yao-meta-skill/reports/description_optimization.json

{
  "current_description": "Create/improve/evaluate agent skills from workflows, prompts, SOPs, scripts. Use for migration/release/package, routing, evals/tests, install checks, 优化已有 skill, 补 trigger 评测. Exclude no-skill summary/translation/docs.",
  "current_candidate": {
    "id": "current",
    "label": "Current",
    "description": "Create/improve/evaluate agent skills from workflows, prompts, SOPs, scripts. Use for migration/release/package, routing, evals/tests, install checks, 优化已有 skill, 补 trigger 评测. Exclude no-skill summary/translation/docs.",
    "strategy": "current",
    "estimated_tokens": 54,
    "dev": {
      "false_positives": 0,
      "false_negatives": 0,
      "precision": 1.0,
      "recall": 1.0,
      "near_neighbor_pass_rate": 1.0,
      "should_not_trigger_pass_rate": 1.0
    },
    "selection_key": [
      0,
      0,
      -1.0,
      -1.0,
      -1.0,
      -1.0,
      54
    ],
    "holdout": {
      "false_positives": 0,
      "false_negatives": 0,
      "precision": 1.0,
      "recall": 1.0,
      "near_neighbor_pass_rate": 1.0,
      "should_not_trigger_pass_rate": 1.0
    }
  },
  "baseline": {
    "description": "Create and improve agent skills.",
    "estimated_tokens": 8,
    "dev": {
      "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": 1,
      "precision": 1.0,
      "recall": 0.875,
      "bucket_stats": {
        "should_trigger": {
          "total": 8,
          "passed": 7,
          "pass_rate": 0.875
        },
        "should_not_trigger": {
          "total": 7,
          "passed": 7,
          "pass_rate": 1.0
        },
        "near_neighbor": {
          "total": 7,
          "passed": 7,
          "pass_rate": 1.0
        }
      },
      "family_stats": {
        "workflow_to_skill": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "iterate_existing_skill": {
          "total": 2,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 1,
          "pass_rate": 0.5
        },
        "complex_multi_asset": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "paraphrase_trigger": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_trigger": {
          "total": 1,
          "passed": 1,
          "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
        },
        "explain_only": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "translate_only": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "summary_only": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_document_only": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_summary_only": {
          "total": 1,
          "passed": 1,
          "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
        },
        "partial_scaffold_not_full_skill": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "document_export_vs_agent_skill": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "future_outline_vs_build": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_near_neighbor": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        }
      },
      "misfires": [
        {
          "bucket": "should_trigger",
          "family": "iterate_existing_skill",
          "prompt": "Add trigger evals to this skill before sharing it with the team.",
          "score": 0.328,
          "reason": "false_negative",
          "matched_desired_concepts": [
            "eval_optimize",
            "iterate_existing_skill"
          ],
          "matched_negative_concepts": []
        }
      ],
      "results": {
        "should_trigger": [
          {
            "prompt": "Convert this operations checklist into a reusable skill.",
            "family": "workflow_to_skill",
            "score": 0.387,
            "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"
              ],
              "matched_desired_concepts": [
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.377,
              "support_score": 0,
              "lexical_support": 0.0,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "reuse_package": [
                    "reusable"
                  ],
                  "transform_workflow": [
                    "checklist",
                    "operations checklist"
                  ]
                },
                "negative": {}
              }
            },
            "boundary_case": true
          },
          {
            "prompt": "Add trigger evals to this skill before sharing it with the team.",
            "family": "iterate_existing_skill",
            "score": 0.328,
            "predicted_trigger": false,
            "expected_trigger": true,
            "passed": false,
            "score_detail": {
              "mode": "semantic-intent",
              "desired_positive_concepts": [
                "build_skill",
                "transform_workflow",
                "reuse_package",
                "eval_optimize",
                "iterate_existing_skill"
              ],
              "matched_desired_concepts": [
                "eval_optimize",
                "iterate_existing_skill"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.302,
              "support_score": 0.04,
              "lexical_support": 0.0,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "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": 0.844,
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "eval_optimize",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.849,
              "support_score": 0,
              "lexical_support": 0.042,
              "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",
                    "release"
                  ],
                  "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": 0.408,
            "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"
              ],
              "matched_desired_concepts": [
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "multi_asset"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.377,
              "support_score": 0.06,
              "lexical_support": 0.067,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "multi_asset": [
                    "references",
                    "scripts"
                  ],
                  "reuse_package": [
                    "production-ready"
                  ],
                  "transform_workflow": [
                    "workflow",
                    "workflow fragments",
                    "scripts"
                  ]
                },
                "negative": {}
              }
            },
            "boundary_case": true
          },
          {
            "prompt": "Tighten the trigger boundary on this existing skill and prepare it for team distribution.",
            "family": "iterate_existing_skill",
            "score": 0.527,
            "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"
              ],
              "matched_desired_concepts": [
                "eval_optimize",
                "iterate_existing_skill",
                "reuse_package"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.491,
              "support_score": 0.04,
              "lexical_support": 0.071,
              "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": "Turn the SOP, transcript, and cleanup notes into a maintained skill for the team library.",
            "family": "paraphrase_trigger",
            "score": 0.403,
            "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"
              ],
              "matched_desired_concepts": [
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.377,
              "support_score": 0.04,
              "lexical_support": 0.071,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "reuse_package": [
                    "team library",
                    "maintained"
                  ],
                  "team_operationalize": [
                    "team"
                  ],
                  "transform_workflow": [
                    "sop",
                    "transcript"
                  ]
                },
                "negative": {}
              }
            },
            "boundary_case": true
          },
          {
            "prompt": "Codify this workflow into a shared capability package and validate the route boundary before distribution.",
            "family": "paraphrase_trigger",
            "score": 0.856,
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "eval_optimize",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.849,
              "support_score": 0.04,
              "lexical_support": 0.067,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "codify this workflow"
                  ],
                  "eval_optimize": [
                    "validate",
                    "route boundary"
                  ],
                  "reuse_package": [
                    "package",
                    "distribution",
                    "shared capability"
                  ],
                  "team_operationalize": [
                    "shared",
                    "distribution"
                  ],
                  "transform_workflow": [
                    "workflow"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "After the long handoff notes below, build a skill package for team reuse. The materials include a transcript, rough notes, and an onboarding flow, and the result should include references, scripts, and validation.",
            "family": "long_context_trigger",
            "score": 0.869,
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "eval_optimize",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "multi_asset",
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.849,
              "support_score": 0.1,
              "lexical_support": 0.038,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "build a skill",
                    "skill package"
                  ],
                  "eval_optimize": [
                    "validation"
                  ],
                  "multi_asset": [
                    "references",
                    "scripts"
                  ],
                  "reuse_package": [
                    "reuse",
                    "package",
                    "team reuse"
                  ],
                  "team_operationalize": [
                    "team",
                    "team reuse"
                  ],
                  "transform_workflow": [
                    "rough notes",
                    "transcript",
                    "onboarding flow",
                    "scripts"
                  ]
                },
                "negative": {}
              }
            }
          }
        ],
        "should_not_trigger": [
          {
            "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"
              ],
              "matched_desired_concepts": [
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "brainstorm_only"
              ],
              "exclusive_negative_concepts": [
                "brainstorm_only"
              ],
              "semantic_coverage": 0.189,
              "support_score": 0,
              "lexical_support": 0.0,
              "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"
              ],
              "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"
              ],
              "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": 0.189,
              "support_score": 0.06,
              "lexical_support": 0.067,
              "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"
              ],
              "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": 0.083,
              "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"
              ],
              "matched_desired_concepts": [
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "summarize_only"
              ],
              "exclusive_negative_concepts": [
                "summarize_only"
              ],
              "semantic_coverage": 0.189,
              "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": "This is a long incident write-up. Keep it as documentation only, explain it in simpler language, and do not convert it into a reusable capability.",
            "family": "long_context_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"
              ],
              "matched_desired_concepts": [
                "reuse_package"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "explain_only",
                "no_build_directive"
              ],
              "exclusive_negative_concepts": [
                "explain_only",
                "no_build_directive"
              ],
              "semantic_coverage": 0.189,
              "support_score": 0,
              "lexical_support": 0.043,
              "negative_penalty": 0.68,
              "coverage_boost": 0.0,
              "concept_evidence": {
                "positive": {
                  "reuse_package": [
                    "reusable"
                  ]
                },
                "negative": {
                  "explain_only": [
                    "explain it",
                    "in simpler language"
                  ],
                  "no_build_directive": [
                    "do not convert it into a reusable capability",
                    "keep it as documentation only"
                  ]
                }
              }
            }
          },
          {
            "prompt": "I pasted a very long process note. For now I only need a recap and a short summary, not a skill package.",
            "family": "long_context_summary_only",
            "score": 0.257,
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "summarize_only"
              ],
              "exclusive_negative_concepts": [
                "summarize_only"
              ],
              "semantic_coverage": 0.698,
              "support_score": 0,
              "lexical_support": 0.056,
              "negative_penalty": 0.3,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill package"
                  ],
                  "reuse_package": [
                    "package"
                  ],
                  "transform_workflow": [
                    "process"
                  ]
                },
                "negative": {
                  "summarize_only": [
                    "summary",
                    "recap"
                  ]
                }
              }
            },
            "boundary_case": true
          }
        ],
        "near_neighbor": [
          {
            "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"
              ],
              "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": 0.377,
              "support_score": 0,
              "lexical_support": 0.1,
              "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"
              ],
              "matched_desired_concepts": [
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "no_build_directive"
              ],
              "exclusive_negative_concepts": [
                "no_build_directive"
              ],
              "semantic_coverage": 0.189,
              "support_score": 0,
              "lexical_support": 0.071,
              "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"
              ],
              "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": 0.509,
              "support_score": 0,
              "lexical_support": 0.1,
              "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"
              ],
              "matched_desired_concepts": [
                "iterate_existing_skill",
                "reuse_package"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "future_outline",
                "no_build_directive"
              ],
              "exclusive_negative_concepts": [
                "future_outline",
                "no_build_directive"
              ],
              "semantic_coverage": 0.34,
              "support_score": 0,
              "lexical_support": 0.0,
              "negative_penalty": 0.64,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "iterate_existing_skill": [
