yaojingang
2316 lines
66 KiB
JSON
2316 lines
66 KiB
JSON
{
|
|
"threshold": 0.33,
|
|
"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": 16,
|
|
"passed": 16,
|
|
"pass_rate": 1.0
|
|
},
|
|
"should_not_trigger": {
|
|
"total": 15,
|
|
"passed": 15,
|
|
"pass_rate": 1.0
|
|
},
|
|
"near_neighbor": {
|
|
"total": 14,
|
|
"passed": 14,
|
|
"pass_rate": 1.0
|
|
}
|
|
},
|
|
"family_stats": {
|
|
"workflow_to_skill": {
|
|
"total": 5,
|
|
"passed": 5,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"iterate_existing_skill": {
|
|
"total": 5,
|
|
"passed": 5,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"package_for_team": {
|
|
"total": 2,
|
|
"passed": 2,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"meta_skill_creation": {
|
|
"total": 1,
|
|
"passed": 1,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"complex_multi_asset": {
|
|
"total": 3,
|
|
"passed": 3,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"explain_only": {
|
|
"total": 5,
|
|
"passed": 5,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"summary_only": {
|
|
"total": 3,
|
|
"passed": 3,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"translate_only": {
|
|
"total": 2,
|
|
"passed": 2,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"document_only": {
|
|
"total": 3,
|
|
"passed": 3,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"brainstorm_only": {
|
|
"total": 2,
|
|
"passed": 2,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"one_off_vs_reusable": {
|
|
"total": 2,
|
|
"passed": 2,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"brainstorm_vs_build": {
|
|
"total": 1,
|
|
"passed": 1,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"document_export_vs_agent_skill": {
|
|
"total": 4,
|
|
"passed": 4,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"partial_scaffold_not_full_skill": {
|
|
"total": 3,
|
|
"passed": 3,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"explain_not_package": {
|
|
"total": 1,
|
|
"passed": 1,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
},
|
|
"future_outline_vs_build": {
|
|
"total": 3,
|
|
"passed": 3,
|
|
"false_positives": 0,
|
|
"false_negatives": 0,
|
|
"pass_rate": 1.0
|
|
}
|
|
},
|
|
"misfires": [],
|
|
"results": {
|
|
"should_trigger": [
|
|
{
|
|
"prompt": "Create a skill from this repeated workflow.",
|
|
"family": "workflow_to_skill",
|
|
"score": 0.549,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.491,
|
|
"support_score": 0,
|
|
"lexical_support": 0.714,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"create a skill"
|
|
],
|
|
"transform_workflow": [
|
|
"workflow"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Turn this runbook into a reusable agent skill.",
|
|
"family": "workflow_to_skill",
|
|
"score": 0.729,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.673,
|
|
"support_score": 0,
|
|
"lexical_support": 0.625,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"agent skill"
|
|
],
|
|
"reuse_package": [
|
|
"reusable"
|
|
],
|
|
"transform_workflow": [
|
|
"runbook"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Convert this process note into a reusable skill package for the team.",
|
|
"family": "workflow_to_skill",
|
|
"score": 0.766,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package",
|
|
"team_operationalize",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.709,
|
|
"support_score": 0,
|
|
"lexical_support": 0.667,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"skill package"
|
|
],
|
|
"reuse_package": [
|
|
"reusable",
|
|
"package"
|
|
],
|
|
"team_operationalize": [
|
|
"team"
|
|
],
|
|
"transform_workflow": [
|
|
"process"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Improve this skill description and add evals.",
|
|
"family": "iterate_existing_skill",
|
|
"score": 0.353,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"eval_optimize",
|
|
"iterate_existing_skill"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.291,
|
|
"support_score": 0,
|
|
"lexical_support": 0.571,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"eval_optimize": [
|
|
"evals"
|
|
],
|
|
"iterate_existing_skill": [
|
|
"this skill",
|
|
"skill description"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
},
|
|
"boundary_case": true
|
|
},
|
|
{
|
|
"prompt": "Refactor this prompt into a proper skill package.",
|
|
"family": "iterate_existing_skill",
|
|
"score": 0.532,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.491,
|
|
"support_score": 0,
|
|
"lexical_support": 0.5,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"skill package"
|
|
],
|
|
"reuse_package": [
|
|
"package"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Package this skill for team reuse.",
|
|
"family": "package_for_team",
|
|
"score": 0.448,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"iterate_existing_skill",
|
|
"reuse_package",
|
|
"team_operationalize"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.364,
|
|
"support_score": 0,
