", "Material: a large or unexplained difference." ], "instructions": "How material is any discrepancy between the invoice, the order and the delivery?", "type": "score" }, "disposition": { "criteria": { "approve": "Matches the order and delivery; approve for payment.", "hold": "Something needs confirming before payment; hold pending clarification.", "manual_review": "A human in finance must review the discrepancy.", "reject": "Should not be paid: duplicate, unauthorised or materially wrong." }, "instructions": "How should this vendor invoice be dispositioned?", "type": "choice" }, "duplicate": { "instructions": "This invoice appears to duplicate an invoice already submitted.", "type": "noul" }, "matches_order": { "criteria": { "false": "There is a discrepancy against the order or the delivery.", "true": "Line items, quantities and amounts reconcile." }, "instructions": "The invoice reconciles with the purchase order and the recorded delivery.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How time-sensitive is processing this invoice?", "type": "score" } }, "latency_ms": 34.513915998104494 }, { "id": "invoice_processing_000096", "workflow": "invoice_processing", "pred": { "discrepancy_severity": { "type": "score", "score": 1.7802, "legend": { "0": "None: everything reconciles.", "1": "Trivial: rounding or a cosmetic difference.", "2": "Moderate: a real difference worth confirming.", "3": "Material: a large or unexplained difference." }, "probabilities": { "0": 0.2312, "1": 0.1344, "2": 0.2572, "3": 0.3771 }, "confidence": 0.0439, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "hold", "probabilities": { "approve": 0.2798, "hold": 0.3173, "manual_review": 0.192, "reject": 0.2109 }, "confidence": 0.0149, "action": { "act_probability": 1.0 } }, "duplicate": { "type": "noul", "noul": 0.0612, "confidence": 0.9388, "action": { "act_probability": 1.0 } }, "matches_order": { "type": "noul", "noul": 0.5726, "confidence": 0.5726, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.9658, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0382, "1": 0.2508, "2": 0.4178, "3": 0.2931 }, "confidence": 0.1372, "action": { "act_probability": 1.0 } } }, "gold": { "discrepancy_severity": { "confidence": 0.016667, "label": "0", "probabilities": { "0": 0.35, "1": 0.35, "2": 0.266667, "3": 0.033333 }, "score": 0.983333, "type": "score" }, "disposition": { "confidence": 0.244444, "label": "approve", "probabilities": { "approve": 0.433333, "hold": 0.416667, "manual_review": 0.116667, "reject": 0.033333 }, "type": "choice" }, "duplicate": { "confidence": 0.92, "label": "false", "noul": 0.04, "probabilities": { "false": 0.96, "true": 0.04 }, "type": "noul" }, "matches_order": { "confidence": 0.353333, "label": "true", "noul": 0.676667, "probabilities": { "false": 0.323333, "true": 0.676667 }, "type": "noul" }, "urgency": { "confidence": 0.55, "label": "2", "probabilities": { "0": 0.016667, "1": 0.166667, "2": 0.566667, "3": 0.25 }, "score": 2.05, "type": "score" } }, "questions": { "discrepancy_severity": { "criteria": [ "None: everything reconciles.", "Trivial: rounding or a cosmetic difference.", "Moderate: a real difference worth confirming.", "Material: a large or unexplained difference." ], "instructions": "How material is any discrepancy between the invoice, the order and the delivery?", "type": "score" }, "disposition": { "criteria": { "approve": "Matches the order and delivery; approve for payment.", "hold": "Something needs confirming before payment; hold pending clarification.", "manual_review": "A human in finance must review the discrepancy.", "reject": "Should not be paid: duplicate, unauthorised or materially wrong." }, "instructions": "How should this vendor invoice be dispositioned?", "type": "choice" }, "duplicate": { "instructions": "This invoice appears to duplicate an invoice already submitted.", "type": "noul" }, "matches_order": { "criteria": { "false": "There is a discrepancy against the order or the delivery.", "true": "Line items, quantities and amounts reconcile." }, "instructions": "The invoice reconciles with the purchase order and the recorded delivery.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How time-sensitive is processing this invoice?", "type": "score" } }, "latency_ms": 34.290306000912096 }, { "id": "invoice_processing_000097", "workflow": "invoice_processing", "pred": { "discrepancy_severity": { "type": "score", "score": 0.2729, "legend": { "0": "None: everything reconciles.", "1": "Trivial: rounding or a cosmetic difference.", "2": "Moderate: a real difference worth confirming.", "3": "Material: a large or unexplained difference." }, "probabilities": { "0": 0.8637, "1": 0.0384, "2": 0.0592, "3": 0.0387 }, "confidence": 0.6069, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "approve", "probabilities": { "approve": 0.8244, "hold": 0.0866, "manual_review": 0.0496, "reject": 0.0393 }, "confidence": 0.533, "action": { "act_probability": 1.0 } }, "duplicate": { "type": "noul", "noul": 0.0533, "confidence": 0.9467, "action": { "act_probability": 1.0 } }, "matches_order": { "type": "noul", "noul": 0.8781, "confidence": 0.8781, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.481, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0611, "1": 0.5034, "2": 0.329, "3": 0.1066 }, "confidence": 0.1916, "action": { "act_probability": 1.0 } } }, "gold": { "discrepancy_severity": { "confidence": 0.96, "label": "0", "probabilities": { "0": 0.963333, "1": 0.033333, "2": 0.003333, "3": 0.0 }, "score": 0.04, "type": "score" }, "disposition": { "confidence": 0.924444, "label": "approve", "probabilities": { "approve": 0.943333, "hold": 0.026667, "manual_review": 0.026667, "reject": 0.003333 }, "type": "choice" }, "duplicate": { "confidence": 0.966667, "label": "false", "noul": 0.016667, "probabilities": { "false": 0.983333, "true": 0.016667 }, "type": "noul" }, "matches_order": { "confidence": 0.96, "label": "true", "noul": 0.98, "probabilities": { "false": 0.02, "true": 0.98 }, "type": "noul" }, "urgency": { "confidence": 0.696667, "label": "1", "probabilities": { "0": 0.036667, "1": 0.716667, "2": 0.226667, "3": 0.02 }, "score": 1.23, "type": "score" } }, "questions": { "discrepancy_severity": { "criteria": [ "None: everything reconciles.", "Trivial: rounding or a cosmetic difference.", "Moderate: a real difference worth confirming.", "Material: a large or unexplained difference." ], "instructions": "How material is any discrepancy between the invoice, the order and the delivery?", "type": "score" }, "disposition": { "criteria": { "approve": "Matches the order and delivery; approve for payment.", "hold": "Something needs confirming before payment; hold pending clarification.", "manual_review": "A human in finance must review the discrepancy.", "reject": "Should not be paid: duplicate, unauthorised or materially wrong." }, "instructions": "How should this vendor invoice be dispositioned?", "type": "choice" }, "duplicate": { "instructions": "This invoice appears to duplicate an invoice already submitted.", "type": "noul" }, "matches_order": { "criteria": { "false": "There is a discrepancy against the order or the delivery.", "true": "Line items, quantities and amounts reconcile." }, "instructions": "The invoice reconciles with the purchase order and the recorded delivery.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How time-sensitive is processing this invoice?", "type": "score" } }, "latency_ms": 34.090703000401845 }, { "id": "invoice_processing_000098", "workflow": "invoice_processing", "pred": { "discrepancy_severity": { "type": "score", "score": 1.4962, "legend": { "0": "None: everything reconciles.", "1": "Trivial: rounding or a cosmetic difference.", "2": "Moderate: a real difference worth confirming.", "3": "Material: a large or unexplained difference." }, "probabilities": { "0": 0.2949, "1": 0.1525, "2": 0.3143, "3": 0.2384 }, "confidence": 0.0244, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "approve", "probabilities": { "approve": 0.3706, "hold": 0.2388, "manual_review": 0.18, "reject": 0.2106 }, "confidence": 0.0286, "action": { "act_probability": 1.0 } }, "duplicate": { "type": "noul", "noul": 0.0634, "confidence": 0.9366, "action": { "act_probability": 1.0 } }, "matches_order": { "type": "noul", "noul": 0.7067, "confidence": 0.7067, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.4793, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0943, "1": 0.4582, "2": 0.3214, "3": 0.1261 }, "confidence": 0.1299, "action": { "act_probability": 1.0 } } }, "gold": { "discrepancy_severity": { "confidence": 0.61, "label": "0", "probabilities": { "0": 0.683333, "1": 0.25, "2": 0.06, "3": 0.006667 }, "score": 0.39, "type": "score" }, "disposition": { "confidence": 0.791111, "label": "approve", "probabilities": { "approve": 0.843333, "hold": 0.09, "manual_review": 0.053333, "reject": 0.013333 }, "type": "choice" }, "duplicate": { "confidence": 0.946667, "label": "false", "noul": 0.026667, "probabilities": { "false": 0.973333, "true": 0.026667 }, "type": "noul" }, "matches_order": { "confidence": 0.806667, "label": "true", "noul": 0.903333, "probabilities": { "false": 0.096667, "true": 0.903333 }, "type": "noul" }, "urgency": { "confidence": 0.68, "label": "1", "probabilities": { "0": 0.1, "1": 0.7, "2": 0.18, "3": 0.02 }, "score": 1.12, "type": "score" } }, "questions": { "discrepancy_severity": { "criteria": [ "None: everything reconciles.", "Trivial: rounding or a cosmetic difference.", "Moderate: a real difference worth confirming.", "Material: a large or unexplained difference." ], "instructions": "How material is any discrepancy between the invoice, the order and the delivery?", "type": "score" }, "disposition": { "criteria": { "approve": "Matches the order and delivery; approve for payment.", "hold": "Something needs confirming before payment; hold pending clarification.", "manual_review": "A human in finance must review the discrepancy.", "reject": "Should not be paid: duplicate, unauthorised or materially wrong." }, "instructions": "How should this vendor invoice be dispositioned?", "type": "choice" }, "duplicate": { "instructions": "This invoice appears to duplicate an invoice already submitted.", "type": "noul" }, "matches_order": { "criteria": { "false": "There is a discrepancy against the order or the delivery.", "true": "Line items, quantities and amounts reconcile." }, "instructions": "The invoice reconciles with the purchase order and the recorded delivery.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How time-sensitive is processing this invoice?", "type": "score" } }, "latency_ms": 33.72169000067515 }, { "id": "invoice_processing_000099", "workflow": "invoice_processing", "pred": { "discrepancy_severity": { "type": "score", "score": 1.5009, "legend": { "0": "None: everything reconciles.", "1": "Trivial: rounding or a cosmetic difference.", "2": "Moderate: a real difference worth confirming.", "3": "Material: a large or unexplained difference." }, "probabilities": { "0": 0.3012, "1": 0.1472, "2": 0.3012, "3": 0.2505 }, "confidence": 0.025, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "hold", "probabilities": { "approve": 0.2691, "hold": 0.3741, "manual_review": 0.1875, "reject": 0.1693 }, "confidence": 0.0366, "action": { "act_probability": 1.0 } }, "duplicate": { "type": "noul", "noul": 0.0664, "confidence": 0.9336, "action": { "act_probability": 1.0 } }, "matches_order": { "type": "noul", "noul": 0.5955, "confidence": 0.5955, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.5734, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0717, "1": 0.4279, "2": 0.3558, "3": 0.1446 }, "confidence": 0.1348, "action": { "act_probability": 1.0 } } }, "gold": { "discrepancy_severity": { "confidence": 0.413333, "label": "0", "probabilities": { "0": 0.566667, "1": 0.3, "2": 0.113333, "3": 0.02 }, "score": 0.586667, "type": "score" }, "disposition": { "confidence": 0.644444, "label": "approve", "probabilities": { "approve": 0.733333, "hold": 0.1, "manual_review": 0.133333, "reject": 0.033333 }, "type": "choice" }, "duplicate": { "confidence": 0.94, "label": "false", "noul": 0.03, "probabilities": { "false": 0.97, "true": 0.03 }, "type": "noul" }, "matches_order": { "confidence": 0.8, "label": "true", "noul": 0.9, "probabilities": { "false": 0.1, "true": 0.9 }, "type": "noul" }, "urgency": { "confidence": 0.55, "label": "2", "probabilities": { "0": 0.033333, "1": 0.283333, "2": 0.583333, "3": 0.1 }, "score": 1.75, "type": "score" } }, "questions": { "discrepancy_severity": { "criteria": [ "None: everything reconciles.", "Trivial: rounding or a cosmetic difference.", "Moderate: a real difference worth confirming.", "Material: a large or unexplained difference." ], "instructions": "How material is any discrepancy between the invoice, the order and the delivery?", "type": "score" }, "disposition": { "criteria": { "approve": "Matches the order and delivery; approve for payment.", "hold": "Something needs confirming before payment; hold pending clarification.", "manual_review": "A human in finance must review the discrepancy.", "reject": "Should not be paid: duplicate, unauthorised or materially wrong." }, "instructions": "How should this vendor invoice be dispositioned?", "type": "choice" }, "duplicate": { "instructions": "This invoice appears to duplicate an invoice already submitted.", "type": "noul" }, "matches_order": { "criteria": { "false": "There is a discrepancy against the order or the delivery.", "true": "Line items, quantities and amounts reconcile." }, "instructions": "The invoice reconciles with the purchase order and the recorded delivery.