                    "this skill"
                  ],
                  "reuse_package": [
                    "package"
                  ]
                },
                "negative": {
                  "future_outline": [
                    "future-ready outline"
                  ],
                  "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"
              ],
              "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": 0.509,
              "support_score": 0,
              "lexical_support": 0.071,
              "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": "Turn the workflow below into a wiki-ready reference document and template only. We may build a skill later, but not now.",
            "family": "long_context_near_neighbor",
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "document_only",
                "future_outline",
                "no_build_directive"
              ],
              "exclusive_negative_concepts": [
                "future_outline",
                "no_build_directive"
              ],
              "semantic_coverage": 0.509,
              "support_score": 0,
              "lexical_support": 0.048,
              "negative_penalty": 0.82,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "build a skill"
                  ],
                  "transform_workflow": [
                    "workflow"
                  ]
                },
                "negative": {
                  "document_only": [
                    "document",
                    "wiki",
                    "reference document",
                    "template only"
                  ],
                  "future_outline": [
                    "not now",
                    "later but not now"
                  ],
                  "no_build_directive": [
                    "not now",
                    "later but not now"
                  ]
                }
              }
            }
          },
          {
            "prompt": "Shape this idea for later and produce a future-ready outline, but do not build the skill package 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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "reuse_package"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "future_outline",
                "no_build_directive"
              ],
              "exclusive_negative_concepts": [
                "future_outline",
                "no_build_directive"
              ],
              "semantic_coverage": 0.509,
              "support_score": 0,
              "lexical_support": 0.053,
              "negative_penalty": 0.64,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill package"
                  ],
                  "reuse_package": [
                    "package"
                  ]
                },
                "negative": {
                  "future_outline": [
                    "for later",
                    "future-ready outline"
                  ],
                  "no_build_directive": [
                    "do not build"
                  ]
                }
              }
            }
          }
        ]
      }
    },
    "holdout": {
      "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": 5,
          "passed": 5,
          "pass_rate": 1.0
        },
        "should_not_trigger": {
          "total": 4,
          "passed": 4,
          "pass_rate": 1.0
        },
        "near_neighbor": {
          "total": 4,
          "passed": 4,
          "pass_rate": 1.0
        }
      },
      "family_stats": {
        "complex_multi_asset": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "iterate_existing_skill": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "workflow_to_skill": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "paraphrase_trigger": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_trigger": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "summary_only": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "explain_only": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_document_only": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "translate_only": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "future_outline_vs_build": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "document_export_vs_agent_skill": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_near_neighbor": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        }
      },
      "misfires": [],
      "results": {
        "should_trigger": [
          {
            "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": 0.416,
            "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"
              ],
              "matched_desired_concepts": [
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "multi_asset",
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.377,
              "support_score": 0.1,
              "lexical_support": 0.053,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "multi_asset": [
                    "references",
                    "scripts"
                  ],
                  "reuse_package": [
                    "reusable"
                  ],
                  "team_operationalize": [
                    "internal"
                  ],
                  "transform_workflow": [
                    "process",
                    "internal process note",
                    "scripts"
                  ]
                },
                "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": 0.699,
            "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"
              ],
              "matched_desired_concepts": [
                "eval_optimize",
                "iterate_existing_skill",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.679,
              "support_score": 0.04,
              "lexical_support": 0.056,
              "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": 0.841,
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "eval_optimize",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.849,
              "support_score": 0,
              "lexical_support": 0.0,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill library entry"
                  ],
                  "eval_optimize": [
                    "validation"
                  ],
                  "reuse_package": [
                    "reusable",
                    "library entry"
                  ],
                  "transform_workflow": [
                    "process"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Codify this quarterly release routine into a reusable skill package with scripts, references, and packaging checks.",
            "family": "paraphrase_trigger",
            "score": 0.861,
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "eval_optimize",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "multi_asset"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.849,
              "support_score": 0.06,
              "lexical_support": 0.062,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill package"
                  ],
                  "eval_optimize": [
                    "packaging checks"
                  ],
                  "multi_asset": [
                    "references",
                    "scripts"
                  ],
                  "reuse_package": [
                    "reusable",
                    "package",
                    "packaging",
                    "release"
                  ],
                  "transform_workflow": [
                    "quarterly release routine",
                    "scripts"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Below is a noisy transcript plus release notes and prompt history. Ignore the chatter and turn this playbook into an agent capability package for the team library.",
            "family": "long_context_trigger",
            "score": 0.719,
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.698,
              "support_score": 0.04,
              "lexical_support": 0.08,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "turn this playbook into an agent capability package",
                    "agent capability"
                  ],
                  "reuse_package": [
                    "package",
                    "team library",
                    "release"
                  ],
                  "team_operationalize": [
                    "team"
                  ],
                  "transform_workflow": [
                    "prompt history",
                    "playbook",
                    "transcript",
                    "release notes"
                  ]
                },
                "negative": {}
              }
            }
          }
        ],
        "should_not_trigger": [
          {
            "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"
              ],
              "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": 0.377,
              "support_score": 0,
              "lexical_support": 0.0,
              "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"
              ],
              "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": 0.377,
              "support_score": 0,
              "lexical_support": 0.0,
              "negative_penalty": 0.68,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "reuse_package": [
                    "package",
                    "release"
                  ],
                  "transform_workflow": [
                    "checklist"
                  ]
                },
                "negative": {
                  "explain_only": [
                    "explain this",
                    "in simpler language"
                  ],
                  "no_build_directive": [
                    "do not package it"
                  ]
                }
              }
            }
          },
          {
            "prompt": "Keep this release workflow as documentation only for the wiki and produce a reference document, not for agent execution.",
            "family": "long_context_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"
              ],
              "matched_desired_concepts": [
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "document_only",
                "no_build_directive"
              ],
              "exclusive_negative_concepts": [
                "no_build_directive"
              ],
              "semantic_coverage": 0.377,
              "support_score": 0,
              "lexical_support": 0.111,
              "negative_penalty": 0.6,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "reuse_package": [
                    "release"
                  ],
                  "transform_workflow": [
                    "workflow"
                  ]
                },
                "negative": {
                  "document_only": [
                    "document",
                    "wiki",
                    "reference document"
                  ],
                  "no_build_directive": [
                    "not for agent execution"
                  ]
                }
              }
            }
          },
          {
            "prompt": "Translate this long runbook into Russian and keep it as documentation only with no skill package.",
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "no_build_directive",
                "translate_only"
              ],
              "exclusive_negative_concepts": [
                "no_build_directive",
                "translate_only"
              ],
              "semantic_coverage": 0.698,
              "support_score": 0,
              "lexical_support": 0.062,
              "negative_penalty": 0.77,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill package"
                  ],
                  "reuse_package": [
                    "package"
                  ],
                  "transform_workflow": [
                    "runbook"
                  ]
                },
                "negative": {
                  "no_build_directive": [
                    "no skill package",
                    "keep it as documentation only"
                  ],
                  "translate_only": [
                    "translate",
                    "into russian"
                  ]
                }
              }
            }
          }
        ],
        "near_neighbor": [
          {
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "brainstorm_only",
                "future_outline"
              ],
              "exclusive_negative_concepts": [
                "brainstorm_only",
                "future_outline"
              ],
              "semantic_coverage": 0.321,
              "support_score": 0,
              "lexical_support": 0.0,
              "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"
              ],
              "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": 0.071,
              "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"
              ],
              "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": 0.509,
              "support_score": 0,
              "lexical_support": 0.077,
              "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"
                  ]
                }
              }
            }
          },
          {
            "prompt": "From the long workflow below, create a template only and a checklist for discussion only. No skill package.",
            "family": "long_context_near_neighbor",
            "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"
              ],
              "matched_desired_concepts": [
                "build_skill",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [
                "document_only",
                "no_build_directive"
              ],
              "exclusive_negative_concepts": [
                "no_build_directive"
              ],
              "semantic_coverage": 0.698,
              "support_score": 0,
              "lexical_support": 0.125,
              "negative_penalty": 0.6,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill package"
                  ],
                  "reuse_package": [
                    "package"
                  ],
                  "transform_workflow": [
                    "workflow",
                    "checklist"
                  ]
                },
                "negative": {
                  "document_only": [
                    "template only"
                  ],
                  "no_build_directive": [
                    "no skill package",
                    "discussion only"
                  ]
                }
              }
            }
          }
        ]
      }
    }
  },
  "winner": {
    "id": "current",
    "label": "Current",
    "description": "Create/improve/evaluate agent skills from workflows, prompts, SOPs, scripts. Use for migration/release/package, routing, evals/tests, install checks, 优化已有 skill, 补 trigger 评测. Exclude no-skill summary/translation/docs.",
    "strategy": "current",
    "estimated_tokens": 54,
    "dev": {
      "false_positives": 0,
      "false_negatives": 0,
      "precision": 1.0,
      "recall": 1.0,
      "near_neighbor_pass_rate": 1.0,
      "should_not_trigger_pass_rate": 1.0
    },
    "selection_key": [
      0,
      0,
      -1.0,
      -1.0,
      -1.0,
      -1.0,
      54
    ],
    "holdout": {
      "false_positives": 0,
      "false_negatives": 0,
      "precision": 1.0,
      "recall": 1.0,
      "near_neighbor_pass_rate": 1.0,
      "should_not_trigger_pass_rate": 1.0
    }
  },
  "winner_dev_report": {
    "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": 8,
        "passed": 8,
        "pass_rate": 1.0
      },
      "should_not_trigger": {
        "total": 7,
        "passed": 7,
        "pass_rate": 1.0
      },
      "near_neighbor": {
        "total": 7,
        "passed": 7,
        "pass_rate": 1.0
      }
    },
    "family_stats": {