|
|
"lexical_support": 0.667,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"iterate_existing_skill": [
|
|
"this skill",
|
|
"package this skill"
|
|
],
|
|
"reuse_package": [
|
|
"reuse",
|
|
"package",
|
|
"team reuse"
|
|
],
|
|
"team_operationalize": [
|
|
"team",
|
|
"team reuse"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Create a meta-skill for packaging internal workflows.",
|
|
"family": "meta_skill_creation",
|
|
"score": 0.591,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package",
|
|
"team_operationalize"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.527,
|
|
"support_score": 0,
|
|
"lexical_support": 0.571,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"meta skill",
|
|
"meta-skill"
|
|
],
|
|
"reuse_package": [
|
|
"packaging",
|
|
"internal workflows"
|
|
],
|
|
"team_operationalize": [
|
|
"internal"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Standardize this recurring workflow as a shareable skill package with references.",
|
|
"family": "package_for_team",
|
|
"score": 0.749,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package",
|
|
"team_operationalize",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [
|
|
"multi_asset"
|
|
],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.709,
|
|
"support_score": 0.06,
|
|
"lexical_support": 0.273,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"skill package"
|
|
],
|
|
"multi_asset": [
|
|
"references"
|
|
],
|
|
"reuse_package": [
|
|
"package"
|
|
],
|
|
"team_operationalize": [
|
|
"standardize"
|
|
],
|
|
"transform_workflow": [
|
|
"workflow"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Convert this operations checklist into a reusable skill.",
|
|
"family": "workflow_to_skill",
|
|
"score": 0.415,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.364,
|
|
"support_score": 0,
|
|
"lexical_support": 0.5,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"reuse_package": [
|
|
"reusable"
|
|
],
|
|
"transform_workflow": [
|
|
"checklist",
|
|
"operations checklist"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Add trigger evals to this skill before sharing it with the team.",
|
|
"family": "iterate_existing_skill",
|
|
"score": 0.388,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.327,
|
|
"support_score": 0,
|
|
"lexical_support": 0.333,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"eval_optimize": [
|
|
"evals",
|
|
"trigger evals"
|
|
],
|
|
"iterate_existing_skill": [
|
|
"this skill",
|
|
"sharing it with the team",
|
|
"before sharing it with the team"
|
|
],
|
|
"team_operationalize": [
|
|
"team",
|
|
"sharing it with the team"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
},
|
|
"boundary_case": true
|
|
},
|
|
{
|
|
"prompt": "We have a messy release runbook, export process, and a prompt history; turn all of that into one reusable skill package with evals and packaging checks.",
|
|
"family": "complex_multi_asset",
|
|
"score": 0.843,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"eval_optimize",
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.818,
|
|
"support_score": 0,
|
|
"lexical_support": 0.375,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"skill package",
|
|
"turn all of that into one reusable skill package"
|
|
],
|
|
"eval_optimize": [
|
|
"evals",
|
|
"packaging checks"
|
|
],
|
|
"reuse_package": [
|
|
"reusable",
|
|
"package",
|
|
"packaging"
|
|
],
|
|
"transform_workflow": [
|
|
"runbook",
|
|
"process",
|
|
"prompt history"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Turn these workflow fragments, transcripts, and prompts into one production-ready skill with scripts and references.",
|
|
"family": "complex_multi_asset",
|
|
"score": 0.418,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [
|
|
"multi_asset"
|
|
],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.364,
|
|
"support_score": 0.06,
|
|
"lexical_support": 0.357,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"multi_asset": [
|
|
"references",
|
|
"scripts"
|
|
],
|
|
"reuse_package": [
|
|
"production-ready"
|
|
],
|
|
"transform_workflow": [
|
|
"workflow"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Tighten the trigger boundary on this existing skill and prepare it for team distribution.",
|
|
"family": "iterate_existing_skill",
|
|
"score": 0.563,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"reuse_package",
|
|
"team_operationalize"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.509,
|
|
"support_score": 0,
|
|
"lexical_support": 0.429,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"eval_optimize": [
|
|
"trigger boundary"
|
|
],
|
|
"iterate_existing_skill": [
|
|
"existing skill"
|
|
],
|
|
"reuse_package": [
|
|
"distribution"
|
|
],
|
|
"team_operationalize": [
|
|
"team",
|
|
"distribution"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Build a reusable skill from this long internal process note, and make sure it has references, scripts, and a trigger description.",