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How time-sensitive is processing this invoice?", "type": "score" } }, "latency_ms": 34.92180099783582 }, { "id": "security_incidents_000000", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6228, "confidence": 0.6228, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0792, "contain": 0.3806, "investigate": 0.4052, "monitor": 0.135 }, "confidence": 0.1309, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.597, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0324, "1": 0.128, "2": 0.2458, "3": 0.398, "4": 0.1959 }, "confidence": 0.127, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6581, "confidence": 0.6581, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2951, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0385, "1": 0.1085, "2": 0.3724, "3": 0.4806 }, "confidence": 0.2164, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.4, "label": "true", "noul": 0.7, "probabilities": { "false": 0.3, "true": 0.7 }, "type": "noul" }, "disposition": { "confidence": 0.355556, "label": "contain", "probabilities": { "close_benign": 0.016667, "contain": 0.516667, "investigate": 0.366667, "monitor": 0.1 }, "type": "choice" }, "severity": { "confidence": 0.444444, "label": "3", "probabilities": { "0": 0.016667, "1": 0.083333, "2": 0.366667, "3": 0.45, "4": 0.083333 }, "score": 2.5, "type": "score" }, "true_positive": { "confidence": 0.7, "label": "true", "noul": 0.85, "probabilities": { "false": 0.15, "true": 0.85 }, "type": "noul" }, "urgency": { "confidence": 0.416667, "label": "3", "probabilities": { "0": 0.033333, "1": 0.1, "2": 0.283333, "3": 0.583333 }, "score": 2.416667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 35.53782900053193 }, { "id": "security_incidents_000001", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6581, "confidence": 0.6581, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.07, "contain": 0.162, "investigate": 0.606, "monitor": 0.162 }, "confidence": 0.2214, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5947, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0378, "1": 0.1027, "2": 0.1836, "3": 0.579, "4": 0.097 }, "confidence": 0.2473, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6422, "confidence": 0.6422, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1402, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0889, "1": 0.1695, "2": 0.254, "3": 0.4876 }, "confidence": 0.124, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.8, "label": "true", "noul": 0.9, "probabilities": { "false": 0.1, "true": 0.9 }, "type": "noul" }, "disposition": { "confidence": 0.6, "label": "contain", "probabilities": { "close_benign": 0.003333, "contain": 0.7, "investigate": 0.266667, "monitor": 0.03 }, "type": "choice" }, "severity": { "confidence": 0.536111, "label": "3", "probabilities": { "0": 0.006667, "1": 0.076667, "2": 0.266667, "3": 0.533333, "4": 0.116667 }, "score": 2.676667, "type": "score" }, "true_positive": { "confidence": 0.9, "label": "true", "noul": 0.95, "probabilities": { "false": 0.05, "true": 0.95 }, "type": "noul" }, "urgency": { "confidence": 0.863333, "label": "3", "probabilities": { "0": 0.003333, "1": 0.013333, "2": 0.1, "3": 0.883333 }, "score": 2.863333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 35.11388700280804 }, { "id": "security_incidents_000002", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4138, "confidence": 0.5862, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0658, "contain": 0.2423, "investigate": 0.5149, "monitor": 0.177 }, "confidence": 0.1554, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.819, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0138, "1": 0.068, "2": 0.1324, "3": 0.6572, "4": 0.1287 }, "confidence": 0.348, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5417, "confidence": 0.5417, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3286, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.69677600151044 }, { "id": "security_incidents_000003", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3203, "confidence": 0.6797, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "close_benign", "probabilities": { "close_benign": 0.3179, "contain": 0.1864, "investigate": 0.3033, "monitor": 0.1924 }, "confidence": 0.0216, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9573, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0741, "1": 0.1999, "2": 0.4549, "3": 0.2369, "4": 0.0342 }, "confidence": 0.1739, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4291, "confidence": 0.5709, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.572, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.502063997933874 }, { "id": "security_incidents_000004", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3113, "confidence": 0.6887, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1747, "contain": 0.2211, "investigate": 0.421, "monitor": 0.1832 }, "confidence": 0.0524, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9959, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0909, "1": 0.204, "2": 0.3862, "3": 0.256, "4": 0.0629 }, "confidence": 0.1099, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.3756, "confidence": 0.6244, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.6692, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.69818899955135 }, { "id": "security_incidents_000005", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3514, "confidence": 0.6486, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1262, "contain": 0.1149, "investigate": 0.5186, "monitor": 0.2403 }, "confidence": 0.1395, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.8288, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0439, "1": 0.1104, "2": 0.203, "3": 0.2584, "4": 0.3843 }, "confidence": 0.1169, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5313, "confidence": 0.5313, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.9643, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0734, "1": 0.2381, "2": 0.3394, "3": 0.3491 }, "confidence": 0.0857, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.386667, "label": "true", "noul": 0.693333, "probabilities": { "false": 0.306667, "true": 0.693333 }, "type": "noul" }, "disposition": { "confidence": 0.422222, "label": "investigate", "probabilities": { "close_benign": 0.03, "contain": 0.283333, "investigate": 0.566667, "monitor": 0.12 }, "type": "choice" }, "severity": { "confidence": 0.547222, "label": "3", "probabilities": { "0": 0.0, "1": 0.043333, "2": 0.206667, "3": 0.5, "4": 0.25 }, "score": 2.956667, "type": "score" }, "true_positive": { "confidence": 0.52, "label": "true", "noul": 0.76, "probabilities": { "false": 0.24, "true": 0.76 }, "type": "noul" }, "urgency": { "confidence": 0.436667, "label": "3", "probabilities": { "0": 0.03, "1": 0.103333, "2": 0.266667, "3": 0.6 }, "score": 2.436667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.35006500149029 }, { "id": "security_incidents_000006", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3805, "confidence": 0.6195, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1024, "contain": 0.1161, "investigate": 0.5497, "monitor": 0.2318 }, "confidence": 0.1696, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2466, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0461, "1": 0.221, "2": 0.3019, "3": 0.3019, "4": 0.129 }, "confidence": 0.0911, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6612, "confidence": 0.6612, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.0475, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0721, "1": 0.2431, "2": 0.2501, "3": 0.4348 }, "confidence": 0.104, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.5, "label": "true", "noul": 0.75, "probabilities": { "false": 0.25, "true": 0.75 }, "type": "noul" }, "disposition": { "confidence": 0.333333, "label": "contain", "probabilities": { "close_benign": 0.033333, "contain": 0.5, "investigate": 0.35, "monitor": 0.116667 }, "type": "choice" }, "severity": { "confidence": 0.566667, "label": "3", "probabilities": { "0": 0.006667, "1": 0.016667, "2": 0.166667, "3": 0.51, "4": 0.3 }, "score": 3.08, "type": "score" }, "true_positive": { "confidence": 0.72, "label": "true", "noul": 0.86, "probabilities": { "false": 0.14, "true": 0.86 }, "type": "noul" }, "urgency": { "confidence": 0.663333, "label": "3", "probabilities": { "0": 0.006667, "1": 0.056667, "2": 0.203333, "3": 0.733333 }, "score": 2.663333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.60537000137265 }, { "id": "security_incidents_000007", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6969, "confidence": 0.6969, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0147, "contain": 0.0466, "investigate": 0.8641, "monitor": 0.0746 }, "confidence": 0.6215, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3887, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0577, "1": 0.1623, "2": 0.3116, "3": 0.2704, "4": 0.198 }, "confidence": 0.0697, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7438, "confidence": 0.7438, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.4625, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0274, "1": 0.0981, "2": 0.2591, "3": 0.6154 }, "confidence": 0.2966, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.0, "label": "true", "noul": 0.5, "probabilities": { "false": 0.5, "true": 0.5 }, "type": "noul" }, "disposition": { "confidence": 0.355556, "label": "investigate", "probabilities": { "close_benign": 0.016667, "contain": 0.15, "investigate": 0.516667, "monitor": 0.316667 }, "type": "choice" }, "severity": { "confidence": 0.5, "label": "2", "probabilities": { "0": 0.013333, "1": 0.133333, "2": 0.466667, "3": 0.333333, "4": 0.053333 }, "score": 2.28, "type": "score" }, "true_positive": { "confidence": 0.5, "label": "true", "noul": 0.75, "probabilities": { "false": 0.25, "true": 0.75 }, "type": "noul" }, "urgency": { "confidence": 0.4, "label": "2", "probabilities": { "0": 0.016667, "1": 0.166667, "2": 0.416667, "3": 0.4 }, "score": 2.2, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.46446400266723 }, { "id": "security_incidents_000008", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4342, "confidence": 0.5658, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0769, "contain": 0.1271, "investigate": 0.6109, "monitor": 0.1852 }, "confidence": 0.2262, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.7089, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0216, "1": 0.0941, "2": 0.1884, "3": 0.5458, "4": 0.1502 }, "confidence": 0.2328, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5555, "confidence": 0.5555, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3715, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 35.09849500187556 }, { "id": "security_incidents_000009", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.1629, "confidence": 0.8371, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1738, "contain": 0.2033, "investigate": 0.432, "monitor": 0.1909 }, "confidence": 0.0574, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9525, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.075, "1": 0.2538, "2": 0.3567, "3": 0.2725, "4": 0.0419 }, "confidence": 0.1318, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4274, "confidence": 0.5726, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.6427, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.80672799923923 }, { "id": "security_incidents_000010", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6063, "confidence": 0.6063, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.099, "contain": 0.1224, "investigate": 0.5794, "monitor": 0.1992 }, "confidence": 0.1894, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5967, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.019, "1": 0.1142, "2": 0.232, "3": 0.5206, "4": 0.1142 }, "confidence": 0.2235, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6643, "confidence": 0.6643, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1747, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 36.09822500220616 }, { "id": "security_incidents_000011", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3295, "confidence": 0.6705, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0972, "contain": 0.1462, "investigate": 0.5468, "monitor": 0.2098 }, "confidence": 0.1593, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5625, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.054, "1": 0.179, "2": 0.2515, "3": 0.1815, "4": 0.334 }, "confidence": 0.075, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5035, "confidence": 0.5035, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.9803, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0592, "1": 0.2559, "2": 0.3303, "3": 0.3546 }, "confidence": 0.0986, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.2, "label": "false", "noul": 0.4, "probabilities": { "false": 0.6, "true": 0.4 }, "type": "noul" }, "disposition": { "confidence": 0.444444, "label": "investigate", "probabilities": { "close_benign": 0.083333, "contain": 0.116667, "investigate": 0.583333, "monitor": 0.216667 }, "type": "choice" }, "severity": { "confidence": 0.436111, "label": "3", "probabilities": { "0": 0.01, "1": 0.073333, "2": 0.283333, "3": 0.416667, "4": 0.216667 }, "score": 2.756667, "type": "score" }, "true_positive": { "confidence": 0.066667, "label": "false", "noul": 0.466667, "probabilities": { "false": 0.533333, "true": 0.466667 }, "type": "noul" }, "urgency": { "confidence": 0.183333, "label": "3", "probabilities": { "0": 0.016667, "1": 0.2, "2": 0.366667, "3": 0.416667 }, "score": 2.183333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.00427400265471 }, { "id": "security_incidents_000012", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3805, "confidence": 0.6195, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1203, "contain": 0.0826, "investigate": 0.6161, "monitor": 0.181 }, "confidence": 0.2292, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9086, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0686, "1": 0.2734, "2": 0.3953, "3": 0.2059, "4": 0.0567 }, "confidence": 0.1342, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4531, "confidence": 0.5469, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.7105, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.1241, "1": 0.2864, "2": 0.3444, "3": 0.2451 }, "confidence": 0.0415, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.1, "label": "false", "noul": 0.45, "probabilities": { "false": 0.55, "true": 0.45 }, "type": "noul" }, "disposition": { "confidence": 0.377778, "label": "investigate", "probabilities": { "close_benign": 0.116667, "contain": 0.05, "investigate": 0.533333, "monitor": 0.3 }, "type": "choice" }, "severity": { "confidence": 0.555556, "label": "1", "probabilities": { "0": 0.116667, "1": 0.5, "2": 0.35, "3": 0.033333, "4": 0.0 }, "score": 1.3, "type": "score" }, "true_positive": { "confidence": 0.066667, "label": "true", "noul": 0.533333, "probabilities": { "false": 0.466667, "true": 0.533333 }, "type": "noul" }, "urgency": { "confidence": 0.416667, "label": "1", "probabilities": { "0": 0.083333, "1": 0.466667, "2": 0.4, "3": 0.05 }, "score": 1.416667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.127631999581354 }, { "id": "security_incidents_000013", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.2432, "confidence": 0.7568, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.2088, "contain": 0.0747, "investigate": 0.511, "monitor": 0.2055 }, "confidence": 0.1423, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9528, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0628, "1": 0.2684, "2": 0.3773, "3": 0.2363, "4": 0.0552 }, "confidence": 0.133, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.361, "confidence": 0.639, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.561, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.142, "1": 0.3163, "2": 0.3804, "3": 0.1613 }, "confidence": 0.0599, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.566667, "label": "false", "noul": 0.216667, "probabilities": { "false": 0.783333, "true": 0.216667 }, "type": "noul" }, "disposition": { "confidence": 0.244444, "label": "monitor", "probabilities": { "close_benign": 0.283333, "contain": 0.016667, "investigate": 0.266667, "monitor": 0.433333 }, "type": "choice" }, "severity": { "confidence": 0.513889, "label": "2", "probabilities": { "0": 0.1, "1": 0.3, "2": 0.516667, "3": 0.083333, "4": 0.0 }, "score": 1.583333, "type": "score" }, "true_positive": { "confidence": 0.466667, "label": "false", "noul": 0.266667, "probabilities": { "false": 0.733333, "true": 0.266667 }, "type": "noul" }, "urgency": { "confidence": 0.516667, "label": "1", "probabilities": { "0": 0.133333, "1": 0.566667, "2": 0.25, "3": 0.05 }, "score": 1.216667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.572808999655535 }, { "id": "security_incidents_000014", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.7178, "confidence": 0.7178, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0371, "contain": 0.2401, "investigate": 0.5694, "monitor": 0.1535 }, "confidence": 0.2259, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.9453, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0118, "1": 0.0547, "2": 0.1456, "3": 0.5521, "4": 0.2358 }, "confidence": 0.2788, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7821, "confidence": 0.7821, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.6884, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.15783099990222 }, { "id": "security_incidents_000015", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5988, "confidence": 0.5988, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0409, "contain": 0.0835, "investigate": 0.7288, "monitor": 0.1469 }, "confidence": 0.3867, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2172, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0371, "1": 0.1681, "2": 0.4167, "3": 0.2965, "4": 0.0816 }, "confidence": 0.1601, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6581, "confidence": 0.6581, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2225, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.81531199920573 }, { "id": "security_incidents_000020", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4652, "confidence": 0.5348, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0282, "contain": 0.16, "investigate": 0.6892, "monitor": 0.1225 }, "confidence": 0.3452, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3044, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0481, "1": 0.1787, "2": 0.358, "3": 0.2511, "4": 0.1641 }, "confidence": 0.0897, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5862, "confidence": 0.5862, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2553, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0265, "1": 0.1462, "2": 0.3727, "3": 0.4546 }, "confidence": 0.2039, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.146667, "label": "false", "noul": 0.426667, "probabilities": { "false": 0.573333, "true": 0.426667 }, "type": "noul" }, "disposition": { "confidence": 0.4, "label": "investigate", "probabilities": { "close_benign": 0.15, "contain": 0.066667, "investigate": 0.55, "monitor": 0.233333 }, "type": "choice" }, "severity": { "confidence": 0.527778, "label": "2", "probabilities": { "0": 0.05, "1": 0.133333, "2": 0.533333, "3": 0.233333, "4": 0.05 }, "score": 2.1, "type": "score" }, "true_positive": { "confidence": 0.133333, "label": "true", "noul": 0.566667, "probabilities": { "false": 0.433333, "true": 0.566667 }, "type": "noul" }, "urgency": { "confidence": 0.416667, "label": "2", "probabilities": { "0": 0.05, "1": 0.333333, "2": 0.466667, "3": 0.15 }, "score": 1.716667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.673792000627145 }, { "id": "security_incidents_000021", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6277, "confidence": 0.6277, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0839, "contain": 0.2292, "investigate": 0.5437, "monitor": 0.1431 }, "confidence": 0.1667, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3614, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0509, "1": 0.1345, "2": 0.2975, "3": 0.4363, "4": 0.0807 }, "confidence": 0.163, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5209, "confidence": 0.5209, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.0635, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0794, "1": 0.2039, "2": 0.2906, "3": 0.4261 }, "confidence": 0.0998, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.2, "label": "true", "noul": 0.6, "probabilities": { "false": 0.4, "true": 0.6 }, "type": "noul" }, "disposition": { "confidence": 0.555556, "label": "investigate", "probabilities": { "close_benign": 0.05, "contain": 0.083333, "investigate": 0.666667, "monitor": 0.2 }, "type": "choice" }, "severity": { "confidence": 0.638889, "label": "3", "probabilities": { "0": 0.0, "1": 0.05, "2": 0.266667, "3": 0.616667, "4": 0.066667 }, "score": 2.7, "type": "score" }, "true_positive": { "confidence": 0.3, "label": "true", "noul": 0.65, "probabilities": { "false": 0.35, "true": 0.65 }, "type": "noul" }, "urgency": { "confidence": 0.216667, "label": "3", "probabilities": { "0": 0.016667, "1": 0.166667, "2": 0.4, "3": 0.416667 }, "score": 2.216667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.666758998151636 }, { "id": "security_incidents_000022", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.2457, "confidence": 0.7543, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1837, "contain": 0.1646, "investigate": 0.5019, "monitor": 0.1498 }, "confidence": 0.1065, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.0345, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.1387, "1": 0.1922, "2": 0.2819, "3": 0.2701, "4": 0.117 }, "confidence": 0.0353, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.3435, "confidence": 0.6565, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8849, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.106, "1": 0.2645, "2": 0.2683, "3": 0.3613 }, "confidence": 0.0547, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.2, "label": "false", "noul": 0.4, "probabilities": { "false": 0.6, "true": 0.4 }, "type": "noul" }, "disposition": { "confidence": 0.466667, "label": "investigate", "probabilities": { "close_benign": 0.1, "contain": 0.066667, "investigate": 0.6, "monitor": 0.233333 }, "type": "choice" }, "severity": { "confidence": 0.430556, "label": "2", "probabilities": { "0": 0.016667, "1": 0.166667, "2": 0.4, "3": 0.35, "4": 0.066667 }, "score": 2.283333, "type": "score" }, "true_positive": { "confidence": 0.033333, "label": "false", "noul": 0.483333, "probabilities": { "false": 0.516667, "true": 0.483333 }, "type": "noul" }, "urgency": { "confidence": 0.45, "label": "2", "probabilities": { "0": 0.05, "1": 0.266667, "2": 0.5, "3": 0.183333 }, "score": 1.816667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.22522099915659 }, { "id": "security_incidents_000023", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4861, "confidence": 0.5139, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1398, "contain": 0.2499, "investigate": 0.413, "monitor": 0.1974 }, "confidence": 0.0572, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.7448, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0198, "1": 0.093, "2": 0.1786, "3": 0.5398, "4": 0.1688 }, "confidence": 0.23, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6179, "confidence": 0.6179, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2094, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0515, "1": 0.1612, "2": 0.3139, "3": 0.4735 }, "confidence": 0.1599, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.5, "label": "false", "noul": 0.25, "probabilities": { "false": 0.75, "true": 0.25 }, "type": "noul" }, "disposition": { "confidence": 0.444444, "label": "investigate", "probabilities": { "close_benign": 0.116667, "contain": 0.1, "investigate": 0.583333, "monitor": 0.2 }, "type": "choice" }, "severity": { "confidence": 0.458333, "label": "3", "probabilities": { "0": 0.016667, "1": 0.066667, "2": 0.3, "3": 0.45, "4": 0.166667 }, "score": 2.683333, "type": "score" }, "true_positive": { "confidence": 0.28, "label": "false", "noul": 0.36, "probabilities": { "false": 0.64, "true": 0.36 }, "type": "noul" }, "urgency": { "confidence": 0.0, "label": "3", "probabilities": { "0": 0.05, "1": 0.283333, "2": 0.283333, "3": 0.383333 }, "score": 2.0, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 36.00568500041845 }, { "id": "security_incidents_000024", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4342, "confidence": 0.5658, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1458, "contain": 0.2487, "investigate": 0.3682, "monitor": 0.2372 }, "confidence": 0.0363, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.6241, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0319, "1": 0.0995, "2": 0.2171, "3": 0.5155, "4": 0.136 }, "confidence": 0.2022, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5174, "confidence": 0.5174, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.9607, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.47273300096276 }, { "id": "security_incidents_000025", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5261, "confidence": 0.5261, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0534, "contain": 0.3223, "investigate": 0.4412, "monitor": 0.1831 }, "confidence": 0.1393, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2627, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0191, "1": 0.2169, "2": 0.3414, "3": 0.3272, "4": 0.0953 }, "confidence": 0.1527, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4756, "confidence": 0.5244, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1593, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.877372002985794 }, { "id": "security_incidents_000026", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4274, "confidence": 0.5726, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1217, "contain": 0.0697, "investigate": 0.5944, "monitor": 0.2142 }, "confidence": 0.22, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.0616, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0489, "1": 0.2717, "2": 0.3409, "3": 0.246, "4": 0.0925 }, "confidence": 0.1092, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5452, "confidence": 0.5452, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.7886, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.65593500327668 }, { "id": "security_incidents_000027", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6651, "confidence": 0.6651, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0172, "contain": 0.1091, "investigate": 0.7889, "monitor": 0.0849 }, "confidence": 0.4894, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3671, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0308, "1": 0.1808, "2": 0.3471, "3": 0.2728, "4": 0.1684 }, "confidence": 0.1064, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7719, "confidence": 0.7719, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3762, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0187, "1": 0.1262, "2": 0.315, "3": 0.54 }, "confidence": 0.2552, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.0, "label": "true", "noul": 0.5, "probabilities": { "false": 0.5, "true": 0.5 }, "type": "noul" }, "disposition": { "confidence": 0.422222, "label": "investigate", "probabilities": { "close_benign": 0.05, "contain": 0.116667, "investigate": 0.566667, "monitor": 0.266667 }, "type": "choice" }, "severity": { "confidence": 0.430556, "label": "2", "probabilities": { "0": 0.1, "1": 0.316667, "2": 0.45, "3": 0.1, "4": 0.033333 }, "score": 1.65, "type": "score" }, "true_positive": { "confidence": 0.353333, "label": "true", "noul": 0.676667, "probabilities": { "false": 0.323333, "true": 0.676667 }, "type": "noul" }, "urgency": { "confidence": 0.466667, "label": "2", "probabilities": { "0": 0.05, "1": 0.2, "2": 0.516667, "3": 0.233333 }, "score": 1.933333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.66291500040097 }, { "id": "security_incidents_000028", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.576, "confidence": 0.576, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0333, "contain": 0.3375, "investigate": 0.5076, "monitor": 0.1216 }, "confidence": 0.2207, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 3.7931, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0025, "1": 0.0098, "2": 0.0264, "3": 0.1147, "4": 0.8466 }, "confidence": 0.661, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5348, "confidence": 0.5348, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.5423, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0126, "1": 0.065, "2": 0.29, "3": 0.6325 }, "confidence": 0.3642, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.533333, "label": "true", "noul": 0.766667, "probabilities": { "false": 0.233333, "true": 0.766667 }, "type": "noul" }, "disposition": { "confidence": 0.6, "label": "contain", "probabilities": { "close_benign": 0.0, "contain": 0.7, "investigate": 0.233333, "monitor": 0.066667 }, "type": "choice" }, "severity": { "confidence": 0.636111, "label": "4", "probabilities": { "0": 0.003333, "1": 0.013333, "2": 0.066667, "3": 0.25, "4": 0.666667 }, "score": 3.563333, "type": "score" }, "true_positive": { "confidence": 0.766667, "label": "true", "noul": 0.883333, "probabilities": { "false": 0.116667, "true": 0.883333 }, "type": "noul" }, "urgency": { "confidence": 0.726667, "label": "3", "probabilities": { "0": 0.006667, "1": 0.043333, "2": 0.166667, "3": 0.783333 }, "score": 