      "workflow_to_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "iterate_existing_skill": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "complex_multi_asset": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "paraphrase_trigger": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_trigger": {
        "total": 1,
        "passed": 1,
        "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
      },
      "explain_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "translate_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "summary_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_document_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_summary_only": {
        "total": 1,
        "passed": 1,
        "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
      },
      "partial_scaffold_not_full_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "document_export_vs_agent_skill": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "future_outline_vs_build": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_near_neighbor": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "prompt": "Convert this operations checklist into a reusable skill.",
          "family": "workflow_to_skill",
          "score": 0.379,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.357,
            "support_score": 0,
            "lexical_support": 0.125,
            "negative_penalty": 0,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "reusable"
                ],
                "transform_workflow": [
                  "checklist",
                  "operations checklist"
                ]
              },
              "negative": {}
            }
          },
          "boundary_case": true
        },
        {
          "prompt": "Add trigger evals to this skill before sharing it with the team.",
          "family": "iterate_existing_skill",
          "score": 0.333,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "eval_optimize",
              "iterate_existing_skill"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.286,
            "support_score": 0.04,
            "lexical_support": 0.25,
            "negative_penalty": 0,
            "coverage_boost": 0.04,
            "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": 0.816,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0,
            "lexical_support": 0.208,
            "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",
                  "release"
                ],
                "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": 0.454,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.411,
            "support_score": 0,
            "lexical_support": 0.2,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "references",
                  "scripts"
                ],
                "reuse_package": [
                  "production-ready"
                ],
                "transform_workflow": [
                  "workflow",
                  "workflow fragments",
                  "scripts"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Tighten the trigger boundary on this existing skill and prepare it for team distribution.",
          "family": "iterate_existing_skill",
          "score": 0.514,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "eval_optimize",
              "iterate_existing_skill",
              "reuse_package"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.464,
            "support_score": 0.04,
            "lexical_support": 0.214,
            "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": "Turn the SOP, transcript, and cleanup notes into a maintained skill for the team library.",
          "family": "paraphrase_trigger",
          "score": 0.39,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.357,
            "support_score": 0.04,
            "lexical_support": 0.143,
            "negative_penalty": 0,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "team library",
                  "maintained"
                ],
                "team_operationalize": [
                  "team"
                ],
                "transform_workflow": [
                  "sop",
                  "transcript"
                ]
              },
              "negative": {}
            }
          },
          "boundary_case": true
        },
        {
          "prompt": "Codify this workflow into a shared capability package and validate the route boundary before distribution.",
          "family": "paraphrase_trigger",
          "score": 0.815,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0.04,
            "lexical_support": 0.067,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "codify this workflow"
                ],
                "eval_optimize": [
                  "validate",
                  "route boundary"
                ],
                "reuse_package": [
                  "package",
                  "distribution",
                  "shared capability"
                ],
                "team_operationalize": [
                  "shared",
                  "distribution"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "After the long handoff notes below, build a skill package for team reuse. The materials include a transcript, rough notes, and an onboarding flow, and the result should include references, scripts, and validation.",
          "family": "long_context_trigger",
          "score": 0.871,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.857,
            "support_score": 0.04,
            "lexical_support": 0.154,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "build a skill",
                  "skill package"
                ],
                "eval_optimize": [
                  "validation"
                ],
                "multi_asset": [
                  "references",
                  "scripts"
                ],
                "reuse_package": [
                  "reuse",
                  "package",
                  "team reuse"
                ],
                "team_operationalize": [
                  "team",
                  "team reuse"
                ],
                "transform_workflow": [
                  "rough notes",
                  "transcript",
                  "onboarding flow",
                  "scripts"
                ]
              },
              "negative": {}
            }
          }
        }
      ],
      "should_not_trigger": [
        {
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.143,
            "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",
              "multi_asset"
            ],
            "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": 0.0,
            "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "multi_asset",
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only",
              "no_build_directive"
            ],
            "semantic_coverage": 0.232,
            "support_score": 0,
            "lexical_support": 0.133,
            "negative_penalty": 0.66,
            "coverage_boost": 0.04,
            "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",
              "multi_asset"
            ],
            "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": 0.0,
            "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "summarize_only"
            ],
            "exclusive_negative_concepts": [
              "summarize_only"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.0,
            "negative_penalty": 0.3,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {
                "summarize_only": [
                  "summarize"
                ]
              }
            }
          }
        },
        {
          "prompt": "This is a long incident write-up. Keep it as documentation only, explain it in simpler language, and do not convert it into a reusable capability.",
          "family": "long_context_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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "explain_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "explain_only",
              "no_build_directive"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.0,
            "negative_penalty": 0.68,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "reusable"
                ]
              },
              "negative": {
                "explain_only": [
                  "explain it",
                  "in simpler language"
                ],
                "no_build_directive": [
                  "do not convert it into a reusable capability",
                  "keep it as documentation only"
                ]
              }
            }
          }
        },
        {
          "prompt": "I pasted a very long process note. For now I only need a recap and a short summary, not a skill package.",
          "family": "long_context_summary_only",
          "score": 0.236,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "summarize_only"
            ],
            "exclusive_negative_concepts": [
              "summarize_only"
            ],
            "semantic_coverage": 0.661,
            "support_score": 0,
            "lexical_support": 0.222,
            "negative_penalty": 0.3,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "process"
                ]
              },
              "negative": {
                "summarize_only": [
                  "summary",
                  "recap"
                ]
              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "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",
              "multi_asset"
            ],
            "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": 0.357,
            "support_score": 0,
            "lexical_support": 0.1,
            "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.071,
            "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",
              "multi_asset"
            ],
            "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": 0.482,
            "support_score": 0,
            "lexical_support": 0.3,
            "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "iterate_existing_skill",
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.321,
            "support_score": 0,
            "lexical_support": 0.2,
            "negative_penalty": 0.64,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "iterate_existing_skill": [
                  "this skill"
                ],
                "reuse_package": [
                  "package"
                ]
              },
              "negative": {
                "future_outline": [
                  "future-ready outline"
                ],
                "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",
              "multi_asset"
            ],
            "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": 0.482,
            "support_score": 0,
            "lexical_support": 0.143,
            "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": "Turn the workflow below into a wiki-ready reference document and template only. We may build a skill later, but not now.",
          "family": "long_context_near_neighbor",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.482,
            "support_score": 0,
            "lexical_support": 0.048,
            "negative_penalty": 0.82,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "build a skill"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {
                "document_only": [
                  "document",
                  "wiki",
                  "reference document",
                  "template only"
                ],
                "future_outline": [
                  "not now",
                  "later but not now"
                ],
                "no_build_directive": [
                  "not now",
                  "later but not now"
                ]
              }
            }
          }
        },
        {
          "prompt": "Shape this idea for later and produce a future-ready outline, but do not build the skill package 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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.482,
            "support_score": 0,
            "lexical_support": 0.158,
            "negative_penalty": 0.64,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "reuse_package": [
                  "package"
                ]
              },
              "negative": {
                "future_outline": [
                  "for later",
                  "future-ready outline"
                ],
                "no_build_directive": [
                  "do not build"
                ]
              }
            }
          }
        }
      ]
    }
  },
  "winner_holdout_report": {
    "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": 5,
        "passed": 5,
        "pass_rate": 1.0
      },
      "should_not_trigger": {
        "total": 4,
        "passed": 4,
        "pass_rate": 1.0
      },
      "near_neighbor": {
        "total": 4,
        "passed": 4,
        "pass_rate": 1.0
      }
    },
    "family_stats": {
      "complex_multi_asset": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "iterate_existing_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "workflow_to_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "paraphrase_trigger": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_trigger": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "summary_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "explain_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_document_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "translate_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "future_outline_vs_build": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "document_export_vs_agent_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_near_neighbor": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "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": 0.465,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.411,
            "support_score": 0.04,
            "lexical_support": 0.211,
            "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",
                  "scripts"
                ]
              },
              "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": 0.684,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "eval_optimize",
              "iterate_existing_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.643,
            "support_score": 0.04,
            "lexical_support": 0.278,
            "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": 0.805,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0,
            "lexical_support": 0.071,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill library entry"
                ],
                "eval_optimize": [
                  "validation"
                ],
                "reuse_package": [
                  "reusable",
                  "library entry"
                ],
                "transform_workflow": [
                  "process"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Codify this quarterly release routine into a reusable skill package with scripts, references, and packaging checks.",
          "family": "paraphrase_trigger",
          "score": 0.874,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.857,
            "support_score": 0,
            "lexical_support": 0.312,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "eval_optimize": [
                  "packaging checks"
                ],
                "multi_asset": [
                  "references",
                  "scripts"
                ],
                "reuse_package": [
                  "reusable",
                  "package",
                  "packaging",
                  "release"
                ],
                "transform_workflow": [
                  "quarterly release routine",
                  "scripts"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Below is a noisy transcript plus release notes and prompt history. Ignore the chatter and turn this playbook into an agent capability package for the team library.",
