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yao-meta-skill/examples/governed-incident-command/optimization/reports/description_optimization.json
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2026-05-01 14:27:51 +08:00

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{
"current_description": "Build governed incident command packets. Use when asked to standardize incident review, run severity assessment, or assemble incident communication.",
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"exclusive_negative_concepts": [],
"semantic_coverage": 0.0,
"support_score": 0.2,
"lexical_support": 0.077,
"negative_penalty": 0,
"coverage_boost": 0.0,
"concept_evidence": {
"positive": {
"incident_inputs": [
"incident notes"
]
},
"negative": {}
}
}
},
{
"prompt": "Explain incident severity and summarize the outage timeline for training.",
"family": "adversarial_explain_and_summary_collision",
"score": 0.032,
"predicted_trigger": false,
"expected_trigger": false,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"severity_assessment",
"comms_and_owners",
"governed_workflow"
],
"matched_desired_concepts": [
"severity_assessment"
],
"extra_positive_concepts": [
"incident_inputs"
],
"matched_negative_concepts": [
"explain_only"
],
"exclusive_negative_concepts": [
"explain_only"
],
"semantic_coverage": 0.409,
"support_score": 0.2,
"lexical_support": 0.2,
"negative_penalty": 0.26,
"coverage_boost": 0.0,
"concept_evidence": {
"positive": {
"incident_inputs": [
"timeline"
],
"severity_assessment": [
"severity"
]
},
"negative": {
"explain_only": [
"explain incident severity"
]
}
}
}
}
],
"near_neighbor": [
{
"prompt": "Sketch a future incident review playbook for later, but do not package a reusable workflow.",
"family": "adversarial_future_playbook_not_packet",
"score": 0.021,
"predicted_trigger": false,
"expected_trigger": false,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"severity_assessment",
"comms_and_owners",
"governed_workflow"
],
"matched_desired_concepts": [],
"extra_positive_concepts": [
"reusable_packaging"
],
"matched_negative_concepts": [],
"exclusive_negative_concepts": [],
"semantic_coverage": 0.0,
"support_score": 0.04,
"lexical_support": 0.143,
"negative_penalty": 0,
"coverage_boost": 0.0,
"concept_evidence": {
"positive": {
"reusable_packaging": [
"reusable",
"workflow",
"package"
]
},
"negative": {}
}
}
},
{
"prompt": "Troubleshoot the outage and fix the service before we talk about reusable incident packets.",
"family": "adversarial_debugging_collision",
"score": 0.0,
"predicted_trigger": false,
"expected_trigger": false,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"severity_assessment",
"comms_and_owners",
"governed_workflow"
],
"matched_desired_concepts": [],
"extra_positive_concepts": [
"reusable_packaging"
],
"matched_negative_concepts": [
"generic_debugging"
],
"exclusive_negative_concepts": [
"generic_debugging"
],
"semantic_coverage": 0.0,
"support_score": 0.04,
"lexical_support": 0.154,
"negative_penalty": 0.3,
"coverage_boost": 0.0,
"concept_evidence": {
"positive": {
"reusable_packaging": [
"reusable"
]
},
"negative": {
"generic_debugging": [
"fix the service"
]
}
}
}
}
]
}
},
"baseline_adversarial_holdout_report": {
"threshold": 0.34,
"threshold_explanation": "Prompts at or above the threshold are treated as trigger matches. Scores are driven primarily by semantic intent coverage: packaging intent, workflow-to-skill transformation intent, reuse/distribution intent, and eval intent. Explicit exclusions such as summary-only, translation-only, one-off, document-only, or do-not-build directives apply direct penalties and can override otherwise similar wording.",
"false_positives": 0,
"false_negatives": 0,
"precision": 1.0,
"recall": 1.0,
"bucket_stats": {
"should_trigger": {
"total": 2,