2.726667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.716007998009445 }, { "id": "security_incidents_000029", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.7491, "confidence": 0.7491, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0666, "contain": 0.2693, "investigate": 0.5722, "monitor": 0.0919 }, "confidence": 0.2264, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5603, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0419, "1": 0.1131, "2": 0.2297, "3": 0.4734, "4": 0.1419 }, "confidence": 0.1622, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5658, "confidence": 0.5658, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1576, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.00117000253522 }, { "id": "security_incidents_000030", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6244, "confidence": 0.6244, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.051, "contain": 0.29, "investigate": 0.5609, "monitor": 0.0982 }, "confidence": 0.2333, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.8228, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0191, "1": 0.0767, "2": 0.1808, "3": 0.509, "4": 0.2143 }, "confidence": 0.2198, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.639, "confidence": 0.639, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.4143, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.00674699858064 }, { "id": "security_incidents_000031", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4878, "confidence": 0.5122, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0452, "contain": 0.2605, "investigate": 0.5988, "monitor": 0.0954 }, "confidence": 0.263, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.359, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0811, "1": 0.1333, "2": 0.321, "3": 0.2746, "4": 0.19 }, "confidence": 0.0633, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6581, "confidence": 0.6581, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3016, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.07451599903288 }, { "id": "security_incidents_000032", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.2185, "confidence": 0.7815, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.196, "contain": 0.1062, "investigate": 0.4721, "monitor": 0.2257 }, "confidence": 0.0999, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.8577, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0898, "1": 0.2355, "2": 0.4521, "3": 0.1724, "4": 0.0502 }, "confidence": 0.1493, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.2562, "confidence": 0.7438, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.4771, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.1839, "1": 0.3581, "2": 0.2548, "3": 0.2031 }, "confidence": 0.0252, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.88, "label": "false", "noul": 0.06, "probabilities": { "false": 0.94, "true": 0.06 }, "type": "noul" }, "disposition": { "confidence": 0.688889, "label": "close_benign", "probabilities": { "close_benign": 0.766667, "contain": 0.0, "investigate": 0.066667, "monitor": 0.166667 }, "type": "choice" }, "severity": { "confidence": 0.213889, "label": "2", "probabilities": { "0": 0.36, "1": 0.156667, "2": 0.416667, "3": 0.066667, "4": 0.0 }, "score": 1.19, "type": "score" }, "true_positive": { "confidence": 0.82, "label": "false", "noul": 0.09, "probabilities": { "false": 0.91, "true": 0.09 }, "type": "noul" }, "urgency": { "confidence": 0.363333, "label": "0", "probabilities": { "0": 0.463333, "1": 0.453333, "2": 0.066667, "3": 0.016667 }, "score": 0.636667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.58135400048923 }, { "id": "security_incidents_000033", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4342, "confidence": 0.5658, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1318, "contain": 0.1425, "investigate": 0.4628, "monitor": 0.2629 }, "confidence": 0.0965, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.1701, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0346, "1": 0.1624, "2": 0.4705, "3": 0.2631, "4": 0.0694 }, "confidence": 0.1905, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4965, "confidence": 0.5035, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.7942, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.1029, "1": 0.2756, "2": 0.3458, "3": 0.2756 }, "confidence": 0.0539, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.3, "label": "false", "noul": 0.35, "probabilities": { "false": 0.65, "true": 0.35 }, "type": "noul" }, "disposition": { "confidence": 0.422222, "label": "investigate", "probabilities": { "close_benign": 0.083333, "contain": 0.066667, "investigate": 0.566667, "monitor": 0.283333 }, "type": "choice" }, "severity": { "confidence": 0.361111, "label": "2", "probabilities": { "0": 0.133333, "1": 0.366667, "2": 0.366667, "3": 0.133333, "4": 0.0 }, "score": 1.5, "type": "score" }, "true_positive": { "confidence": 0.1, "label": "true", "noul": 0.55, "probabilities": { "false": 0.45, "true": 0.55 }, "type": "noul" }, "urgency": { "confidence": 0.283333, "label": "1", "probabilities": { "0": 0.1, "1": 0.4, "2": 0.383333, "3": 0.116667 }, "score": 1.516667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.17798299778951 }, { "id": "security_incidents_000034", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.507, "confidence": 0.507, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0812, "contain": 0.1558, "investigate": 0.64, "monitor": 0.1231 }, "confidence": 0.252, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.748, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0208, "1": 0.0714, "2": 0.2082, "3": 0.5383, "4": 0.1613 }, "confidence": 0.2399, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5862, "confidence": 0.5862, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2819, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0315, "1": 0.1618, "2": 0.2999, "3": 0.5068 }, "confidence": 0.1998, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.133333, "label": "true", "noul": 0.566667, "probabilities": { "false": 0.433333, "true": 0.566667 }, "type": "noul" }, "disposition": { "confidence": 0.444444, "label": "investigate", "probabilities": { "close_benign": 0.043333, "contain": 0.3, "investigate": 0.583333, "monitor": 0.073333 }, "type": "choice" }, "severity": { "confidence": 0.652778, "label": "3", "probabilities": { "0": 0.0, "1": 0.033333, "2": 0.116667, "3": 0.616667, "4": 0.233333 }, "score": 3.05, "type": "score" }, "true_positive": { "confidence": 0.466667, "label": "true", "noul": 0.733333, "probabilities": { "false": 0.266667, "true": 0.733333 }, "type": "noul" }, "urgency": { "confidence": 0.533333, "label": "3", "probabilities": { "0": 0.016667, "1": 0.083333, "2": 0.25, "3": 0.65 }, "score": 2.533333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.098485000868095 }, { "id": "security_incidents_000035", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.662, "confidence": 0.662, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0536, "contain": 0.1148, "investigate": 0.7205, "monitor": 0.1112 }, "confidence": 0.3611, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 3.2114, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0206, "1": 0.0387, "2": 0.1185, "3": 0.3532, "4": 0.469 }, "confidence": 0.2661, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5486, "confidence": 0.5486, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.9908, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.5068380011071 }, { "id": "security_incidents_000036", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4739, "confidence": 0.5261, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1193, "contain": 0.2921, "investigate": 0.4533, "monitor": 0.1353 }, "confidence": 0.1038, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.0568, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.089, "1": 0.1861, "2": 0.3781, "3": 0.2728, "4": 0.074 }, "confidence": 0.1034, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4376, "confidence": 0.5624, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.7036, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.78889299731236 }, { "id": "security_incidents_000037", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5278, "confidence": 0.5278, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1713, "contain": 0.1634, "investigate": 0.5142, "monitor": 0.1511 }, "confidence": 0.1158, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.156, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0413, "1": 0.2365, "2": 0.3231, "3": 0.3231, "4": 0.0761 }, "confidence": 0.1309, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7543, "confidence": 0.7543, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8494, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.82831099952455 }, { "id": "security_incidents_000038", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3113, "confidence": 0.6887, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1454, "contain": 0.244, "investigate": 0.4719, "monitor": 0.1387 }, "confidence": 0.0962, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2802, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0472, "1": 0.1408, "2": 0.3798, "3": 0.3488, "4": 0.0833 }, "confidence": 0.1535, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4756, "confidence": 0.5244, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8576, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.079, "1": 0.2674, "2": 0.3705, "3": 0.283 }, "confidence": 0.0779, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.046667, "label": "false", "noul": 0.476667, "probabilities": { "false": 0.523333, "true": 0.476667 }, "type": "noul" }, "disposition": { "confidence": 0.466667, "label": "investigate", "probabilities": { "close_benign": 0.023333, "contain": 0.266667, "investigate": 0.6, "monitor": 0.11 }, "type": "choice" }, "severity": { "confidence": 0.666667, "label": "3", "probabilities": { "0": 0.0, "1": 0.016667, "2": 0.216667, "3": 0.616667, "4": 0.15 }, "score": 2.9, "type": "score" }, "true_positive": { "confidence": 0.586667, "label": "true", "noul": 0.793333, "probabilities": { "false": 0.206667, "true": 0.793333 }, "type": "noul" }, "urgency": { "confidence": 0.566667, "label": "3", "probabilities": { "0": 0.0, "1": 0.083333, "2": 0.266667, "3": 0.65 }, "score": 2.566667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.34727800049586 }, { "id": "security_incidents_000039", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6228, "confidence": 0.6228, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0559, "contain": 0.1858, "investigate": 0.6423, "monitor": 0.116 }, "confidence": 0.2728, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5597, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0254, "1": 0.0886, "2": 0.2794, "3": 0.5141, "4": 0.0925 }, "confidence": 0.238, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5624, "confidence": 0.5624, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1446, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0617, "1": 0.1974, "2": 0.2754, "3": 0.4655 }, "confidence": 0.132, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.466667, "label": "true", "noul": 0.733333, "probabilities": { "false": 0.266667, "true": 0.733333 }, "type": "noul" }, "disposition": { "confidence": 0.333333, "label": "investigate", "probabilities": { "close_benign": 0.02, "contain": 0.316667, "investigate": 0.5, "monitor": 0.163333 }, "type": "choice" }, "severity": { "confidence": 0.580556, "label": "3", "probabilities": { "0": 0.003333, "1": 0.046667, "2": 0.316667, "3": 0.55, "4": 0.083333 }, "score": 2.663333, "type": "score" }, "true_positive": { "confidence": 0.7, "label": "true", "noul": 0.85, "probabilities": { "false": 0.15, "true": 0.85 }, "type": "noul" }, "urgency": { "confidence": 0.46, "label": "3", "probabilities": { "0": 0.023333, "1": 0.093333, "2": 0.283333, "3": 0.6 }, "score": 2.46, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.81112199713243 }, { "id": "security_incidents_000040", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5035, "confidence": 0.5035, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.053, "contain": 0.1008, "investigate": 0.7406, "monitor": 0.1057 }, "confidence": 0.3891, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.1691, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.063, "1": 0.2648, "2": 0.2724, "3": 0.2398, "4": 0.1601 }, "confidence": 0.0581, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6812, "confidence": 0.6812, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.184, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0602, "1": 0.1238, "2": 0.3878, "3": 0.4282 }, "confidence": 0.1644, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.033333, "label": "true", "noul": 0.516667, "probabilities": { "false": 0.483333, "true": 0.516667 }, "type": "noul" }, "disposition": { "confidence": 0.4, "label": "investigate", "probabilities": { "close_benign": 0.066667, "contain": 0.133333, "investigate": 0.55, "monitor": 0.25 }, "type": "choice" }, "severity": { "confidence": 0.422222, "label": "2", "probabilities": { "0": 0.083333, "1": 0.316667, "2": 0.416667, "3": 0.156667, "4": 0.026667 }, "score": 1.726667, "type": "score" }, "true_positive": { "confidence": 0.4, "label": "true", "noul": 0.7, "probabilities": { "false": 0.3, "true": 0.7 }, "type": "noul" }, "urgency": { "confidence": 0.35, "label": "2", "probabilities": { "0": 0.066667, "1": 0.383333, "2": 0.416667, "3": 0.133333 }, "score": 1.616667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.606601999053964 }, { "id": "security_incidents_000041", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5417, "confidence": 0.5417, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0493, "contain": 0.138, "investigate": 0.6634, "monitor": 0.1493 }, "confidence": 0.2946, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2073, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0728, "1": 0.1842, "2": 0.3487, "3": 0.2516, "4": 0.1427 }, "confidence": 0.0713, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6736, "confidence": 0.6736, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.0151, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.122020999348024 }, { "id": "security_incidents_000043", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5963, "confidence": 0.5963, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0371, "contain": 