|
|
"family": "complex_multi_asset",
|
|
"score": 0.468,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package",
|
|
"team_operationalize",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [
|
|
"multi_asset"
|
|
],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.4,
|
|
"support_score": 0.06,
|
|
"lexical_support": 0.316,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"multi_asset": [
|
|
"references",
|
|
"scripts"
|
|
],
|
|
"reuse_package": [
|
|
"reusable"
|
|
],
|
|
"team_operationalize": [
|
|
"internal"
|
|
],
|
|
"transform_workflow": [
|
|
"process",
|
|
"internal process note"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Take this existing skill draft, tighten the trigger boundary, add near-neighbor evals, and package it for distribution.",
|
|
"family": "iterate_existing_skill",
|
|
"score": 0.729,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"reuse_package",
|
|
"team_operationalize",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.691,
|
|
"support_score": 0,
|
|
"lexical_support": 0.412,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"eval_optimize": [
|
|
"evals",
|
|
"near-neighbor",
|
|
"trigger boundary"
|
|
],
|
|
"iterate_existing_skill": [
|
|
"existing skill"
|
|
],
|
|
"reuse_package": [
|
|
"package",
|
|
"distribution"
|
|
],
|
|
"team_operationalize": [
|
|
"distribution"
|
|
],
|
|
"transform_workflow": [
|
|
"existing skill draft"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Turn this recurring onboarding process into a reusable skill library entry with validation notes.",
|
|
"family": "workflow_to_skill",
|
|
"score": 0.563,
|
|
"predicted_trigger": true,
|
|
"expected_trigger": true,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"eval_optimize",
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.509,
|
|
"support_score": 0,
|
|
"lexical_support": 0.429,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.06,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"eval_optimize": [
|
|
"validation"
|
|
],
|
|
"reuse_package": [
|
|
"reusable"
|
|
],
|
|
"transform_workflow": [
|
|
"process"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
}
|
|
],
|
|
"should_not_trigger": [
|
|
{
|
|
"prompt": "Explain what a workflow is.",
|
|
"family": "explain_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"explain_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"explain_only"
|
|
],
|
|
"semantic_coverage": 0.182,
|
|
"support_score": 0,
|
|
"lexical_support": 0.2,
|
|
"negative_penalty": 0.26,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"transform_workflow": [
|
|
"workflow"
|
|
]
|
|
},
|
|
"negative": {
|
|
"explain_only": [
|
|
"explain what"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Just explain what a skill is.",
|
|
"family": "explain_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"explain_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"explain_only"
|
|
],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.333,
|
|
"negative_penalty": 0.26,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"explain_only": [
|
|
"explain what",
|
|
"just explain"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Summarize this random note.",
|
|
"family": "summary_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"summarize_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"summarize_only"
|
|
],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.0,
|
|
"negative_penalty": 0.3,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"summarize_only": [
|
|
"summarize"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Translate this README into Japanese.",
|
|
"family": "translate_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"document_only",
|
|
"translate_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"translate_only"
|
|
],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.25,
|
|
"negative_penalty": 0.53,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"document_only": [
|
|
"readme"
|
|
],
|
|
"translate_only": [
|
|
"translate",
|
|
"into japanese"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Write a product headline for this landing page.",
|
|
"family": "document_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"document_only"
|
|
],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.25,
|
|
"negative_penalty": 0.18,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"document_only": [
|
|
"headline",
|
|
"landing page"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Draft a blog title for this article.",
|
|
"family": "document_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"document_only"
|
|
],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.286,
|
|
"negative_penalty": 0.18,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"document_only": [
|
|
"article",
|
|
"blog title"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Rewrite this paragraph more clearly, but do not package anything.",