          "family": "long_context_trigger",
          "score": 0.691,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.661,
            "support_score": 0.04,
            "lexical_support": 0.16,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "turn this playbook into an agent capability package",
                  "agent capability"
                ],
                "reuse_package": [
                  "package",
                  "team library",
                  "release"
                ],
                "team_operationalize": [
                  "team"
                ],
                "transform_workflow": [
                  "prompt history",
                  "playbook",
                  "transcript",
                  "release notes"
                ]
              },
              "negative": {}
            }
          }
        }
      ],
      "should_not_trigger": [
        {
          "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",
              "multi_asset"
            ],
            "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": 0.357,
            "support_score": 0,
            "lexical_support": 0.143,
            "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",
              "multi_asset"
            ],
            "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": 0.357,
            "support_score": 0,
            "lexical_support": 0.182,
            "negative_penalty": 0.68,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "package",
                  "release"
                ],
                "transform_workflow": [
                  "checklist"
                ]
              },
              "negative": {
                "explain_only": [
                  "explain this",
                  "in simpler language"
                ],
                "no_build_directive": [
                  "do not package it"
                ]
              }
            }
          }
        },
        {
          "prompt": "Keep this release workflow as documentation only for the wiki and produce a reference document, not for agent execution.",
          "family": "long_context_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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.357,
            "support_score": 0,
            "lexical_support": 0.167,
            "negative_penalty": 0.6,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "release"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {
                "document_only": [
                  "document",
                  "wiki",
                  "reference document"
                ],
                "no_build_directive": [
                  "not for agent execution"
                ]
              }
            }
          }
        },
        {
          "prompt": "Translate this long runbook into Russian and keep it as documentation only with no skill package.",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "no_build_directive",
              "translate_only"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive",
              "translate_only"
            ],
            "semantic_coverage": 0.661,
            "support_score": 0,
            "lexical_support": 0.188,
            "negative_penalty": 0.77,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "runbook"
                ]
              },
              "negative": {
                "no_build_directive": [
                  "no skill package",
                  "keep it as documentation only"
                ],
                "translate_only": [
                  "translate",
                  "into russian"
                ]
              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only",
              "future_outline"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only",
              "future_outline"
            ],
            "semantic_coverage": 0.304,
            "support_score": 0,
            "lexical_support": 0.077,
            "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",
              "multi_asset"
            ],
            "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": 0.214,
            "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",
              "multi_asset"
            ],
            "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": 0.482,
            "support_score": 0,
            "lexical_support": 0.308,
            "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"
                ]
              }
            }
          }
        },
        {
          "prompt": "From the long workflow below, create a template only and a checklist for discussion only. No skill package.",
          "family": "long_context_near_neighbor",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.661,
            "support_score": 0,
            "lexical_support": 0.375,
            "negative_penalty": 0.6,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "workflow",
                  "checklist"
                ]
              },
              "negative": {
                "document_only": [
                  "template only"
                ],
                "no_build_directive": [
                  "no skill package",
                  "discussion only"
                ]
              }
            }
          }
        }
      ]
    }
  },
  "current_dev_report": {
    "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": 8,
        "passed": 8,
        "pass_rate": 1.0
      },
      "should_not_trigger": {
        "total": 7,
        "passed": 7,
        "pass_rate": 1.0
      },
      "near_neighbor": {
        "total": 7,
        "passed": 7,
        "pass_rate": 1.0
      }
    },
    "family_stats": {
      "workflow_to_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "iterate_existing_skill": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "complex_multi_asset": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "paraphrase_trigger": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_trigger": {
        "total": 1,
        "passed": 1,
        "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
      },
      "explain_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "translate_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "summary_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_document_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_summary_only": {
        "total": 1,
        "passed": 1,
        "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
      },
      "partial_scaffold_not_full_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "document_export_vs_agent_skill": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "future_outline_vs_build": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_near_neighbor": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "prompt": "Convert this operations checklist into a reusable skill.",
          "family": "workflow_to_skill",
          "score": 0.379,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.357,
            "support_score": 0,
            "lexical_support": 0.125,
            "negative_penalty": 0,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "reusable"
                ],
                "transform_workflow": [
                  "checklist",
                  "operations checklist"
                ]
              },
              "negative": {}
            }
          },
          "boundary_case": true
        },
        {
          "prompt": "Add trigger evals to this skill before sharing it with the team.",
          "family": "iterate_existing_skill",
          "score": 0.333,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "eval_optimize",
              "iterate_existing_skill"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.286,
            "support_score": 0.04,
            "lexical_support": 0.25,
            "negative_penalty": 0,
            "coverage_boost": 0.04,
            "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": 0.816,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0,
            "lexical_support": 0.208,
            "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",
                  "release"
                ],
                "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": 0.454,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.411,
            "support_score": 0,
            "lexical_support": 0.2,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "references",
                  "scripts"
                ],
                "reuse_package": [
                  "production-ready"
                ],
                "transform_workflow": [
                  "workflow",
                  "workflow fragments",
                  "scripts"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Tighten the trigger boundary on this existing skill and prepare it for team distribution.",
          "family": "iterate_existing_skill",
          "score": 0.514,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "eval_optimize",
              "iterate_existing_skill",
              "reuse_package"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.464,
            "support_score": 0.04,
            "lexical_support": 0.214,
            "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": "Turn the SOP, transcript, and cleanup notes into a maintained skill for the team library.",
          "family": "paraphrase_trigger",
          "score": 0.39,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.357,
            "support_score": 0.04,
            "lexical_support": 0.143,
            "negative_penalty": 0,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "team library",
                  "maintained"
                ],
                "team_operationalize": [
                  "team"
                ],
                "transform_workflow": [
                  "sop",
                  "transcript"
                ]
              },
              "negative": {}
            }
          },
          "boundary_case": true
        },
        {
          "prompt": "Codify this workflow into a shared capability package and validate the route boundary before distribution.",
          "family": "paraphrase_trigger",
          "score": 0.815,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0.04,
            "lexical_support": 0.067,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "codify this workflow"
                ],
                "eval_optimize": [
                  "validate",
                  "route boundary"
                ],
                "reuse_package": [
                  "package",
                  "distribution",
                  "shared capability"
                ],
                "team_operationalize": [
                  "shared",
                  "distribution"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "After the long handoff notes below, build a skill package for team reuse. The materials include a transcript, rough notes, and an onboarding flow, and the result should include references, scripts, and validation.",
          "family": "long_context_trigger",
          "score": 0.871,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.857,
            "support_score": 0.04,
            "lexical_support": 0.154,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "build a skill",
                  "skill package"
                ],
                "eval_optimize": [
                  "validation"
                ],
                "multi_asset": [
                  "references",
                  "scripts"
                ],
                "reuse_package": [
                  "reuse",
                  "package",
                  "team reuse"
                ],
                "team_operationalize": [
                  "team",
                  "team reuse"
                ],
                "transform_workflow": [
                  "rough notes",
                  "transcript",
                  "onboarding flow",
                  "scripts"
                ]
              },
              "negative": {}
            }
          }
        }
      ],
      "should_not_trigger": [
        {
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.143,
            "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",
              "multi_asset"
            ],
            "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": 0.0,
            "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "multi_asset",
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only",
              "no_build_directive"
            ],
            "semantic_coverage": 0.232,
            "support_score": 0,
            "lexical_support": 0.133,
            "negative_penalty": 0.66,
            "coverage_boost": 0.04,
            "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",
              "multi_asset"
            ],
            "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": 0.0,
            "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "summarize_only"
            ],
            "exclusive_negative_concepts": [
              "summarize_only"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.0,
            "negative_penalty": 0.3,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {
                "summarize_only": [
                  "summarize"
                ]
              }
            }
          }
        },
        {
          "prompt": "This is a long incident write-up. Keep it as documentation only, explain it in simpler language, and do not convert it into a reusable capability.",
          "family": "long_context_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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "explain_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "explain_only",
              "no_build_directive"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.0,
            "negative_penalty": 0.68,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "reusable"
                ]
              },
              "negative": {
                "explain_only": [
                  "explain it",
                  "in simpler language"
                ],
                "no_build_directive": [
                  "do not convert it into a reusable capability",
                  "keep it as documentation only"
                ]
              }
            }
          }
        },
        {
          "prompt": "I pasted a very long process note. For now I only need a recap and a short summary, not a skill package.",
          "family": "long_context_summary_only",
          "score": 0.236,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "summarize_only"
            ],
            "exclusive_negative_concepts": [
              "summarize_only"
            ],
            "semantic_coverage": 0.661,
            "support_score": 0,
            "lexical_support": 0.222,
            "negative_penalty": 0.3,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "process"
                ]
              },
              "negative": {
                "summarize_only": [
                  "summary",
                  "recap"
                ]
              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "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",
              "multi_asset"
            ],
            "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": 0.357,
            "support_score": 0,
            "lexical_support": 0.1,
            "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.071,
            "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",
              "multi_asset"
            ],
            "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": 0.482,
            "support_score": 0,
            "lexical_support": 0.3,
            "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "iterate_existing_skill",
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.321,
            "support_score": 0,