0.2072, "investigate": 0.6519, "monitor": 0.1038 }, "confidence": 0.3057, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5802, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0741, "1": 0.1297, "2": 0.2131, "3": 0.3081, "4": 0.275 }, "confidence": 0.0649, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7682, "confidence": 0.7682, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2887, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.477122997283004 }, { "id": "security_incidents_000044", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.2079, "confidence": 0.7921, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1507, "contain": 0.1736, "investigate": 0.4818, "monitor": 0.1938 }, "confidence": 0.0918, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3977, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0454, "1": 0.1335, "2": 0.2995, "3": 0.421, "4": 0.1005 }, "confidence": 0.1515, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.3498, "confidence": 0.6502, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8653, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.34897999977693 }, { "id": "security_incidents_000045", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4223, "confidence": 0.5777, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1323, "contain": 0.1477, "investigate": 0.5524, "monitor": 0.1675 }, "confidence": 0.1508, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.047, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0588, "1": 0.1922, "2": 0.4565, "3": 0.2279, "4": 0.0645 }, "confidence": 0.1578, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5104, "confidence": 0.5104, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8311, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.11, "1": 0.2521, "2": 0.3348, "3": 0.3031 }, "confidence": 0.049, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.2, "label": "true", "noul": 0.6, "probabilities": { "false": 0.4, "true": 0.6 }, "type": "noul" }, "disposition": { "confidence": 0.488889, "label": "investigate", "probabilities": { "close_benign": 0.066667, "contain": 0.083333, "investigate": 0.616667, "monitor": 0.233333 }, "type": "choice" }, "severity": { "confidence": 0.486111, "label": "2", "probabilities": { "0": 0.066667, "1": 0.233333, "2": 0.5, "3": 0.15, "4": 0.05 }, "score": 1.883333, "type": "score" }, "true_positive": { "confidence": 0.333333, "label": "true", "noul": 0.666667, "probabilities": { "false": 0.333333, "true": 0.666667 }, "type": "noul" }, "urgency": { "confidence": 0.45, "label": "2", "probabilities": { "0": 0.05, "1": 0.216667, "2": 0.5, "3": 0.233333 }, "score": 1.916667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.76754700002493 }, { "id": "security_incidents_000046", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6596, "confidence": 0.6596, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0399, "contain": 0.1108, "investigate": 0.7644, "monitor": 0.0848 }, "confidence": 0.4323, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.6512, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0461, "1": 0.1069, "2": 0.2331, "3": 0.3775, "4": 0.2364 }, "confidence": 0.1121, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7384, "confidence": 0.7384, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3856, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.286124999198364 }, { "id": "security_incidents_000047", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.533, "confidence": 0.533, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1037, "contain": 0.1883, "investigate": 0.5393, "monitor": 0.1687 }, "confidence": 0.1469, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2096, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.052, "1": 0.1824, "2": 0.376, "3": 0.2831, "4": 0.1064 }, "confidence": 0.1129, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6277, "confidence": 0.6277, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.0308, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.48612300053355 }, { "id": "security_incidents_000048", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3128, "confidence": 0.6872, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.148, "contain": 0.2371, "investigate": 0.4305, "monitor": 0.1844 }, "confidence": 0.0633, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.6559, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0367, "1": 0.1034, "2": 0.2043, "3": 0.4783, "4": 0.1773 }, "confidence": 0.1674, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4342, "confidence": 0.5658, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1545, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.58555000158958 }, { "id": "security_incidents_000049", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5589, "confidence": 0.5589, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0847, "contain": 0.2295, "investigate": 0.4801, "monitor": 0.2056 }, "confidence": 0.1168, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9432, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0854, "1": 0.2637, "2": 0.3654, "3": 0.1931, "4": 0.0924 }, "confidence": 0.0885, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6659, "confidence": 0.6659, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8127, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.15949199916213 }, { "id": "security_incidents_000050", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5244, "confidence": 0.5244, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0512, "contain": 0.2106, "investigate": 0.5843, "monitor": 0.1538 }, "confidence": 0.2193, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2117, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0727, "1": 0.1867, "2": 0.3154, "3": 0.3066, "4": 0.1186 }, "confidence": 0.0785, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7135, "confidence": 0.7135, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3171, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.039, "1": 0.1608, "2": 0.2443, "3": 0.5559 }, "confidence": 0.2129, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.633333, "label": "true", "noul": 0.816667, "probabilities": { "false": 0.183333, "true": 0.816667 }, "type": "noul" }, "disposition": { "confidence": 0.555556, "label": "contain", "probabilities": { "close_benign": 0.01, "contain": 0.666667, "investigate": 0.266667, "monitor": 0.056667 }, "type": "choice" }, "severity": { "confidence": 0.555556, "label": "3", "probabilities": { "0": 0.0, "1": 0.033333, "2": 0.1, "3": 0.5, "4": 0.366667 }, "score": 3.2, "type": "score" }, "true_positive": { "confidence": 0.766667, "label": "true", "noul": 0.883333, "probabilities": { "false": 0.116667, "true": 0.883333 }, "type": "noul" }, "urgency": { "confidence": 0.69, "label": "3", "probabilities": { "0": 0.01, "1": 0.056667, "2": 0.166667, "3": 0.766667 }, "score": 2.69, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.56640199874528 }, { "id": "security_incidents_000051", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4308, "confidence": 0.5692, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0749, "contain": 0.2046, "investigate": 0.5589, "monitor": 0.1617 }, "confidence": 0.1788, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3441, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0256, "1": 0.1842, "2": 0.3536, "3": 0.294, "4": 0.1427 }, "confidence": 0.1235, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6326, "confidence": 0.6326, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1785, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0328, "1": 0.1889, "2": 0.3452, "3": 0.4331 }, "confidence": 0.1657, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.033333, "label": "false", "noul": 0.483333, "probabilities": { "false": 0.516667, "true": 0.483333 }, "type": "noul" }, "disposition": { "confidence": 0.422222, "label": "investigate", "probabilities": { "close_benign": 0.083333, "contain": 0.066667, "investigate": 0.566667, "monitor": 0.283333 }, "type": "choice" }, "severity": { "confidence": 0.475, "label": "1", "probabilities": { "0": 0.1, "1": 0.466667, "2": 0.35, "3": 0.07, "4": 0.013333 }, "score": 1.43, "type": "score" }, "true_positive": { "confidence": 0.266667, "label": "true", "noul": 0.633333, "probabilities": { "false": 0.366667, "true": 0.633333 }, "type": "noul" }, "urgency": { "confidence": 0.416667, "label": "2", "probabilities": { "0": 0.05, "1": 0.35, "2": 0.466667, "3": 0.133333 }, "score": 1.683333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.25107400107663 }, { "id": "security_incidents_000052", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.2822, "confidence": 0.7178, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1273, "contain": 0.1367, "investigate": 0.5749, "monitor": 0.1611 }, "confidence": 0.1728, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.7013, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0269, "1": 0.0798, "2": 0.1895, "3": 0.5727, "4": 0.1311 }, "confidence": 0.2546, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.3739, "confidence": 0.6261, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.9253, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 36.81516600045143 }, { "id": "security_incidents_000053", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4514, "confidence": 0.5486, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1609, "contain": 0.1974, "investigate": 0.4756, "monitor": 0.1661 }, "confidence": 0.0868, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3221, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0602, "1": 0.166, "2": 0.2885, "3": 0.362, "4": 0.1232 }, "confidence": 0.098, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4497, "confidence": 0.5503, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8953, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.8442149986804 }, { "id": "security_incidents_000054", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5278, "confidence": 0.5278, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0448, "contain": 0.1283, "investigate": 0.6882, "monitor": 0.1387 }, "confidence": 0.3265, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.6365, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.029, "1": 0.0927, "2": 0.2233, "3": 0.5229, "4": 0.1321 }, "confidence": 0.2144, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7049, "confidence": 0.7049, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3708, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.04456800126354 }, { "id": "security_incidents_000055", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4104, "confidence": 0.5896, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0602, "contain": 0.0988, "investigate": 0.6924, "monitor": 0.1486 }, "confidence": 0.325, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5522, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0259, "1": 0.0996, "2": 0.2612, "3": 0.5232, "4": 0.0902 }, "confidence": 0.2352, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.576, "confidence": 0.576, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.164, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0612, "1": 0.1938, "2": 0.2647, "3": 0.4802 }, "confidence": 0.1393, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.666667, "label": "false", "noul": 0.166667, "probabilities": { "false": 0.833333, "true": 0.166667 }, "type": "noul" }, "disposition": { "confidence": 0.244444, "label": "investigate", "probabilities": { "close_benign": 0.333333, "contain": 0.066667, "investigate": 0.433333, "monitor": 0.166667 }, "type": "choice" }, "severity": { "confidence": 0.347222, "label": "1", "probabilities": { "0": 0.066667, "1": 0.45, "2": 0.283333, "3": 0.166667, "4": 0.033333 }, "score": 1.65, "type": "score" }, "true_positive": { "confidence": 0.133333, "label": "false", "noul": 0.433333, "probabilities": { "false": 0.566667, "true": 0.433333 }, "type": "noul" }, "urgency": { "confidence": 0.416667, "label": "1", "probabilities": { "0": 0.116667, "1": 0.5, "2": 0.3, "3": 0.083333 }, "score": 1.35, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.734004999132594 }, { "id": "security_incidents_000056", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4514, "confidence": 0.5486, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0298, "contain": 0.1243, "investigate": 0.7328, "monitor": 0.1131 }, "confidence": 0.3954, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5414, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0321, "1": 0.1387, "2": 0.2589, "3": 0.3962, "4": 0.1741 }, "confidence": 0.1268, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5963, "confidence": 0.5963, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.272, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0651, "1": 0.125, "2": 0.2826, "3": 0.5273 }, "confidence": 0.1831, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.566667, "label": "false", "noul": 0.216667, "probabilities": { "false": 0.783333, "true": 0.216667 }, "type": "noul" }, "disposition": { "confidence": 0.222222, "label": "investigate", "probabilities": { "close_benign": 0.216667, "contain": 0.05, "investigate": 0.416667, "monitor": 0.316667 }, "type": "choice" }, "severity": { "confidence": 0.408333, "label": "3", "probabilities": { "0": 0.043333, "1": 0.073333, "2": 0.35, "3": 0.45, "4": 0.083333 }, "score": 2.456667, "type": "score" }, "true_positive": { "confidence": 0.2, "label": "false", "noul": 0.4, "probabilities": { "false": 0.6, "true": 0.4 }, "type": "noul" }, "urgency": { "confidence": 0.483333, "label": "2", "probabilities": { "0": 0.05, "1": 0.216667, "2": 0.533333, "3": 0.2 }, "score": 1.883333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.28147100182832 }, { "id": "security_incidents_000057", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.669, "confidence": 0.669, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0951, "contain": 0.0717, "investigate": 0.6878, "monitor": 0.1453 }, "confidence": 0.3144, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9955, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0502, "1": 0.2423, "2": 0.4272, "3": 0.2225, "4": 0.0579 }, "confidence": 0.1573, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6438, "confidence": 0.6438, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.6864, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.60787299950607 }, { "id": "security_incidents_000058", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4861, "confidence": 0.5139, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1811, "contain": 0.1387, "investigate": 0.4162, "monitor": 0.264 }, "confidence": 0.0624, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.7949, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0571, "1": 0.1607, "2": 0.1585, "3": 0.1775, "4": 0.4462 }, "confidence": 0.1201, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.603, "confidence": 0.603, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.6071, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.2160930011014 }, { "id": "security_incidents_000059", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3626, "confidence": 0.6374, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0614, "contain": 0.2446, "investigate": 0.5037, "monitor": 0.1903 }, "confidence": 0.151, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 3.0333, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0429, "1": 0.1133, "2": 0.1504, "3": 0.1547, "4": 0.5388 }, "confidence": 0.1994, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6674, "confidence": 0.6674, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2769, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.75738799877581 }, { "id": "security_incidents_000061", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.507, "confidence": 0.507, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0751, "contain": 0.2919, "investigate": 0.4978, "monitor": 0.1352 }, "confidence": 0.1549, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2493, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0522, "1": 0.2045, "2": 0.3265, "3": 0.2754, "4": 0.1414 }, "confidence": 0.0829, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5191, "confidence": 0.5191, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.4919, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.86817800128483 }, { "id": "security_incidents_000062", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.1619, "confidence": 0.8381, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1292, "contain": 0.1609, "investigate": 0.5063, "monitor": 0.2036 }, "confidence": 0.1149, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.0261, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0636, "1": 0.231, "2": 0.4131, "3": 0.2004, "4": 0.0919 }, "confidence": 0.1175, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4342, "confidence": 0.5658, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.6094, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.4857319976436 }, { "id": "security_incidents_000066", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5209, "confidence": 0.5209, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0827, "contain": 0.1055, "investigate": 0.5841, "monitor": 0.2277 }, "confidence": 0.2106, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.6128, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.023, "1": 0.1092, "2": 0.2348, "3": 0.4979, "4": 0.1351 }, "confidence": 0.2006, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.647, "confidence": 0.647, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1044, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.98237600029097 }, { "id": "security_incidents_000067", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5244, "confidence": 0.5244, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0409, "contain": 0.1067, "investigate": 0.7131, "monitor": 0.1393 }, "confidence": 0.3614, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.0473, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.043, "1": 0.2575, "2": 0.4112, "3": 0.1859, "4": 0.1025 }, "confidence": 0.1325, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6827, "confidence": 0.6827, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.0534, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.23821799858706 }, { "id": "security_incidents_000068", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3234, "confidence": 0.6766, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.2155, "contain": 0.096, "investigate": 0.4954, "monitor": 0.1931 }, "confidence": 0.119, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9316, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0883, "1": 0.267, "2": 0.3699, "3": 0.1745, "4": 0.1004 }, "confidence": 0.0866, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.46, "confidence": 0.54, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.847, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.102, "1": 0.3016, "2": 0.2438, "3": 0.3526 }, "confidence": 0.0579, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.453333, "label": "false", "noul": 0.273333, "probabilities": { "false": 0.726667, "true": 0.273333 }, "type": "noul" }, "disposition": { "confidence": 0.28, "label": "investigate", "probabilities": { "close_benign": 0.126667, "contain": 0.04, "investigate": 0.46, "monitor": 0.373333 }, "type": "choice" }, "severity": { "confidence": 0.477778, "label": "3", "probabilities": { "0": 0.026667, "1": 0.073333, "2": 0.293333, "3": 0.5, "4": 0.106667 }, "score": 2.586667, "type": "score" }, "true_positive": { "confidence": 0.333333, "label": "false", "noul": 0.333333, "probabilities": { "false": 0.666667, "true": 0.333333 }, "type": "noul" }, "urgency": { "confidence": 0.35, "label": "2", "probabilities": { "0": 0.05, "1": 0.316667, "2": 0.4, "3": 0.233333 }, "score": 1.816667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.66556000037235 }, { "id": "security_incidents_000069", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3937, "confidence": 0.6063, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0655, "contain": 0.32, "investigate": 0.4179, "monitor": 0.1967 }, "confidence": 0.1145, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 3.3479, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0239, "1": 0.0613, "2": 0.0938, "3": 0.1852, "4": 0.6359 }, "confidence": 0.3275, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7357, "confidence": 0.7357, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.327, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.24578100000508 }, { "id": "security_incidents_000070", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5726, "confidence": 0.5726, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0991, "contain": 0.204, "investigate": 0.4763, "monitor": 0.2207 }, "confidence": 0.1055, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.6336, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0227, "1": 0.1139, "2": 0.2449, "3": 0.4443, "4": 0.1743 }, "confidence": 0.1657, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7464, "confidence": 0.7464, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3599, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.49574399908306 }, { "id": "security_incidents_000071", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6269, "confidence": 0.6269, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0808, "contain": 0.2278, "investigate": 0.5938, "monitor": 0.0976 }, "confidence": 0.2232, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 3.5248, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0055, "1": 0.015, "2": 0.0402, "3": 0.3277, "4": 0.6116 }, "confidence": 0.4488, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6063, "confidence": 0.6063, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.6107, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.42616900044959 }, { "id": "security_incidents_000072", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.1945, "confidence": 0.8055, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1805, "contain": 0.1248, "investigate": 0.5251, "monitor": 0.1695 }, "confidence": 0.1287, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.084, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.1253, "1": 0.2272, "2": 0.2694, "3": 0.1944, "4": 0.1837 }, "confidence": 0.0183, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.3188, "confidence": 0.6812, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.5677, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.1748, "1": 0.3083, "2": 0.2913, "3": 0.2257 }, "confidence": 0.0169, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.5, "label": "false", "noul": 0.25, "probabilities": { "false": 0.75, "true": 0.25 }, "type": "noul" }, "disposition": { "confidence": 0.288889, "label": "investigate", "probabilities": { "close_benign": 0.133333, "contain": 0.066667, "investigate": 0.466667, "monitor": 0.333333 }, "type": "choice" }, "severity": { "confidence": 0.0, "label": "3", "probabilities": { "0": 0.26, "1": 0.04, "2": 0.183333, "3": 0.333333, "4": 0.183333 }, "score": 2.14, "type": "score" }, "true_positive": { "confidence": 0.366667, "label": "false", "noul": 0.316667, "probabilities": { "false": 0.683333, "true": 0.316667 }, "type": "noul" }, "urgency": { "confidence": 0.048333, "label": "2", "probabilities": { "0": 0.276667, "1": 0.131667, "2": 0.325, "3": 0.266667 }, "score": 1.581667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.94976300094277 }, { "id": "security_incidents_000073", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3805, "confidence": 0.6195, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1399, "contain": 0.1537, "investigate": 0.4401, "monitor": 0.2663 }, "confidence": 0.0792, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.0715, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0602, "1": 0.1898, "2": 0.414, "3": 0.2904, "4": 0.0456 }, "confidence": 0.1614, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5191, "confidence": 0.5191, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8521, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.099460997618735 }, { "id": "security_incidents_000074", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5244, "confidence": 0.5244, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1023, "contain": 0.1787, "investigate": 0.571, "monitor": 0.148 }, "confidence": 0.175, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5941, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0355, "1": 0.0944, "2": 0.2242, "3": 0.5324, "4": 0.1135 }, "confidence": 0.2177, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5278, "confidence": 0.5278, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.0628, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0689, "1": 0.2317, "2": 0.267, "3": 0.4324 }, "confidence": 0.1068, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.333333, "label": "false", "noul": 0.333333, "probabilities": { "false": 0.666667, "true": 0.333333 }, "type": "noul" }, "disposition": { "confidence": 0.466667, "label": "investigate", "probabilities": { "close_benign": 0.05, "contain": 0.116667, "investigate": 0.6, "monitor": 0.233333 }, "type": "choice" }, "severity": { "confidence": 0.591667, "label": "3", "probabilities": { "0": 0.006667, "1": 0.043333, "2": 0.283333, "3": 0.566667, "4": 0.1 }, "score": 2.71, "type": "score" }, "true_positive": { "confidence": 0.1, "label": "true", "noul": 0.55, "probabilities": { "false": 0.45, "true": 0.55 }, "type": "noul" }, "urgency": { "confidence": 0.333333, "label": "3", "probabilities": { "0": 0.033333, "1": 0.116667, "2": 0.333333, "3": 0.516667 }, "score": 2.333333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.2071859993448 }, { "id": "security_incidents_000075", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.7206, "confidence": 0.7206, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1357, "contain": 0.0902, "investigate": 0.6839, "monitor": 0.0902 }, "confidence": 0.3039, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2281, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0339, "1": 0.1808, "2": 0.4234, "3": 0.247, "4": 0.1149 }, "confidence": 0.1414, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7384, "confidence": 0.7384, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.268, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.808783998916624 }, { "id": "security_incidents_000076", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6872, "confidence": 0.6872, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0461, "contain": 0.2081, "investigate": 0.6447, "monitor": 0.1011 }, "confidence": 0.2908, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 3.0699, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0187, "1": 0.0638, "2": 0.1494, "3": 0.365, "4": 0.4031 }, "confidence": 0.212, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7005, "confidence": 0.7005, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2391, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.718043999921065 }, { "id": "security_incidents_000077", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3498, "confidence": 0.6502, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1353, "contain": 0.1973, "investigate": 0.4606, "monitor": 0.2068 }, "confidence": 0.0811, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.1315, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0347, "1": 0.2373, "2": 0.3682, "3": 0.2813, "4": 0.0785 }, "confidence": 0.141, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5913, "confidence": 0.5913, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.78, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.44072099935147 }, { "id": "security_incidents_000078", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5726, "confidence": 0.5726, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0817, "contain": 0.1416, "investigate": 0.5463, "monitor": 0.2304 }, "confidence": 0.1705, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.8333, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0244, "1": 0.0948, "2": 0.1671, "3": 0.4508, "4": 0.263 }, "confidence": 0.1778, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6162, "confidence": 0.6162, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1435, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0597, "1": 0.1638, "2": 0.3498, "3": 0.4267 }, "confidence": 0.1377, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.533333, "label": "true", "noul": 0.766667, "probabilities": { "false": 0.233333, "true": 0.766667 }, "type": "noul" }, "disposition": { "confidence": 0.4, "label": "contain", "probabilities": { "close_benign": 0.036667, "contain": 0.55, "investigate": 