"passed": 2,
"pass_rate": 1.0
},
"should_not_trigger": {
"total": 2,
"passed": 2,
"pass_rate": 1.0
},
"near_neighbor": {
"total": 2,
"passed": 2,
"pass_rate": 1.0
}
},
"family_stats": {
"adversarial_governed_packet_from_noise": {
"total": 1,
"passed": 1,
"false_positives": 0,
"false_negatives": 0,
"pass_rate": 1.0
},
"adversarial_operational_skill_route": {
"total": 1,
"passed": 1,
"false_positives": 0,
"false_negatives": 0,
"pass_rate": 1.0
},
"adversarial_single_update_collision": {
"total": 1,
"passed": 1,
"false_positives": 0,
"false_negatives": 0,
"pass_rate": 1.0
},
"adversarial_explain_and_summary_collision": {
"total": 1,
"passed": 1,
"false_positives": 0,
"false_negatives": 0,
"pass_rate": 1.0
},
"adversarial_future_playbook_not_packet": {
"total": 1,
"passed": 1,
"false_positives": 0,
"false_negatives": 0,
"pass_rate": 1.0
},
"adversarial_debugging_collision": {
"total": 1,
"passed": 1,
"false_positives": 0,
"false_negatives": 0,
"pass_rate": 1.0
}
},
"misfires": [],
"results": {
"should_trigger": [
{
"prompt": "Ignore the incident chatter and assemble a governed incident packet from alerts, transcripts, and stakeholder requirements, including severity assessment and owner actions.",
"family": "adversarial_governed_packet_from_noise",
"score": 0.99,
"predicted_trigger": true,
"expected_trigger": true,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"incident_packet",
"incident_inputs",
"severity_assessment",
"comms_and_owners",
"governed_workflow",
"reusable_packaging"
],
"matched_desired_concepts": [
"comms_and_owners",
"governed_workflow",
"incident_inputs",
"incident_packet",
"severity_assessment"
],
"extra_positive_concepts": [],
"matched_negative_concepts": [],
"exclusive_negative_concepts": [],
"semantic_coverage": 0.96,
"support_score": 0,
"lexical_support": 0.579,
"negative_penalty": 0,
"coverage_boost": 0.06,
"concept_evidence": {
"positive": {
"comms_and_owners": [
"owner"
],
"governed_workflow": [
"governed"
],
"incident_inputs": [
"alerts",
"transcripts",
"stakeholder requirements"
],
"incident_packet": [
"governed incident packet"
],
"severity_assessment": [
"severity assessment",
"severity"
]
},
"negative": {}
}
}
},
{
"prompt": "Treat this outage as a maintained operational skill: standardize the incident review, assess severity, and package communications.",
"family": "adversarial_operational_skill_route",
"score": 0.387,
"predicted_trigger": true,
"expected_trigger": true,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"incident_packet",
"incident_inputs",
"severity_assessment",
"comms_and_owners",
"governed_workflow",
"reusable_packaging"
],
"matched_desired_concepts": [
"governed_workflow",
"reusable_packaging",
"severity_assessment"
],
"extra_positive_concepts": [],
"matched_negative_concepts": [],
"exclusive_negative_concepts": [],
"semantic_coverage": 0.32,
"support_score": 0,
"lexical_support": 0.412,
"negative_penalty": 0,
"coverage_boost": 0.06,
"concept_evidence": {
"positive": {
"governed_workflow": [
"maintained",
"operational skill"
],
"reusable_packaging": [
"skill",
"package"
],
"severity_assessment": [
"severity"
]
},
"negative": {}
}
},
"boundary_case": true
}
],
"should_not_trigger": [
{
"prompt": "Write one short customer outage update from these incident notes and stop there.",
"family": "adversarial_single_update_collision",
"score": 0.215,
"predicted_trigger": false,
"expected_trigger": false,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"incident_packet",
"incident_inputs",
"severity_assessment",
"comms_and_owners",
"governed_workflow",
"reusable_packaging"
],
"matched_desired_concepts": [
"incident_inputs"
],
"extra_positive_concepts": [],
"matched_negative_concepts": [],
"exclusive_negative_concepts": [],
"semantic_coverage": 0.2,
"support_score": 0,
"lexical_support": 0.385,