            "lexical_support": 0.2,
            "negative_penalty": 0.64,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "iterate_existing_skill": [
                  "this skill"
                ],
                "reuse_package": [
                  "package"
                ]
              },
              "negative": {
                "future_outline": [
                  "future-ready outline"
                ],
                "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",
              "multi_asset"
            ],
            "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": 0.482,
            "support_score": 0,
            "lexical_support": 0.143,
            "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": "Turn the workflow below into a wiki-ready reference document and template only. We may build a skill later, but not now.",
          "family": "long_context_near_neighbor",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.482,
            "support_score": 0,
            "lexical_support": 0.048,
            "negative_penalty": 0.82,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "build a skill"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {
                "document_only": [
                  "document",
                  "wiki",
                  "reference document",
                  "template only"
                ],
                "future_outline": [
                  "not now",
                  "later but not now"
                ],
                "no_build_directive": [
                  "not now",
                  "later but not now"
                ]
              }
            }
          }
        },
        {
          "prompt": "Shape this idea for later and produce a future-ready outline, but do not build the skill package 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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.482,
            "support_score": 0,
            "lexical_support": 0.158,
            "negative_penalty": 0.64,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "reuse_package": [
                  "package"
                ]
              },
              "negative": {
                "future_outline": [
                  "for later",
                  "future-ready outline"
                ],
                "no_build_directive": [
                  "do not build"
                ]
              }
            }
          }
        }
      ]
    }
  },
  "current_holdout_report": {
    "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": 5,
        "passed": 5,
        "pass_rate": 1.0
      },
      "should_not_trigger": {
        "total": 4,
        "passed": 4,
        "pass_rate": 1.0
      },
      "near_neighbor": {
        "total": 4,
        "passed": 4,
        "pass_rate": 1.0
      }
    },
    "family_stats": {
      "complex_multi_asset": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "iterate_existing_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "workflow_to_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "paraphrase_trigger": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_trigger": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "summary_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "explain_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_document_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "translate_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "future_outline_vs_build": {
        "total": 2,
        "passed": 2,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "document_export_vs_agent_skill": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "long_context_near_neighbor": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "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": 0.465,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.411,
            "support_score": 0.04,
            "lexical_support": 0.211,
            "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",
                  "scripts"
                ]
              },
              "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": 0.684,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "eval_optimize",
              "iterate_existing_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.643,
            "support_score": 0.04,
            "lexical_support": 0.278,
            "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": 0.805,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0,
            "lexical_support": 0.071,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill library entry"
                ],
                "eval_optimize": [
                  "validation"
                ],
                "reuse_package": [
                  "reusable",
                  "library entry"
                ],
                "transform_workflow": [
                  "process"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Codify this quarterly release routine into a reusable skill package with scripts, references, and packaging checks.",
          "family": "paraphrase_trigger",
          "score": 0.874,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.857,
            "support_score": 0,
            "lexical_support": 0.312,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "eval_optimize": [
                  "packaging checks"
                ],
                "multi_asset": [
                  "references",
                  "scripts"
                ],
                "reuse_package": [
                  "reusable",
                  "package",
                  "packaging",
                  "release"
                ],
                "transform_workflow": [
                  "quarterly release routine",
                  "scripts"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Below is a noisy transcript plus release notes and prompt history. Ignore the chatter and turn this playbook into an agent capability package for the team library.",
          "family": "long_context_trigger",
          "score": 0.691,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "team_operationalize"
            ],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.661,
            "support_score": 0.04,
            "lexical_support": 0.16,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "turn this playbook into an agent capability package",
                  "agent capability"
                ],
                "reuse_package": [
                  "package",
                  "team library",
                  "release"
                ],
                "team_operationalize": [
                  "team"
                ],
                "transform_workflow": [
                  "prompt history",
                  "playbook",
                  "transcript",
                  "release notes"
                ]
              },
              "negative": {}
            }
          }
        }
      ],
      "should_not_trigger": [
        {
          "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",
              "multi_asset"
            ],
            "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": 0.357,
            "support_score": 0,
            "lexical_support": 0.143,
            "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",
              "multi_asset"
            ],
            "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": 0.357,
            "support_score": 0,
            "lexical_support": 0.182,
            "negative_penalty": 0.68,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "package",
                  "release"
                ],
                "transform_workflow": [
                  "checklist"
                ]
              },
              "negative": {
                "explain_only": [
                  "explain this",
                  "in simpler language"
                ],
                "no_build_directive": [
                  "do not package it"
                ]
              }
            }
          }
        },
        {
          "prompt": "Keep this release workflow as documentation only for the wiki and produce a reference document, not for agent execution.",
          "family": "long_context_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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.357,
            "support_score": 0,
            "lexical_support": 0.167,
            "negative_penalty": 0.6,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "release"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {
                "document_only": [
                  "document",
                  "wiki",
                  "reference document"
                ],
                "no_build_directive": [
                  "not for agent execution"
                ]
              }
            }
          }
        },
        {
          "prompt": "Translate this long runbook into Russian and keep it as documentation only with no skill package.",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "no_build_directive",
              "translate_only"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive",
              "translate_only"
            ],
            "semantic_coverage": 0.661,
            "support_score": 0,
            "lexical_support": 0.188,
            "negative_penalty": 0.77,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "runbook"
                ]
              },
              "negative": {
                "no_build_directive": [
                  "no skill package",
                  "keep it as documentation only"
                ],
                "translate_only": [
                  "translate",
                  "into russian"
                ]
              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only",
              "future_outline"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only",
              "future_outline"
            ],
            "semantic_coverage": 0.304,
            "support_score": 0,
            "lexical_support": 0.077,
            "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",
              "multi_asset"
            ],
            "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": 0.214,
            "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": [
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              "reuse_package",
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            ],
            "matched_desired_concepts": [
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              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.482,
            "support_score": 0,
            "lexical_support": 0.308,
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            "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"
                ]
              }
            }
          }
        },
        {
          "prompt": "From the long workflow below, create a template only and a checklist for discussion only. No skill package.",
          "family": "long_context_near_neighbor",
          "score": 0.0,
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "score_detail": {
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            "matched_desired_concepts": [
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              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
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              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
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            ],
            "semantic_coverage": 0.661,
            "support_score": 0,
            "lexical_support": 0.375,
            "negative_penalty": 0.6,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "workflow",
                  "checklist"
                ]
              },
              "negative": {
                "document_only": [
                  "template only"
                ],
                "no_build_directive": [
                  "no skill package",
                  "discussion only"
                ]
              }
            }
          }
        }
      ]
    }
  },
  "winner_blind_holdout_report": {
    "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,
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    "recall": 1.0,
    "bucket_stats": {
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        "total": 2,
        "passed": 2,
        "pass_rate": 1.0
      },
      "should_not_trigger": {
        "total": 2,
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        "pass_rate": 1.0
      },
      "near_neighbor": {
        "total": 2,
        "passed": 2,
        "pass_rate": 1.0
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    },
    "family_stats": {
      "blind_operationalize": {
        "total": 1,
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        "false_positives": 0,
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      },
      "blind_multi_asset": {
        "total": 1,
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        "false_positives": 0,
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        "pass_rate": 1.0
      },
      "blind_document_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
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        "pass_rate": 1.0
      },
      "blind_explain_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
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        "pass_rate": 1.0
      },
      "blind_future_outline": {
        "total": 1,
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        "false_positives": 0,
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      },
      "blind_brainstorm_only": {
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        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "prompt": "Operationalize this support escalation routine as a maintained skill and keep trigger eval coverage.",
          "family": "blind_operationalize",
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          "predicted_trigger": true,
          "expected_trigger": true,
          "passed": true,
          "score_detail": {
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            "matched_desired_concepts": [
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              "transform_workflow"
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            "extra_positive_concepts": [],
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            "semantic_coverage": 0.357,
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              "positive": {
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                  "operationalize"
                ],
                "transform_workflow": [
                  "support escalation routine"
                ]
              },
              "negative": {}
            }
          },
          "boundary_case": true
        },
        {
          "prompt": "Take these SOP scraps, prompt notes, and transcript excerpts and formalize them into a reusable capability package.",
          "family": "blind_multi_asset",
          "score": 0.374,
          "predicted_trigger": true,
          "expected_trigger": true,
          "passed": true,
          "score_detail": {
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              "transform_workflow"
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            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "reusable",
                  "package"
                ],
                "transform_workflow": [
                  "sop",
                  "transcript"
                ]
              },
              "negative": {}
            }
          },
          "boundary_case": true
        }
      ],
      "should_not_trigger": [
        {
          "prompt": "Turn this workflow note into a wiki reference only, do not create any skill files, and keep it out of agent execution.",
          "family": "blind_document_only",
          "score": 0.084,