|
|
"family": "document_only",
|
|
"score": 0.175,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.182,
|
|
"support_score": 0,
|
|
"lexical_support": 0.1,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"reuse_package": [
|
|
"package"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Explain the difference between a runbook and a workflow.",
|
|
"family": "explain_only",
|
|
"score": 0.187,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [],
|
|
"exclusive_negative_concepts": [],
|
|
"semantic_coverage": 0.182,
|
|
"support_score": 0,
|
|
"lexical_support": 0.25,
|
|
"negative_penalty": 0,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"transform_workflow": [
|
|
"workflow",
|
|
"runbook"
|
|
]
|
|
},
|
|
"negative": {}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Give me ideas for improving our process.",
|
|
"family": "brainstorm_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"brainstorm_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"brainstorm_only"
|
|
],
|
|
"semantic_coverage": 0.182,
|
|
"support_score": 0,
|
|
"lexical_support": 0.286,
|
|
"negative_penalty": 0.24,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"transform_workflow": [
|
|
"process"
|
|
]
|
|
},
|
|
"negative": {
|
|
"brainstorm_only": [
|
|
"ideas"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Review this note and tell me what it means in plain English.",
|
|
"family": "explain_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"explain_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"explain_only"
|
|
],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.083,
|
|
"negative_penalty": 0.26,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"explain_only": [
|
|
"tell me what it means",
|
|
"plain english"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Help me brainstorm several ways to improve packaging, but do not generate any skill files.",
|
|
"family": "brainstorm_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package"
|
|
],
|
|
"extra_positive_concepts": [
|
|
"multi_asset"
|
|
],
|
|
"matched_negative_concepts": [
|
|
"brainstorm_only",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"brainstorm_only",
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.182,
|
|
"support_score": 0.06,
|
|
"lexical_support": 0.2,
|
|
"negative_penalty": 0.66,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"multi_asset": [
|
|
"files"
|
|
],
|
|
"reuse_package": [
|
|
"packaging"
|
|
]
|
|
},
|
|
"negative": {
|
|
"brainstorm_only": [
|
|
"brainstorm",
|
|
"improve packaging"
|
|
],
|
|
"no_build_directive": [
|
|
"do not generate any skill files"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Translate these notes into French and keep the structure exactly as-is.",
|
|
"family": "translate_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"translate_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"translate_only"
|
|
],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.273,
|
|
"negative_penalty": 0.35,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"translate_only": [
|
|
"translate",
|
|
"into french"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Summarize this workflow and list the main points only.",
|
|
"family": "summary_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"summarize_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"summarize_only"
|
|
],
|
|
"semantic_coverage": 0.182,
|
|
"support_score": 0,
|
|
"lexical_support": 0.111,
|
|
"negative_penalty": 0.3,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"transform_workflow": [
|
|
"workflow"
|
|
]
|
|
},
|
|
"negative": {
|
|
"summarize_only": [
|
|
"summarize"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "I pasted a long process description below, but I only want a summary, not a reusable skill.",
|
|
"family": "summary_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"no_build_directive",
|
|
"summarize_only"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive",
|
|
"summarize_only"
|
|
],
|
|
"semantic_coverage": 0.364,
|
|
"support_score": 0,
|
|
"lexical_support": 0.308,
|
|
"negative_penalty": 0.72,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"reuse_package": [
|
|
"reusable"
|
|
],
|
|
"transform_workflow": [
|
|
"process"
|
|
]
|
|
},
|
|
"negative": {
|
|
"no_build_directive": [
|
|
"not a reusable skill"
|
|
],
|
|
"summarize_only": [
|
|
"summary",
|
|
"only want a summary"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Explain this release checklist in simpler language; do not package it.",
|
|
"family": "explain_only",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"explain_only",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"explain_only",
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.364,
|
|
"support_score": 0,
|
|
"lexical_support": 0.091,
|
|
"negative_penalty": 0.68,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"reuse_package": [
|
|