"negative_penalty": 0,
"coverage_boost": 0.0,
"concept_evidence": {
"positive": {
"incident_inputs": [
"incident notes"
]
},
"negative": {}
}
}
},
{
"prompt": "Explain incident severity and summarize the outage timeline for training.",
"family": "adversarial_explain_and_summary_collision",
"score": 0.012,
"predicted_trigger": false,
"expected_trigger": false,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"incident_packet",
"incident_inputs",
"severity_assessment",
"comms_and_owners",
"governed_workflow",
"reusable_packaging"
],
"matched_desired_concepts": [
"incident_inputs",
"severity_assessment"
],
"extra_positive_concepts": [],
"matched_negative_concepts": [
"explain_only"
],
"exclusive_negative_concepts": [
"explain_only"
],
"semantic_coverage": 0.38,
"support_score": 0,
"lexical_support": 0.4,
"negative_penalty": 0.26,
"coverage_boost": 0.04,
"concept_evidence": {
"positive": {
"incident_inputs": [
"timeline"
],
"severity_assessment": [
"severity"
]
},
"negative": {
"explain_only": [
"explain incident severity"
]
}
}
}
}
],
"near_neighbor": [
{
"prompt": "Sketch a future incident review playbook for later, but do not package a reusable workflow.",
"family": "adversarial_future_playbook_not_packet",
"score": 0.071,
"predicted_trigger": false,
"expected_trigger": false,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"incident_packet",
"incident_inputs",
"severity_assessment",
"comms_and_owners",
"governed_workflow",
"reusable_packaging"
],
"matched_desired_concepts": [
"reusable_packaging"
],
"extra_positive_concepts": [],
"matched_negative_concepts": [],
"exclusive_negative_concepts": [],
"semantic_coverage": 0.04,
"support_score": 0,
"lexical_support": 0.429,
"negative_penalty": 0,
"coverage_boost": 0.0,
"concept_evidence": {
"positive": {
"reusable_packaging": [
"reusable",
"workflow",
"package"
]
},
"negative": {}
}
}
},
{
"prompt": "Troubleshoot the outage and fix the service before we talk about reusable incident packets.",
"family": "adversarial_debugging_collision",
"score": 0.0,
"predicted_trigger": false,
"expected_trigger": false,
"passed": true,
"score_detail": {
"mode": "semantic-intent",
"desired_positive_concepts": [
"incident_packet",
"incident_inputs",
"severity_assessment",
"comms_and_owners",
"governed_workflow",
"reusable_packaging"
],
"matched_desired_concepts": [
"reusable_packaging"
],
"extra_positive_concepts": [],
"matched_negative_concepts": [
"generic_debugging"
],
"exclusive_negative_concepts": [
"generic_debugging"
],
"semantic_coverage": 0.04,
"support_score": 0,
"lexical_support": 0.308,
"negative_penalty": 0.3,
"coverage_boost": 0.0,
"concept_evidence": {
"positive": {
"reusable_packaging": [
"reusable"
]
},
"negative": {
"generic_debugging": [
"fix the service"
]
}
}
}
}
]
}
},
"candidates": [
{
"id": "current",
"label": "Current",
"description": "Build governed incident command packets. Use when asked to standardize incident review, run severity assessment, or assemble incident communication.",
"strategy": "current",
"estimated_tokens": 37,
"dev": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.667,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
},
"selection_key": [
0,
1,
-1.0,
-1.0,
-1.0,
-0.667,
37
],
"holdout": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.5,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
}
},
{
"id": "guardrail",
"label": "Guardrail",
"description": "Build governed incident command packets from alerts, incident notes, transcripts, or stakeholder requirements. Do not use for generic debugging, one-off incident explanations, or drafting a single update.",
"strategy": "guardrail_template",
"estimated_tokens": 51,
"dev": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.667,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
},