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "score_detail": {
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            "matched_desired_concepts": [
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            ],
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            "exclusive_negative_concepts": [],
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                ],
                "transform_workflow": [
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                ]
              },
              "negative": {
                "document_only": [
                  "wiki"
                ]
              }
            }
          }
        },
        {
          "prompt": "Explain the differences between prompts and skills in plain English.",
          "family": "blind_explain_only",
          "score": 0.0,
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "score_detail": {
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            ],
            "matched_desired_concepts": [],
            "extra_positive_concepts": [],
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              "explain_only"
            ],
            "exclusive_negative_concepts": [
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            ],
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            "concept_evidence": {
              "positive": {},
              "negative": {
                "explain_only": [
                  "plain english"
                ]
              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "prompt": "Sketch a future skill outline from these notes, but stop before generating files.",
          "family": "blind_future_outline",
          "score": 0.0,
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "score_detail": {
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            ],
            "matched_desired_concepts": [
              "multi_asset"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "future_outline"
            ],
            "exclusive_negative_concepts": [
              "future_outline"
            ],
            "semantic_coverage": 0.054,
            "support_score": 0,
            "lexical_support": 0.154,
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            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "files"
                ]
              },
              "negative": {
                "future_outline": [
                  "future skill"
                ]
              }
            }
          }
        },
        {
          "prompt": "Review this process and suggest improvements for later; no packaging yet.",
          "family": "blind_brainstorm_only",
          "score": 0.013,
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "score_detail": {
            "mode": "semantic-intent",
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            "matched_desired_concepts": [
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            "extra_positive_concepts": [],
            "matched_negative_concepts": [
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            "exclusive_negative_concepts": [
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            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "packaging"
                ],
                "transform_workflow": [
                  "process"
                ]
              },
              "negative": {
                "future_outline": [
                  "for later"
                ]
              }
            }
          }
        }
      ]
    }
  },
  "current_blind_holdout_report": {
    "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.",
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    "recall": 1.0,
    "bucket_stats": {
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        "total": 2,
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        "pass_rate": 1.0
      },
      "should_not_trigger": {
        "total": 2,
        "passed": 2,
        "pass_rate": 1.0
      },
      "near_neighbor": {
        "total": 2,
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    },
    "family_stats": {
      "blind_operationalize": {
        "total": 1,
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      },
      "blind_multi_asset": {
        "total": 1,
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        "false_positives": 0,
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      },
      "blind_document_only": {
        "total": 1,
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      },
      "blind_explain_only": {
        "total": 1,
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      },
      "blind_future_outline": {
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      },
      "blind_brainstorm_only": {
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    },
    "misfires": [],
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        {
          "prompt": "Operationalize this support escalation routine as a maintained skill and keep trigger eval coverage.",
          "family": "blind_operationalize",
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              },
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          },
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        },
        {
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                ],
                "transform_workflow": [
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                ]
              },
              "negative": {}
            }
          },
          "boundary_case": true
        }
      ],
      "should_not_trigger": [
        {
          "prompt": "Turn this workflow note into a wiki reference only, do not create any skill files, and keep it out of agent execution.",
          "family": "blind_document_only",
          "score": 0.084,
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          "expected_trigger": false,
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          "score_detail": {
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              },
              "negative": {
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              }
            }
          }
        },
        {
          "prompt": "Explain the differences between prompts and skills in plain English.",
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          "score_detail": {
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              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "prompt": "Sketch a future skill outline from these notes, but stop before generating files.",
          "family": "blind_future_outline",
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          "score_detail": {
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            "extra_positive_concepts": [],
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            "exclusive_negative_concepts": [
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              "positive": {
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                ]
              },
              "negative": {
                "future_outline": [
                  "future skill"
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              }
            }
          }
        },
        {
          "prompt": "Review this process and suggest improvements for later; no packaging yet.",
          "family": "blind_brainstorm_only",
          "score": 0.013,
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "score_detail": {
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              },
              "negative": {
                "future_outline": [
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              }
            }
          }
        }
      ]
    }
  },
  "baseline_blind_holdout_report": {
    "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.",
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            "exclusive_negative_concepts": [
              "explain_only"
            ],
            "nonexclusive_negative_concepts": [],
            "exclusion_hits": [],
            "generic_exclusion_hits": [
              "explain",
              "plain english"
            ],
            "positive_vote": 2,
            "negative_vote": 3,
            "margin": -1,
            "confidence": 0.58,
            "concept_evidence": {
              "positive": {},
              "negative": {
                "explain_only": [
                  "plain english"
                ]
              }
            }
          },
          "boundary_case": true
        }
      ],
      "near_neighbor": [
        {
          "prompt": "Sketch a future skill outline from these notes, but stop before generating files.",
          "family": "blind_future_outline",
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "judge_detail": {
            "mode": "judge-rubric",
            "focused_positive_concepts": [
              "multi_asset"
            ],
            "strong_positive_concepts": [],
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            "input_hits": [
              "notes"
            ],
            "artifact_hits": [],
            "capability_overlap": 0,
            "exclusive_negative_concepts": [
              "future_outline"
            ],
            "nonexclusive_negative_concepts": [],
            "exclusion_hits": [],
            "generic_exclusion_hits": [],
            "positive_vote": 1,
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            "margin": -1,
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            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "files"
                ]
              },
              "negative": {
                "future_outline": [
                  "future skill"
                ]
              }
            }
          },
          "boundary_case": true
        },
        {
          "prompt": "Review this process and suggest improvements for later; no packaging yet.",
          "family": "blind_brainstorm_only",
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "judge_detail": {
            "mode": "judge-rubric",
            "focused_positive_concepts": [
              "transform_workflow",
              "reuse_package"
            ],
            "strong_positive_concepts": [
              "transform_workflow",
              "reuse_package"
            ],
            "trigger_action_hits": [],
            "input_hits": [],
            "artifact_hits": [],
            "capability_overlap": 1,
            "exclusive_negative_concepts": [
              "future_outline"
            ],
            "nonexclusive_negative_concepts": [],
            "exclusion_hits": [],
            "generic_exclusion_hits": [],
            "positive_vote": 3,
            "negative_vote": 2,
            "margin": 1,
            "confidence": 0.66,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "packaging"
                ],
                "transform_workflow": [
                  "process"
                ]
              },
              "negative": {
                "future_outline": [
                  "for later"
                ]
              }
            }
          },
          "boundary_case": true
        }
      ]
    },
    "judge_summary": {
      "agreement_rate": 1.0,
      "mean_confidence": 0.66,
      "rubric_version": "blind-v1"
    }
  },
  "baseline_judge_blind_holdout_report": {
    "judge": "rubric-blind-v1",
    "judge_explanation": "The blind judge uses a rubric rather than the main threshold scorer. It looks for trigger-action evidence, focused capability evidence, and input or artifact evidence, then blocks on explicit exclusion and exclusive negative signals. This acts as an independent second opinion for blind-holdout prompts.",
    "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,
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        "pass_rate": 1.0
      }
    },
    "family_stats": {
      "blind_operationalize": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "blind_multi_asset": {
        "total": 1,
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        "false_positives": 0,
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        "pass_rate": 1.0
      },
      "blind_document_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
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        "pass_rate": 1.0
      },
      "blind_explain_only": {
        "total": 1,
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      },
      "blind_future_outline": {
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      },
      "blind_brainstorm_only": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "prompt": "Operationalize this support escalation routine as a maintained skill and keep trigger eval coverage.",
          "family": "blind_operationalize",
          "predicted_trigger": true,
          "expected_trigger": true,
          "passed": true,
          "judge_detail": {
            "mode": "judge-rubric",
            "focused_positive_concepts": [
              "transform_workflow",
              "reuse_package"
            ],
            "strong_positive_concepts": [
              "transform_workflow",
              "reuse_package"
            ],
            "trigger_action_hits": [],
            "input_hits": [],
            "artifact_hits": [],
            "capability_overlap": 1,
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            "nonexclusive_negative_concepts": [],
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            "generic_exclusion_hits": [],
            "positive_vote": 3,
            "negative_vote": 0,
            "margin": 3,
            "confidence": 0.74,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "maintained",
                  "operationalize"
                ],
                "transform_workflow": [
                  "support escalation routine"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Take these SOP scraps, prompt notes, and transcript excerpts and formalize them into a reusable capability package.",
          "family": "blind_multi_asset",
          "predicted_trigger": true,
          "expected_trigger": true,
          "passed": true,
          "judge_detail": {
            "mode": "judge-rubric",
            "focused_positive_concepts": [
              "transform_workflow",
              "reuse_package"
            ],
            "strong_positive_concepts": [
              "transform_workflow",
              "reuse_package"
            ],
            "trigger_action_hits": [],
            "input_hits": [
              "notes"
            ],
            "artifact_hits": [],
            "capability_overlap": 2,
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            "nonexclusive_negative_concepts": [],
            "exclusion_hits": [],
            "generic_exclusion_hits": [],
            "positive_vote": 4,
            "negative_vote": 0,
            "margin": 4,
            "confidence": 0.82,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "reusable",
                  "package"
                ],
                "transform_workflow": [
                  "sop",
                  "transcript"
                ]
              },
              "negative": {}
            }
          }
        }
      ],
      "should_not_trigger": [
        {
          "prompt": "Turn this workflow note into a wiki reference only, do not create any skill files, and keep it out of agent execution.",
          "family": "blind_document_only",
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "judge_detail": {
            "mode": "judge-rubric",
            "focused_positive_concepts": [
              "transform_workflow"
            ],
            "strong_positive_concepts": [
              "transform_workflow"
            ],
            "trigger_action_hits": [],
            "input_hits": [],
            "artifact_hits": [],
            "capability_overlap": 3,
            "exclusive_negative_concepts": [],