"package"
|
|
],
|
|
"transform_workflow": [
|
|
"checklist"
|
|
]
|
|
},
|
|
"negative": {
|
|
"explain_only": [
|
|
"explain this",
|
|
"in simpler language"
|
|
],
|
|
"no_build_directive": [
|
|
"do not package it"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
}
|
|
],
|
|
"near_neighbor": [
|
|
{
|
|
"prompt": "Create a one-off prompt for this task.",
|
|
"family": "one_off_vs_reusable",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"one_off_request"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"one_off_request"
|
|
],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.429,
|
|
"negative_penalty": 0.24,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"one_off_request": [
|
|
"one-off"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Write a custom answer for this request without creating a skill package.",
|
|
"family": "one_off_vs_reusable",
|
|
"score": 0.131,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"one_off_request"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"one_off_request"
|
|
],
|
|
"semantic_coverage": 0.491,
|
|
"support_score": 0,
|
|
"lexical_support": 0.364,
|
|
"negative_penalty": 0.24,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"skill package"
|
|
],
|
|
"reuse_package": [
|
|
"package"
|
|
]
|
|
},
|
|
"negative": {
|
|
"one_off_request": [
|
|
"custom answer",
|
|
"for this request"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Help me brainstorm process ideas without building a skill.",
|
|
"family": "brainstorm_vs_build",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"brainstorm_only",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"brainstorm_only",
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.182,
|
|
"support_score": 0,
|
|
"lexical_support": 0.333,
|
|
"negative_penalty": 0.66,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"transform_workflow": [
|
|
"process"
|
|
]
|
|
},
|
|
"negative": {
|
|
"brainstorm_only": [
|
|
"brainstorm",
|
|
"ideas"
|
|
],
|
|
"no_build_directive": [
|
|
"without building"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Improve this README but do not turn it into a skill.",
|
|
"family": "document_export_vs_agent_skill",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"document_only",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.4,
|
|
"negative_penalty": 0.6,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"document_only": [
|
|
"readme"
|
|
],
|
|
"no_build_directive": [
|
|
"do not turn it into a skill"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Make a checklist for this task, but not a reusable skill.",
|
|
"family": "partial_scaffold_not_full_skill",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.364,
|
|
"support_score": 0,
|
|
"lexical_support": 0.4,
|
|
"negative_penalty": 0.42,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"reuse_package": [
|
|
"reusable"
|
|
],
|
|
"transform_workflow": [
|
|
"checklist"
|
|
]
|
|
},
|
|
"negative": {
|
|
"no_build_directive": [
|
|
"not a reusable skill"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Create a reusable-looking checklist, but keep it as a plain note instead of a skill.",
|
|
"family": "partial_scaffold_not_full_skill",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.364,
|
|
"support_score": 0,
|
|
"lexical_support": 0.231,
|
|
"negative_penalty": 0.42,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"reuse_package": [
|
|
"reusable"
|
|
],
|
|
"transform_workflow": [
|
|
"checklist"
|
|
]
|
|
},
|
|
"negative": {
|
|
"no_build_directive": [
|
|
"plain note",
|
|
"keep it as a plain note"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Review this process note and explain it, no packaging needed.",
|
|
"family": "explain_not_package",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"reuse_package",
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"explain_only",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"explain_only",
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.364,
|
|
"support_score": 0,
|
|
"lexical_support": 0.2,
|
|
"negative_penalty": 0.68,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"reuse_package": [
|
|
"packaging"
|
|
],
|
|
"transform_workflow": [
|
|
"process"
|
|
]
|
|
},
|
|
"negative": {
|
|
"explain_only": [
|
|
"explain it"
|
|
],
|
|
"no_build_directive": [
|
|
"no packaging needed"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Turn this into a checklist and template, but stop short of making a full skill.",
|
|
"family": "partial_scaffold_not_full_skill",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"transform_workflow"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.182,
|
|
"support_score": 0,
|
|
"lexical_support": 0.286,
|
|
"negative_penalty": 0.42,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"transform_workflow": [
|
|
"checklist"
|
|
]
|
|
},
|
|
"negative": {
|
|
"no_build_directive": [
|
|