0.316667, "monitor": 0.096667 }, "type": "choice" }, "severity": { "confidence": 0.497222, "label": "4", "probabilities": { "0": 0.003333, "1": 0.03, "2": 0.1, "3": 0.3, "4": 0.566667 }, "score": 3.396667, "type": "score" }, "true_positive": { "confidence": 0.633333, "label": "true", "noul": 0.816667, "probabilities": { "false": 0.183333, "true": 0.816667 }, "type": "noul" }, "urgency": { "confidence": 0.503333, "label": "3", "probabilities": { "0": 0.03, "1": 0.086667, "2": 0.233333, "3": 0.65 }, "score": 2.503333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.51803699822631 }, { "id": "security_incidents_000079", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5828, "confidence": 0.5828, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0355, "contain": 0.2545, "investigate": 0.5408, "monitor": 0.1692 }, "confidence": 0.2067, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.7797, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0253, "1": 0.1007, "2": 0.1839, "3": 0.4493, "4": 0.2408 }, "confidence": 0.1688, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.8055, "confidence": 0.8055, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3557, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0258, "1": 0.1391, "2": 0.2887, "3": 0.5464 }, "confidence": 0.237, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.566667, "label": "false", "noul": 0.216667, "probabilities": { "false": 0.783333, "true": 0.216667 }, "type": "noul" }, "disposition": { "confidence": 0.377778, "label": "investigate", "probabilities": { "close_benign": 0.133333, "contain": 0.05, "investigate": 0.533333, "monitor": 0.283333 }, "type": "choice" }, "severity": { "confidence": 0.263889, "label": "3", "probabilities": { "0": 0.05, "1": 0.166667, "2": 0.366667, "3": 0.383333, "4": 0.033333 }, "score": 2.183333, "type": "score" }, "true_positive": { "confidence": 0.066667, "label": "false", "noul": 0.466667, "probabilities": { "false": 0.533333, "true": 0.466667 }, "type": "noul" }, "urgency": { "confidence": 0.35, "label": "2", "probabilities": { "0": 0.083333, "1": 0.35, "2": 0.433333, "3": 0.133333 }, "score": 1.616667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 31.58402900226065 }, { "id": "security_incidents_000080", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3295, "confidence": 0.6705, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1476, "contain": 0.1262, "investigate": 0.5786, "monitor": 0.1476 }, "confidence": 0.1758, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.4386, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0462, "1": 0.1519, "2": 0.3266, "3": 0.2678, "4": 0.2075 }, "confidence": 0.0849, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6013, "confidence": 0.6013, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.7606, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 31.926118001138093 }, { "id": "security_incidents_000081", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.1234, "confidence": 0.8766, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1852, "contain": 0.1634, "investigate": 0.3814, "monitor": 0.27 }, "confidence": 0.041, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.9605, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0258, "1": 0.0576, "2": 0.1367, "3": 0.4899, "4": 0.2899 }, "confidence": 0.2299, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5486, "confidence": 0.5486, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.89, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.85613099797047 }, { "id": "security_incidents_000082", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3264, "confidence": 0.6736, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1975, "contain": 0.1742, "investigate": 0.4399, "monitor": 0.1884 }, "confidence": 0.0619, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.1786, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0761, "1": 0.201, "2": 0.2989, "3": 0.3164, "4": 0.1077 }, "confidence": 0.0782, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5913, "confidence": 0.5913, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.6315, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 35.52042899900698 }, { "id": "security_incidents_000083", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4878, "confidence": 0.5122, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0359, "contain": 0.4254, "investigate": 0.4601, "monitor": 0.0786 }, "confidence": 0.2497, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.4541, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0476, "1": 0.1717, "2": 0.2943, "3": 0.2518, "4": 0.2346 }, "confidence": 0.0712, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7909, "confidence": 0.7909, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3552, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.97040100005688 }, { "id": "security_incidents_000084", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5879, "confidence": 0.5879, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0562, "contain": 0.2022, "investigate": 0.6071, "monitor": 0.1345 }, "confidence": 0.2369, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3919, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0319, "1": 0.1677, "2": 0.3289, "3": 0.3197, "4": 0.1519 }, "confidence": 0.1141, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5434, "confidence": 0.5434, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1187, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0254, "1": 0.2295, "2": 0.3462, "3": 0.3989 }, "confidence": 0.1597, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.2, "label": "true", "noul": 0.6, "probabilities": { "false": 0.4, "true": 0.6 }, "type": "noul" }, "disposition": { "confidence": 0.533333, "label": "investigate", "probabilities": { "close_benign": 0.066667, "contain": 0.083333, "investigate": 0.65, "monitor": 0.2 }, "type": "choice" }, "severity": { "confidence": 0.513889, "label": "2", "probabilities": { "0": 0.02, "1": 0.1, "2": 0.483333, "3": 0.35, "4": 0.046667 }, "score": 2.303333, "type": "score" }, "true_positive": { "confidence": 0.366667, "label": "true", "noul": 0.683333, "probabilities": { "false": 0.316667, "true": 0.683333 }, "type": "noul" }, "urgency": { "confidence": 0.416667, "label": "2", "probabilities": { "0": 0.033333, "1": 0.233333, "2": 0.45, "3": 0.283333 }, "score": 1.983333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.0826839999645 }, { "id": "security_incidents_000085", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6162, "confidence": 0.6162, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0722, "contain": 0.1557, "investigate": 0.601, "monitor": 0.1711 }, "confidence": 0.2156, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5846, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0398, "1": 0.1045, "2": 0.2006, "3": 0.5413, "4": 0.1138 }, "confidence": 0.2132, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6766, "confidence": 0.6766, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2663, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0587, "1": 0.1226, "2": 0.3126, "3": 0.5062 }, "confidence": 0.1836, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.573333, "label": "true", "noul": 0.786667, "probabilities": { "false": 0.213333, "true": 0.786667 }, "type": "noul" }, "disposition": { "confidence": 0.466667, "label": "investigate", "probabilities": { "close_benign": 0.05, "contain": 0.2, "investigate": 0.6, "monitor": 0.15 }, "type": "choice" }, "severity": { "confidence": 0.577778, "label": "3", "probabilities": { "0": 0.006667, "1": 0.043333, "2": 0.266667, "3": 0.55, "4": 0.133333 }, "score": 2.76, "type": "score" }, "true_positive": { "confidence": 0.7, "label": "true", "noul": 0.85, "probabilities": { "false": 0.15, "true": 0.85 }, "type": "noul" }, "urgency": { "confidence": 0.396667, "label": "3", "probabilities": { "0": 0.02, "1": 0.113333, "2": 0.316667, "3": 0.55 }, "score": 2.396667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 34.12115099854418 }, { "id": "security_incidents_000086", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5191, "confidence": 0.5191, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0567, "contain": 0.1716, "investigate": 0.6317, "monitor": 0.1399 }, "confidence": 0.2566, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9214, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0845, "1": 0.2628, "2": 0.3799, "3": 0.1924, "4": 0.0804 }, "confidence": 0.1006, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6565, "confidence": 0.6565, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8003, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.072254998842254 }, { "id": "security_incidents_000087", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.424, "confidence": 0.576, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0507, "contain": 0.1822, "investigate": 0.5732, "monitor": 0.194 }, "confidence": 0.2076, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3164, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0634, "1": 0.1864, "2": 0.2733, "3": 0.324, "4": 0.1528 }, "confidence": 0.0712, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7049, "confidence": 0.7049, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.222, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.59439600171754 }, { "id": "security_incidents_000088", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.533, "confidence": 0.533, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0565, "contain": 0.1939, "investigate": 0.5914, "monitor": 0.1581 }, "confidence": 0.2189, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3218, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0671, "1": 0.1559, "2": 0.3449, "3": 0.2525, "4": 0.1797 }, "confidence": 0.0717, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6549, "confidence": 0.6549, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1983, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.381185999838635 }, { "id": "security_incidents_000089", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4548, "confidence": 0.5452, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1177, "contain": 0.1743, "investigate": 0.5659, "monitor": 0.1421 }, "confidence": 0.1663, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.3406, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0419, "1": 0.1146, "2": 0.3934, "3": 0.3613, "4": 0.0888 }, "confidence": 0.1731, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5174, "confidence": 0.5174, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1203, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0498, "1": 0.2132, "2": 0.3039, "3": 0.4331 }, "confidence": 0.132, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.1, "label": "true", "noul": 0.55, "probabilities": { "false": 0.45, "true": 0.55 }, "type": "noul" }, "disposition": { "confidence": 0.377778, "label": "investigate", "probabilities": { "close_benign": 0.036667, "contain": 0.366667, "investigate": 0.533333, "monitor": 0.063333 }, "type": "choice" }, "severity": { "confidence": 0.638889, "label": "3", "probabilities": { "0": 0.0, "1": 0.033333, "2": 0.133333, "3": 0.6, "4": 0.233333 }, "score": 3.033333, "type": "score" }, "true_positive": { "confidence": 0.486667, "label": "true", "noul": 0.743333, "probabilities": { "false": 0.256667, "true": 0.743333 }, "type": "noul" }, "urgency": { "confidence": 0.543333, "label": "3", "probabilities": { "0": 0.023333, "1": 0.06, "2": 0.266667, "3": 0.65 }, "score": 2.543333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.18476799904602 }, { "id": "security_incidents_000090", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5828, "confidence": 0.5828, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1072, "contain": 0.1978, "investigate": 0.5844, "monitor": 0.1106 }, "confidence": 0.194, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.0806, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0594, "1": 0.1939, "2": 0.4352, "3": 0.2299, "4": 0.0817 }, "confidence": 0.1361, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.507, "confidence": 0.507, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2012, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0357, "1": 0.1642, "2": 0.3633, "3": 0.4368 }, "confidence": 0.1739, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.366667, "label": "true", "noul": 0.683333, "probabilities": { "false": 0.316667, "true": 0.683333 }, "type": "noul" }, "disposition": { "confidence": 0.333333, "label": "investigate", "probabilities": { "close_benign": 0.033333, "contain": 0.333333, "investigate": 0.5, "monitor": 0.133333 }, "type": "choice" }, "severity": { "confidence": 0.430556, "label": "2", "probabilities": { "0": 0.033333, "1": 0.15, "2": 0.416667, "3": 0.333333, "4": 0.066667 }, "score": 2.25, "type": "score" }, "true_positive": { "confidence": 0.566667, "label": "true", "noul": 0.783333, "probabilities": { "false": 0.216667, "true": 0.783333 }, "type": "noul" }, "urgency": { "confidence": 0.383333, "label": "3", "probabilities": { "0": 0.033333, "1": 0.1, "2": 0.316667, "3": 0.55 }, "score": 2.383333, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.924819003004814 }, { "id": "security_incidents_000091", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3009, "confidence": 0.6991, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1393, "contain": 0.2491, "investigate": 0.4117, "monitor": 0.1999 }, "confidence": 0.0565, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.9001, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0511, "1": 0.1047, "2": 0.2009, "3": 0.1794, "4": 0.4639 }, "confidence": 0.1455, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4948, "confidence": 0.5052, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.851, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.1045, "1": 0.2963, "2": 0.2429, "3": 0.3563 }, "confidence": 0.0566, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.366667, "label": "false", "noul": 0.316667, "probabilities": { "false": 0.683333, "true": 0.316667 }, "type": "noul" }, "disposition": { "confidence": 0.533333, "label": "investigate", "probabilities": { "close_benign": 0.05, "contain": 0.133333, "investigate": 0.65, "monitor": 0.166667 }, "type": "choice" }, "severity": { "confidence": 0.513889, "label": "3", "probabilities": { "0": 0.0, "1": 0.05, "2": 0.15, "3": 