            "nonexclusive_negative_concepts": [
              "document_only"
            ],
            "exclusion_hits": [],
            "generic_exclusion_hits": [],
            "positive_vote": 2,
            "negative_vote": 1,
            "margin": 1,
            "confidence": 0.58,
            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "files"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {
                "document_only": [
                  "wiki"
                ]
              }
            }
          },
          "boundary_case": true
        },
        {
          "prompt": "Explain the differences between prompts and skills in plain English.",
          "family": "blind_explain_only",
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "judge_detail": {
            "mode": "judge-rubric",
            "focused_positive_concepts": [],
            "strong_positive_concepts": [],
            "trigger_action_hits": [],
            "input_hits": [
              "prompts"
            ],
            "artifact_hits": [
              "prompts"
            ],
            "capability_overlap": 2,
            "exclusive_negative_concepts": [
              "explain_only"
            ],
            "nonexclusive_negative_concepts": [],
            "exclusion_hits": [],
            "generic_exclusion_hits": [
              "explain",
              "plain english"
            ],
            "positive_vote": 2,
            "negative_vote": 3,
            "margin": -1,
            "confidence": 0.58,
            "concept_evidence": {
              "positive": {},
              "negative": {
                "explain_only": [
                  "plain english"
                ]
              }
            }
          },
          "boundary_case": true
        }
      ],
      "near_neighbor": [
        {
          "prompt": "Sketch a future skill outline from these notes, but stop before generating files.",
          "family": "blind_future_outline",
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "judge_detail": {
            "mode": "judge-rubric",
            "focused_positive_concepts": [],
            "strong_positive_concepts": [],
            "trigger_action_hits": [],
            "input_hits": [
              "notes"
            ],
            "artifact_hits": [],
            "capability_overlap": 0,
            "exclusive_negative_concepts": [
              "future_outline"
            ],
            "nonexclusive_negative_concepts": [],
            "exclusion_hits": [],
            "generic_exclusion_hits": [],
            "positive_vote": 1,
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            "margin": -1,
            "confidence": 0.58,
            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "files"
                ]
              },
              "negative": {
                "future_outline": [
                  "future skill"
                ]
              }
            }
          },
          "boundary_case": true
        },
        {
          "prompt": "Review this process and suggest improvements for later; no packaging yet.",
          "family": "blind_brainstorm_only",
          "predicted_trigger": false,
          "expected_trigger": false,
          "passed": true,
          "judge_detail": {
            "mode": "judge-rubric",
            "focused_positive_concepts": [
              "transform_workflow",
              "reuse_package"
            ],
            "strong_positive_concepts": [
              "transform_workflow",
              "reuse_package"
            ],
            "trigger_action_hits": [],
            "input_hits": [],
            "artifact_hits": [],
            "capability_overlap": 1,
            "exclusive_negative_concepts": [
              "future_outline"
            ],
            "nonexclusive_negative_concepts": [],
            "exclusion_hits": [],
            "generic_exclusion_hits": [],
            "positive_vote": 3,
            "negative_vote": 2,
            "margin": 1,
            "confidence": 0.66,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "packaging"
                ],
                "transform_workflow": [
                  "process"
                ]
              },
              "negative": {
                "future_outline": [
                  "for later"
                ]
              }
            }
          },
          "boundary_case": true
        }
      ]
    },
    "judge_summary": {
      "agreement_rate": 1.0,
      "mean_confidence": 0.66,
      "rubric_version": "blind-v1"
    }
  },
  "winner_adversarial_holdout_report": {
    "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,
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    "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
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    },
    "family_stats": {
      "adversarial_noisy_operationalize": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_multi_asset_boundary": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_document_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_summary_translation_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
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        "pass_rate": 1.0
      },
      "adversarial_future_outline_collision": {
        "total": 1,
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        "false_positives": 0,
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        "pass_rate": 1.0
      },
      "adversarial_brainstorm_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "prompt": "Ignore the noisy meeting chatter and operationalize this support escalation workflow into a maintained skill package with trigger hardening.",
          "family": "adversarial_noisy_operationalize",
          "score": 0.812,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0,
            "lexical_support": 0.158,
            "negative_penalty": 0,
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            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "eval_optimize": [
                  "hardening"
                ],
                "reuse_package": [
                  "package",
                  "maintained",
                  "operationalize"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Codify this routine into a reusable capability from docs, transcripts, and prompt history, then stress test the route boundary.",
          "family": "adversarial_multi_asset_boundary",
          "score": 0.808,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0,
            "lexical_support": 0.105,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "codify this routine"
                ],
                "eval_optimize": [
                  "stress test",
                  "route boundary"
                ],
                "reuse_package": [
                  "reusable"
                ],
                "transform_workflow": [
                  "prompt history"
                ]
              },
              "negative": {}
            }
          }
        }
      ],
      "should_not_trigger": [
        {
          "prompt": "Create a wiki package from this runbook and do not generate any skill files.",
          "family": "adversarial_document_collision",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.411,
            "support_score": 0,
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            "negative_penalty": 0.6,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "files"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "runbook"
                ]
              },
              "negative": {
                "document_only": [
                  "wiki"
                ],
                "no_build_directive": [
                  "do not generate any skill files"
                ]
              }
            }
          }
        },
        {
          "prompt": "Summarize this SOP, translate it into Japanese for the knowledge base, and keep it as documentation only.",
          "family": "adversarial_summary_translation_collision",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive",
              "summarize_only",
              "translate_only"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive",
              "summarize_only",
              "translate_only"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.062,
            "negative_penalty": 1.25,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "transform_workflow": [
                  "sop"
                ]
              },
              "negative": {
                "document_only": [
                  "knowledge base"
                ],
                "no_build_directive": [
                  "keep it as documentation only"
                ],
                "summarize_only": [
                  "summarize"
                ],
                "translate_only": [
                  "translate",
                  "into japanese"
                ]
              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "prompt": "Outline a possible future skill from these notes, but stop short of making a full skill and keep it as a plain note.",
          "family": "adversarial_future_outline_collision",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
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              "no_build_directive"
            ],
            "semantic_coverage": 0.0,
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            "concept_evidence": {
              "positive": {},
              "negative": {
                "future_outline": [
                  "future skill",
                  "possible future skill"
                ],
                "no_build_directive": [
                  "stop short of making a full skill",
                  "plain note",
                  "keep it as a plain note"
                ]
              }
            }
          }
        },
        {
          "prompt": "Brainstorm packaging improvements for later and keep this as discussion only.",
          "family": "adversarial_brainstorm_collision",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only",
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only",
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.091,
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            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "packaging"
                ]
              },
              "negative": {
                "brainstorm_only": [
                  "brainstorm"
                ],
                "future_outline": [
                  "for later"
                ],
                "no_build_directive": [
                  "discussion only"
                ]
              }
            }
          }
        }
      ]
    }
  },
  "current_adversarial_holdout_report": {
    "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,
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    "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_noisy_operationalize": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_multi_asset_boundary": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_document_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_summary_translation_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_future_outline_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_brainstorm_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "prompt": "Ignore the noisy meeting chatter and operationalize this support escalation workflow into a maintained skill package with trigger hardening.",
          "family": "adversarial_noisy_operationalize",
          "score": 0.812,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0,
            "lexical_support": 0.158,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "eval_optimize": [
                  "hardening"
                ],
                "reuse_package": [
                  "package",
                  "maintained",
                  "operationalize"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Codify this routine into a reusable capability from docs, transcripts, and prompt history, then stress test the route boundary.",
          "family": "adversarial_multi_asset_boundary",
          "score": 0.808,
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.804,
            "support_score": 0,
            "lexical_support": 0.105,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "codify this routine"
                ],
                "eval_optimize": [
                  "stress test",
                  "route boundary"
                ],
                "reuse_package": [
                  "reusable"
                ],
                "transform_workflow": [
                  "prompt history"
                ]
              },
              "negative": {}
            }
          }
        }
      ],
      "should_not_trigger": [
        {
          "prompt": "Create a wiki package from this runbook and do not generate any skill files.",
          "family": "adversarial_document_collision",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "multi_asset",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.411,
            "support_score": 0,
            "lexical_support": 0.286,
            "negative_penalty": 0.6,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "files"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "runbook"
                ]
              },
              "negative": {
                "document_only": [
                  "wiki"
                ],
                "no_build_directive": [
                  "do not generate any skill files"
                ]
              }
            }
          }
        },
        {
          "prompt": "Summarize this SOP, translate it into Japanese for the knowledge base, and keep it as documentation only.",
          "family": "adversarial_summary_translation_collision",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive",
              "summarize_only",
              "translate_only"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive",
              "summarize_only",
              "translate_only"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.062,
            "negative_penalty": 1.25,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "transform_workflow": [
                  "sop"
                ]
              },
              "negative": {
                "document_only": [
                  "knowledge base"
                ],
                "no_build_directive": [
                  "keep it as documentation only"
                ],
                "summarize_only": [
                  "summarize"
                ],
                "translate_only": [
                  "translate",
                  "into japanese"
                ]
              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "prompt": "Outline a possible future skill from these notes, but stop short of making a full skill and keep it as a plain note.",
          "family": "adversarial_future_outline_collision",
          "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",
              "multi_asset"
            ],
            "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": 0.1,
            "negative_penalty": 0.64,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {},
              "negative": {
                "future_outline": [
                  "future skill",
                  "possible future skill"
                ],
                "no_build_directive": [
                  "stop short of making a full skill",
                  "plain note",
                  "keep it as a plain note"
                ]
              }
            }
          }
        },
        {
          "prompt": "Brainstorm packaging improvements for later and keep this as discussion only.",
          "family": "adversarial_brainstorm_collision",
          "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",
              "multi_asset"
            ],
            "matched_desired_concepts": [
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only",