"selection_key": [
0,
1,
-1.0,
-1.0,
-1.0,
-0.667,
51
],
"holdout": {
"false_positives": 1,
"false_negatives": 1,
"precision": 0.5,
"recall": 0.5,
"near_neighbor_pass_rate": 0.5,
"should_not_trigger_pass_rate": 1.0
}
},
{
"id": "balanced",
"label": "Balanced",
"description": "Build governed incident command packets from alerts, incident notes, transcripts, or stakeholder requirements. Use when asked to standardize incident review, run severity assessment, or assemble incident communication.",
"strategy": "balanced_template",
"estimated_tokens": 54,
"dev": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.667,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
},
"selection_key": [
0,
1,
-1.0,
-1.0,
-1.0,
-0.667,
54
],
"holdout": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.5,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
}
},
{
"id": "boundary",
"label": "Boundary",
"description": "Build governed incident command packets from alerts, incident notes, transcripts, or stakeholder requirements. Use when asked to standardize incident review, run severity assessment, or assemble incident communication. Do not use for generic debugging, one-off incident explanations, or drafting a single update.",
"strategy": "boundary_template",
"estimated_tokens": 78,
"dev": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.667,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
},
"selection_key": [
0,
1,
-1.0,
-1.0,
-1.0,
-0.667,
78
],
"holdout": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.5,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
}
},
{
"id": "artifact_aware",
"label": "Artifact Aware",
"description": "Build governed incident command packets from alerts, incident notes, transcripts, or stakeholder requirements. Trigger when requests mention alerts, incident notes, transcripts, or stakeholder requirements and the job is to standardize incident review, run severity assessment, or assemble incident communication.",
"strategy": "artifact_template",
"estimated_tokens": 78,
"dev": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.667,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
},
"selection_key": [
0,
1,
-1.0,
-1.0,
-1.0,
-0.667,
78
],
"holdout": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.5,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
}
}
],
"selection_logic": {
"priority": [
"fewest false positives",
"fewest false negatives",
"highest near-neighbor pass rate",
"highest negative pass rate",
"highest precision",
"highest recall",
"shortest description"
]
},
"comparison": {
"winner_vs_current_dev": {
"baseline_false_positives": 0,
"baseline_false_negatives": 1,
"improved_false_positives": 0,
"improved_false_negatives": 1,
"false_positive_delta": 0,
"false_negative_delta": 0,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 0.667,
"improved_recall": 0.667
},
"winner_vs_current_holdout": {
"baseline_false_positives": 0,
"baseline_false_negatives": 1,
"improved_false_positives": 0,
"improved_false_negatives": 1,
"false_positive_delta": 0,
"false_negative_delta": 0,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 0.5,
"improved_recall": 0.5
},
"winner_vs_current_blind_holdout": {
"baseline_false_positives": 0,
"baseline_false_negatives": 0,
"improved_false_positives": 0,
"improved_false_negatives": 0,
"false_positive_delta": 0,
"false_negative_delta": 0,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 1.0,
"improved_recall": 1.0
},
"winner_vs_baseline_dev": {
"baseline_false_positives": 0,
"baseline_false_negatives": 1,
"improved_false_positives": 0,
"improved_false_negatives": 1,
"false_positive_delta": 0,
"false_negative_delta": 0,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 0.667,
"improved_recall": 0.667
},
"winner_vs_baseline_holdout": {
"baseline_false_positives": 0,