0.466667, "4": 0.333333 }, "score": 3.083333, "type": "score" }, "true_positive": { "confidence": 0.033333, "label": "true", "noul": 0.516667, "probabilities": { "false": 0.483333, "true": 0.516667 }, "type": "noul" }, "urgency": { "confidence": 0.45, "label": "2", "probabilities": { "0": 0.016667, "1": 0.116667, "2": 0.466667, "3": 0.4 }, "score": 2.25, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.515581002575345 }, { "id": "security_incidents_000092", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5486, "confidence": 0.5486, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0496, "contain": 0.1716, "investigate": 0.6124, "monitor": 0.1663 }, "confidence": 0.2424, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.756, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0266, "1": 0.0821, "2": 0.1882, "3": 0.515, "4": 0.1882 }, "confidence": 0.2096, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7303, "confidence": 0.7303, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.4894, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.00536299866508 }, { "id": "security_incidents_000093", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.2602, "confidence": 0.7398, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1708, "contain": 0.1735, "investigate": 0.4739, "monitor": 0.1818 }, "confidence": 0.0842, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 1.9266, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0595, "1": 0.249, "2": 0.4581, "3": 0.1722, "4": 0.0612 }, "confidence": 0.164, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.2937, "confidence": 0.7063, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.5715, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.13161400001263 }, { "id": "security_incidents_000094", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.5641, "confidence": 0.5641, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0438, "contain": 0.3823, "investigate": 0.4404, "monitor": 0.1335 }, "confidence": 0.1816, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.5804, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0472, "1": 0.1083, "2": 0.2722, "3": 0.3614, "4": 0.2109 }, "confidence": 0.1083, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7121, "confidence": 0.7121, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3463, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.0134600008023 }, { "id": "security_incidents_000095", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.2509, "confidence": 0.7491, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1825, "contain": 0.1313, "investigate": 0.5065, "monitor": 0.1797 }, "confidence": 0.1128, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.4763, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0379, "1": 0.1213, "2": 0.2536, "3": 0.5008, "4": 0.0863 }, "confidence": 0.2011, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4965, "confidence": 0.5035, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.9519, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0748, "1": 0.2276, "2": 0.3686, "3": 0.3291 }, "confidence": 0.0879, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.66, "label": "false", "noul": 0.17, "probabilities": { "false": 0.83, "true": 0.17 }, "type": "noul" }, "disposition": { "confidence": 0.226667, "label": "monitor", "probabilities": { "close_benign": 0.19, "contain": 0.03, "investigate": 0.36, "monitor": 0.42 }, "type": "choice" }, "severity": { "confidence": 0.513889, "label": "3", "probabilities": { "0": 0.02, "1": 0.063333, "2": 0.31, "3": 0.52, "4": 0.086667 }, "score": 2.59, "type": "score" }, "true_positive": { "confidence": 0.446667, "label": "false", "noul": 0.276667, "probabilities": { "false": 0.723333, "true": 0.276667 }, "type": "noul" }, "urgency": { "confidence": 0.386667, "label": "2", "probabilities": { "0": 0.04, "1": 0.283333, "2": 0.426667, "3": 0.25 }, "score": 1.886667, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.2320540001092 }, { "id": "security_incidents_000096", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.7199, "confidence": 0.7199, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0282, "contain": 0.1594, "investigate": 0.6977, "monitor": 0.1147 }, "confidence": 0.3558, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.7238, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0198, "1": 0.0972, "2": 0.2391, "3": 0.4275, "4": 0.2165 }, "confidence": 0.1669, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6438, "confidence": 0.6438, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.2691, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0163, "1": 0.106, "2": 0.4699, "3": 0.4078 }, "confidence": 0.2601, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.166667, "label": "true", "noul": 0.583333, "probabilities": { "false": 0.416667, "true": 0.583333 }, "type": "noul" }, "disposition": { "confidence": 0.511111, "label": "investigate", "probabilities": { "close_benign": 0.036667, "contain": 0.25, "investigate": 0.633333, "monitor": 0.08 }, "type": "choice" }, "severity": { "confidence": 0.591667, "label": "3", "probabilities": { "0": 0.016667, "1": 0.056667, "2": 0.176667, "3": 0.6, "4": 0.15 }, "score": 2.81, "type": "score" }, "true_positive": { "confidence": 0.566667, "label": "true", "noul": 0.783333, "probabilities": { "false": 0.216667, "true": 0.783333 }, "type": "noul" }, "urgency": { "confidence": 0.5, "label": "3", "probabilities": { "0": 0.016667, "1": 0.083333, "2": 0.283333, "3": 0.616667 }, "score": 2.5, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.52350199909415 }, { "id": "security_incidents_000097", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4652, "confidence": 0.5348, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0895, "contain": 0.1678, "investigate": 0.6275, "monitor": 0.1151 }, "confidence": 0.2376, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2066, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.079, "1": 0.1675, "2": 0.3125, "3": 0.35, "4": 0.091 }, "confidence": 0.0998, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6113, "confidence": 0.6113, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.8384, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.12284300045576 }, { "id": "security_incidents_000098", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6628, "confidence": 0.6628, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0415, "contain": 0.1679, "investigate": 0.7009, "monitor": 0.0896 }, "confidence": 0.353, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.7383, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0211, "1": 0.0854, "2": 0.2072, "3": 0.5063, "4": 0.1798 }, "confidence": 0.2103, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.6705, "confidence": 0.6705, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3294, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.00770400164765 }, { "id": "security_incidents_000099", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.7921, "confidence": 0.7921, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0411, "contain": 0.1638, "investigate": 0.6944, "monitor": 0.1007 }, "confidence": 0.3422, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.7886, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0203, "1": 0.0821, "2": 0.2379, "3": 0.4078, "4": 0.2518 }, "confidence": 0.1679, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.7371, "confidence": 0.7371, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.3735, "legend": { "0": "No time pressure; 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can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.54907099835691 }, { "id": "security_incidents_000016", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.4566, "confidence": 0.5434, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0619, "contain": 0.0924, "investigate": 0.6737, "monitor": 0.1719 }, "confidence": 0.3067, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.8936, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0407, "1": 0.1354, "2": 0.1849, "3": 0.1675, "4": 0.4715 }, "confidence": 0.1507, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.5777, "confidence": 0.5777, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1998, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.68457999729435 }, { "id": "security_incidents_000017", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.6063, "confidence": 0.6063, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.0771, "contain": 0.2407, "investigate": 0.5196, "monitor": 0.1626 }, "confidence": 0.1517, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.1155, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0639, "1": 0.1985, "2": 0.3921, "3": 0.2491, "4": 0.0963 }, "confidence": 0.1081, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.753, "confidence": 0.753, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.1086, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.0567, "1": 0.1808, "2": 0.3596, "3": 0.4028 }, "confidence": 0.13, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.266667, "label": "true", "noul": 0.633333, "probabilities": { "false": 0.366667, "true": 0.633333 }, "type": "noul" }, "disposition": { "confidence": 0.555556, "label": "investigate", "probabilities": { "close_benign": 0.06, "contain": 0.09, "investigate": 0.666667, "monitor": 0.183333 }, "type": "choice" }, "severity": { "confidence": 0.480556, "label": "2", "probabilities": { "0": 0.066667, "1": 0.366667, "2": 0.45, "3": 0.11, "4": 0.006667 }, "score": 1.623333, "type": "score" }, "true_positive": { "confidence": 0.56, "label": "true", "noul": 0.78, "probabilities": { "false": 0.22, "true": 0.78 }, "type": "noul" }, "urgency": { "confidence": 0.433333, "label": "2", "probabilities": { "0": 0.05, "1": 0.283333, "2": 0.483333, "3": 0.183333 }, "score": 1.8, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.022234001691686 }, { "id": "security_incidents_000018", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.3498, "confidence": 0.6502, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.102, "contain": 0.2382, "investigate": 0.5223, "monitor": 0.1375 }, "confidence": 0.144, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.2433, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0468, "1": 0.1776, "2": 0.366, "3": 0.3044, "4": 0.1051 }, "confidence": 0.1195, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.4583, "confidence": 0.5417, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 2.0493, "legend": { "0": "No time pressure; 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close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 32.795387000078335 }, { "id": "security_incidents_000019", "workflow": "security_incidents", "pred": { "credential_compromise": { "type": "noul", "noul": 0.2102, "confidence": 0.7898, "action": { "act_probability": 1.0 } }, "disposition": { "type": "choice", "choice": "investigate", "probabilities": { "close_benign": 0.1245, "contain": 0.1368, "investigate": 0.5196, "monitor": 0.2191 }, "confidence": 0.1313, "action": { "act_probability": 1.0 } }, "severity": { "type": "score", "score": 2.4191, "legend": { "0": "Negligible: no access to anything sensitive.", "1": "Low: limited access, easily reversed.", "2": "Moderate: access to internal systems or non-public data.", "3": "High: access to production, secrets or customer data.", "4": "Critical: active compromise of crown-jewel systems." }, "probabilities": { "0": 0.0448, "1": 0.155, "2": 0.2406, "3": 0.4554, "4": 0.1042 }, "confidence": 0.152, "action": { "act_probability": 1.0 } }, "true_positive": { "type": "noul", "noul": 0.3083, "confidence": 0.6917, "action": { "act_probability": 1.0 } }, "urgency": { "type": "score", "score": 1.7797, "legend": { "0": "No time pressure; can wait indefinitely.", "1": "Routine; handle within the normal queue.", "2": "Elevated; should be handled within the same week.", "3": "Critical; requires action within the same day." }, "probabilities": { "0": 0.1169, "1": 0.2326, "2": 0.4043, "3": 0.2462 }, "confidence": 0.0613, "action": { "act_probability": 1.0 } } }, "gold": { "credential_compromise": { "confidence": 0.066667, "label": "true", "noul": 0.533333, "probabilities": { "false": 0.466667, "true": 0.533333 }, "type": "noul" }, "disposition": { "confidence": 0.591111, "label": "investigate", "probabilities": { "close_benign": 0.043333, "contain": 0.09, "investigate": 0.693333, "monitor": 0.173333 }, "type": "choice" }, "severity": { "confidence": 0.730556, "label": "3", "probabilities": { "0": 0.006667, "1": 0.026667, "2": 0.133333, "3": 0.716667, "4": 0.116667 }, "score": 2.91, "type": "score" }, "true_positive": { "confidence": 0.166667, "label": "true", "noul": 0.583333, "probabilities": { "false": 0.416667, "true": 0.583333 }, "type": "noul" }, "urgency": { "confidence": 0.49, "label": "3", "probabilities": { "0": 0.01, "1": 0.073333, "2": 0.333333, "3": 0.583333 }, "score": 2.49, "type": "score" } }, "questions": { "credential_compromise": { "instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul" }, "disposition": { "criteria": { "close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "investigate": "Warrants an analyst opening an investigation.", "monitor": "Not clearly malicious, but worth watching for recurrence." }, "instructions": "How should this security alert be dispositioned?", "type": "choice" }, "severity": { "criteria": [ "Negligible: no access to anything sensitive.", "Low: limited access, easily reversed.", "Moderate: access to internal systems or non-public data.", "High: access to production, secrets or customer data.", "Critical: active compromise of crown-jewel systems." ], "instructions": "How severe is the potential impact if this alert is real?", "type": "score" }, "true_positive": { "criteria": { "false": "Benign activity, a misconfiguration, or a known false positive.", "true": "The underlying behaviour is malicious or unauthorised." }, "instructions": "This alert reflects genuinely malicious or unauthorised activity.", "type": "noul" }, "urgency": { "criteria": [ "No time pressure; can wait indefinitely.", "Routine; handle within the normal queue.", "Elevated; should be handled within the same week.", "Critical; requires action within the same day." ], "instructions": "How quickly must a responder act on this alert?", "type": "score" } }, "latency_ms": 33.36800699980813 } ] }