"stop short of making a full skill"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Package this explanation as a document, not as an agent skill.",
|
|
"family": "document_export_vs_agent_skill",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"document_only",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.491,
|
|
"support_score": 0,
|
|
"lexical_support": 0.4,
|
|
"negative_penalty": 0.6,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"agent skill"
|
|
],
|
|
"reuse_package": [
|
|
"package"
|
|
]
|
|
},
|
|
"negative": {
|
|
"document_only": [
|
|
"document"
|
|
],
|
|
"no_build_directive": [
|
|
"not as an agent skill"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Make a future-ready outline for this skill idea, but do not build the package.",
|
|
"family": "future_outline_vs_build",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"iterate_existing_skill",
|
|
"reuse_package"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.327,
|
|
"support_score": 0,
|
|
"lexical_support": 0.286,
|
|
"negative_penalty": 0.42,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"iterate_existing_skill": [
|
|
"this skill"
|
|
],
|
|
"reuse_package": [
|
|
"package"
|
|
]
|
|
},
|
|
"negative": {
|
|
"no_build_directive": [
|
|
"do not build"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Polish these notes into a reusable-looking document without turning them into an agent skill.",
|
|
"family": "document_export_vs_agent_skill",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"document_only",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.491,
|
|
"support_score": 0,
|
|
"lexical_support": 0.462,
|
|
"negative_penalty": 0.6,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"agent skill"
|
|
],
|
|
"reuse_package": [
|
|
"reusable"
|
|
]
|
|
},
|
|
"negative": {
|
|
"document_only": [
|
|
"document",
|
|
"reusable-looking document"
|
|
],
|
|
"no_build_directive": [
|
|
"without turning them into an agent skill"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Help me shape an idea before we decide whether to build a skill.",
|
|
"family": "future_outline_vs_build",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"brainstorm_only",
|
|
"future_outline"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"brainstorm_only",
|
|
"future_outline"
|
|
],
|
|
"semantic_coverage": 0.309,
|
|
"support_score": 0,
|
|
"lexical_support": 0.308,
|
|
"negative_penalty": 0.46,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"build a skill"
|
|
]
|
|
},
|
|
"negative": {
|
|
"brainstorm_only": [
|
|
"shape an idea"
|
|
],
|
|
"future_outline": [
|
|
"before we decide whether to build"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Create an outline for a possible future skill, but do not build the skill yet.",
|
|
"family": "future_outline_vs_build",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"future_outline",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"future_outline",
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.0,
|
|
"support_score": 0,
|
|
"lexical_support": 0.357,
|
|
"negative_penalty": 0.64,
|
|
"coverage_boost": 0.0,
|
|
"concept_evidence": {
|
|
"positive": {},
|
|
"negative": {
|
|
"future_outline": [
|
|
"future skill",
|
|
"possible future skill",
|
|
"outline for a possible future skill"
|
|
],
|
|
"no_build_directive": [
|
|
"do not build"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"prompt": "Turn this into a document package for the wiki, not an agent skill.",
|
|
"family": "document_export_vs_agent_skill",
|
|
"score": 0.0,
|
|
"predicted_trigger": false,
|
|
"expected_trigger": false,
|
|
"passed": true,
|
|
"score_detail": {
|
|
"mode": "semantic-intent",
|
|
"desired_positive_concepts": [
|
|
"build_skill",
|
|
"transform_workflow",
|
|
"reuse_package",
|
|
"eval_optimize",
|
|
"iterate_existing_skill",
|
|
"team_operationalize"
|
|
],
|
|
"matched_desired_concepts": [
|
|
"build_skill",
|
|
"reuse_package"
|
|
],
|
|
"extra_positive_concepts": [],
|
|
"matched_negative_concepts": [
|
|
"document_only",
|
|
"no_build_directive"
|
|
],
|
|
"exclusive_negative_concepts": [
|
|
"no_build_directive"
|
|
],
|
|
"semantic_coverage": 0.491,
|
|
"support_score": 0,
|
|
"lexical_support": 0.538,
|
|
"negative_penalty": 0.6,
|
|
"coverage_boost": 0.04,
|
|
"concept_evidence": {
|
|
"positive": {
|
|
"build_skill": [
|
|
"agent skill"
|
|
],
|
|
"reuse_package": [
|
|
"package"
|
|
]
|
|
},
|
|
"negative": {
|
|
"document_only": [
|
|
"document",
|
|
"document package",
|
|
"wiki"
|
|
],
|
|
"no_build_directive": [
|
|
"not an agent skill"
|
|
]
|
|
}
|
|
}
|
|
}
|
|
}
|
|
]
|
|
},
|
|
"comparison": {
|
|
"baseline_false_positives": 0,
|
|
"baseline_false_negatives": 2,
|
|
"improved_false_positives": 0,
|
|
"improved_false_negatives": 0,
|
|
"false_positive_delta": 0,
|
|
"false_negative_delta": -2,
|
|
"baseline_precision": 1.0,
|
|
"improved_precision": 1.0,
|
|
"baseline_recall": 0.875,
|
|
"improved_recall": 1.0
|
|
}
|
|
}
|