"baseline_false_negatives": 2,
"improved_false_positives": 0,
"improved_false_negatives": 1,
"false_positive_delta": 0,
"false_negative_delta": -1,
"baseline_precision": null,
"improved_precision": 1.0,
"baseline_recall": 0.0,
"improved_recall": 0.5
},
"winner_vs_baseline_blind_holdout": {
"baseline_false_positives": 0,
"baseline_false_negatives": 1,
"improved_false_positives": 0,
"improved_false_negatives": 0,
"false_positive_delta": 0,
"false_negative_delta": -1,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 0.5,
"improved_recall": 1.0
},
"winner_vs_current_judge_blind_holdout": {
"baseline_false_positives": 0,
"baseline_false_negatives": 0,
"improved_false_positives": 0,
"improved_false_negatives": 0,
"false_positive_delta": 0,
"false_negative_delta": 0,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 1.0,
"improved_recall": 1.0
},
"winner_vs_baseline_judge_blind_holdout": {
"baseline_false_positives": 0,
"baseline_false_negatives": 0,
"improved_false_positives": 0,
"improved_false_negatives": 0,
"false_positive_delta": 0,
"false_negative_delta": 0,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 1.0,
"improved_recall": 1.0
},
"winner_vs_current_adversarial_holdout": {
"baseline_false_positives": 0,
"baseline_false_negatives": 0,
"improved_false_positives": 0,
"improved_false_negatives": 0,
"false_positive_delta": 0,
"false_negative_delta": 0,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 1.0,
"improved_recall": 1.0
},
"winner_vs_baseline_adversarial_holdout": {
"baseline_false_positives": 0,
"baseline_false_negatives": 0,
"improved_false_positives": 0,
"improved_false_negatives": 0,
"false_positive_delta": 0,
"false_negative_delta": 0,
"baseline_precision": 1.0,
"improved_precision": 1.0,
"baseline_recall": 1.0,
"improved_recall": 1.0
}
},
"acceptance_gates": {
"selection_basis": "dev only",
"holdout_non_regression": {
"winner": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.5,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
},
"current": {
"false_positives": 0,
"false_negatives": 1,
"precision": 1.0,
"recall": 0.5,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
},
"baseline": {
"false_positives": 0,
"false_negatives": 2,
"precision": null,
"recall": 0.0,
"near_neighbor_pass_rate": 1.0,
"should_not_trigger_pass_rate": 1.0
},
"winner_calibration": {
"threshold": 0.48,
"mean_positive_score": 0.37,
"mean_non_trigger_score": 0.019,
"mean_near_neighbor_score": 0.037,
"min_positive_score": 0.08,
"max_non_trigger_score": 0.057,
"score_gap": 0.023,
"threshold_margin": -0.4,
"positive_threshold_buffer": -0.4,
"negative_threshold_buffer": 0.423,
"boundary_case_count": 0,
"boundary_case_rate": 0.0,
"risk_band": "overlap"
},
"current_calibration": {
"threshold": 0.48,
"mean_positive_score": 0.37,
"mean_non_trigger_score": 0.019,
"mean_near_neighbor_score": 0.037,
"min_positive_score": 0.08,
"max_non_trigger_score": 0.057,
"score_gap": 0.023,
"threshold_margin": -0.4,
"positive_threshold_buffer": -0.4,
"negative_threshold_buffer": 0.423,
"boundary_case_count": 0,
"boundary_case_rate": 0.0,
"risk_band": "overlap"
},
"baseline_calibration": {
"threshold": 0.48,
"mean_positive_score": 0.36,
"mean_non_trigger_score": 0.059,
"mean_near_neighbor_score": 0.119,
"min_positive_score": 0.321,
"max_non_trigger_score": 0.22,
"score_gap": 0.101,
"threshold_margin": -0.159,
"positive_threshold_buffer": -0.159,
"negative_threshold_buffer": 0.26,
"boundary_case_count": 1,
"boundary_case_rate": 0.167,
"risk_band": "overlap"
},
"winner_family_health": {
"family_count": 6,
"clean_family_count": 5,
"failing_families": [
{
"family": "packet_assembly",
"errors": 1,
"pass_rate": 0.0
}
],
"weakest_family": {
"family": "packet_assembly",
"pass_rate": 0.0,
"errors": 1
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}