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only",
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.179,
            "support_score": 0,
            "lexical_support": 0.091,
            "negative_penalty": 0.88,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "packaging"
                ]
              },
              "negative": {
                "brainstorm_only": [
                  "brainstorm"
                ],
                "future_outline": [
                  "for later"
                ],
                "no_build_directive": [
                  "discussion only"
                ]
              }
            }
          }
        }
      ]
    }
  },
  "baseline_adversarial_holdout_report": {
    "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": 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_noisy_operationalize": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_multi_asset_boundary": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_document_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_summary_translation_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_future_outline_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      },
      "adversarial_brainstorm_collision": {
        "total": 1,
        "passed": 1,
        "false_positives": 0,
        "false_negatives": 0,
        "pass_rate": 1.0
      }
    },
    "misfires": [],
    "results": {
      "should_trigger": [
        {
          "prompt": "Ignore the noisy meeting chatter and operationalize this support escalation workflow into a maintained skill package with trigger hardening.",
          "family": "adversarial_noisy_operationalize",
          "score": 0.845,
          "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"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.849,
            "support_score": 0,
            "lexical_support": 0.053,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "skill package"
                ],
                "eval_optimize": [
                  "hardening"
                ],
                "reuse_package": [
                  "package",
                  "maintained",
                  "operationalize"
                ],
                "transform_workflow": [
                  "workflow"
                ]
              },
              "negative": {}
            }
          }
        },
        {
          "prompt": "Codify this routine into a reusable capability from docs, transcripts, and prompt history, then stress test the route boundary.",
          "family": "adversarial_multi_asset_boundary",
          "score": 0.845,
          "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"
            ],
            "matched_desired_concepts": [
              "build_skill",
              "eval_optimize",
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [],
            "exclusive_negative_concepts": [],
            "semantic_coverage": 0.849,
            "support_score": 0,
            "lexical_support": 0.053,
            "negative_penalty": 0,
            "coverage_boost": 0.06,
            "concept_evidence": {
              "positive": {
                "build_skill": [
                  "codify this routine"
                ],
                "eval_optimize": [
                  "stress test",
                  "route boundary"
                ],
                "reuse_package": [
                  "reusable"
                ],
                "transform_workflow": [
                  "prompt history"
                ]
              },
              "negative": {}
            }
          }
        }
      ],
      "should_not_trigger": [
        {
          "prompt": "Create a wiki package from this runbook and do not generate any skill files.",
          "family": "adversarial_document_collision",
          "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"
            ],
            "matched_desired_concepts": [
              "reuse_package",
              "transform_workflow"
            ],
            "extra_positive_concepts": [
              "multi_asset"
            ],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive"
            ],
            "semantic_coverage": 0.377,
            "support_score": 0.06,
            "lexical_support": 0.143,
            "negative_penalty": 0.6,
            "coverage_boost": 0.04,
            "concept_evidence": {
              "positive": {
                "multi_asset": [
                  "files"
                ],
                "reuse_package": [
                  "package"
                ],
                "transform_workflow": [
                  "runbook"
                ]
              },
              "negative": {
                "document_only": [
                  "wiki"
                ],
                "no_build_directive": [
                  "do not generate any skill files"
                ]
              }
            }
          }
        },
        {
          "prompt": "Summarize this SOP, translate it into Japanese for the knowledge base, and keep it as documentation only.",
          "family": "adversarial_summary_translation_collision",
          "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"
            ],
            "matched_desired_concepts": [
              "transform_workflow"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "document_only",
              "no_build_directive",
              "summarize_only",
              "translate_only"
            ],
            "exclusive_negative_concepts": [
              "no_build_directive",
              "summarize_only",
              "translate_only"
            ],
            "semantic_coverage": 0.189,
            "support_score": 0,
            "lexical_support": 0.062,
            "negative_penalty": 1.25,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "transform_workflow": [
                  "sop"
                ]
              },
              "negative": {
                "document_only": [
                  "knowledge base"
                ],
                "no_build_directive": [
                  "keep it as documentation only"
                ],
                "summarize_only": [
                  "summarize"
                ],
                "translate_only": [
                  "translate",
                  "into japanese"
                ]
              }
            }
          }
        }
      ],
      "near_neighbor": [
        {
          "prompt": "Outline a possible future skill from these notes, but stop short of making a full skill and keep it as a plain note.",
          "family": "adversarial_future_outline_collision",
          "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"
            ],
            "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": 0.05,
            "negative_penalty": 0.64,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {},
              "negative": {
                "future_outline": [
                  "future skill",
                  "possible future skill"
                ],
                "no_build_directive": [
                  "stop short of making a full skill",
                  "plain note",
                  "keep it as a plain note"
                ]
              }
            }
          }
        },
        {
          "prompt": "Brainstorm packaging improvements for later and keep this as discussion only.",
          "family": "adversarial_brainstorm_collision",
          "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"
            ],
            "matched_desired_concepts": [
              "reuse_package"
            ],
            "extra_positive_concepts": [],
            "matched_negative_concepts": [
              "brainstorm_only",
              "future_outline",
              "no_build_directive"
            ],
            "exclusive_negative_concepts": [
              "brainstorm_only",
              "future_outline",
              "no_build_directive"
            ],
            "semantic_coverage": 0.189,
            "support_score": 0,
            "lexical_support": 0.091,
            "negative_penalty": 0.88,
            "coverage_boost": 0.0,
            "concept_evidence": {
              "positive": {
                "reuse_package": [
                  "packaging"
                ]
              },
              "negative": {
                "brainstorm_only": [
                  "brainstorm"
                ],
                "future_outline": [
                  "for later"
                ],
                "no_build_directive": [
                  "discussion only"
                ]
              }
            }
          }
        }
      ]
    }
  },
  "candidates": [
    {
      "id": "current",
      "label": "Current",
      "description": "Create/improve/evaluate agent skills from workflows, prompts, SOPs, scripts. Use for migration/release/package, routing, evals/tests, install checks, 优化已有 skill, 补 trigger 评测. Exclude no-skill summary/translation/docs.",
      "strategy": "current",
      "estimated_tokens": 54,
      "dev": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "selection_key": [
        0,
        0,
        -1.0,
        -1.0,
        -1.0,
        -1.0,
        54
      ],
      "holdout": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      }
    },
    {
      "id": "minimal",
      "label": "Minimal",
      "description": "Create, refactor, evaluate, and package agent skills. Use when asked to create a skill, turn a repeated process into a reusable skill, or improve an existing skill.",
      "strategy": "minimal_template",
      "estimated_tokens": 41,
      "dev": {
        "false_positives": 1,
        "false_negatives": 1,
        "precision": 0.875,
        "recall": 0.875,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 0.857
      },
      "selection_key": [
        1,
        1,
        -1.0,
        -0.857,
        -0.875,
        -0.875,
        41
      ],
      "holdout": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      }
    },
    {
      "id": "guardrail",
      "label": "Guardrail",
      "description": "Create, refactor, evaluate, and package agent skills from workflows, prompts, transcripts, docs, notes, 流程, 提示词, 对话记录, 文档, or 笔记. Do not use for summary-only requests, translation-only requests, or plain documentation tasks.",
      "strategy": "guardrail_template",
      "estimated_tokens": 56,
      "dev": {
        "false_positives": 1,
        "false_negatives": 1,
        "precision": 0.875,
        "recall": 0.875,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 0.857
      },
      "selection_key": [
        1,
        1,
        -1.0,
        -0.857,
        -0.875,
        -0.875,
        56
      ],
      "holdout": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      }
    },
    {
      "id": "balanced",
      "label": "Balanced",
      "description": "Create, refactor, evaluate, and package agent skills from workflows, prompts, transcripts, docs, notes, 流程, 提示词, 对话记录, 文档, or 笔记. Use when asked to create a skill, turn a repeated process into a reusable skill, or improve an existing skill.",
      "strategy": "balanced_template",
      "estimated_tokens": 60,
      "dev": {
        "false_positives": 1,
        "false_negatives": 1,
        "precision": 0.875,
        "recall": 0.875,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 0.857
      },
      "selection_key": [
        1,
        1,
        -1.0,
        -0.857,
        -0.875,
        -0.875,
        60
      ],
      "holdout": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      }
    },
    {
      "id": "artifact_aware",
      "label": "Artifact Aware",
      "description": "Create, refactor, evaluate, and package agent skills from workflows, prompts, transcripts, docs, notes, 流程, 提示词, 对话记录, 文档, or 笔记. Trigger when requests mention workflows, prompts, transcripts, or docs and the job is to create a skill, turn a repeated process into a reusable skill, or improve an existing skill.",
      "strategy": "artifact_template",
      "estimated_tokens": 77,
      "dev": {
        "false_positives": 1,
        "false_negatives": 1,
        "precision": 0.875,
        "recall": 0.875,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 0.857
      },
      "selection_key": [
        1,
        1,
        -1.0,
        -0.857,
        -0.875,
        -0.875,
        77
      ],
      "holdout": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      }
    },
    {
      "id": "boundary",
      "label": "Boundary",
      "description": "Create, refactor, evaluate, and package agent skills from workflows, prompts, transcripts, docs, notes, 流程, 提示词, 对话记录, 文档, or 笔记. Use when asked to create a skill, turn a repeated process into a reusable skill, or improve an existing skill. Do not use for summary-only requests, translation-only requests, or plain documentation tasks.",
      "strategy": "boundary_template",
      "estimated_tokens": 83,
      "dev": {
        "false_positives": 1,
        "false_negatives": 1,
        "precision": 0.875,
        "recall": 0.875,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 0.857
      },
      "selection_key": [
        1,
        1,
        -1.0,
        -0.857,
        -0.875,
        -0.875,
        83
      ],
      "holdout": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "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": 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_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_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": 0,
      "false_positive_delta": 0,
      "false_negative_delta": -1,
      "baseline_precision": 1.0,
      "improved_precision": 1.0,
      "baseline_recall": 0.875,
      "improved_recall": 1.0
    },
    "winner_vs_baseline_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_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_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": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "current": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "baseline": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "winner_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.704,
        "mean_non_trigger_score": 0.0,
        "mean_near_neighbor_score": 0.0,
        "min_positive_score": 0.465,
        "max_non_trigger_score": 0.0,
        "score_gap": 0.465,
        "threshold_margin": 0.135,
        "positive_threshold_buffer": 0.135,
        "negative_threshold_buffer": 0.33,
        "boundary_case_count": 0,
        "boundary_case_rate": 0.0,
        "risk_band": "healthy"
      },
      "current_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.704,
        "mean_non_trigger_score": 0.0,
        "mean_near_neighbor_score": 0.0,
        "min_positive_score": 0.465,
        "max_non_trigger_score": 0.0,
        "score_gap": 0.465,
        "threshold_margin": 0.135,
        "positive_threshold_buffer": 0.135,
        "negative_threshold_buffer": 0.33,
        "boundary_case_count": 0,
        "boundary_case_rate": 0.0,
        "risk_band": "healthy"
      },
      "baseline_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.707,
        "mean_non_trigger_score": 0.0,
        "mean_near_neighbor_score": 0.0,
        "min_positive_score": 0.416,
        "max_non_trigger_score": 0.0,
        "score_gap": 0.416,
        "threshold_margin": 0.086,
        "positive_threshold_buffer": 0.086,
        "negative_threshold_buffer": 0.33,
        "boundary_case_count": 0,
        "boundary_case_rate": 0.0,
        "risk_band": "healthy"
      },
      "winner_family_health": {
        "family_count": 12,
        "clean_family_count": 12,
        "failing_families": [],
        "weakest_family": {
          "family": "workflow_to_skill",
          "pass_rate": 1.0,
          "errors": 0
        }
      },
      "current_family_health": {
        "family_count": 12,
        "clean_family_count": 12,
        "failing_families": [],
        "weakest_family": {
          "family": "workflow_to_skill",
          "pass_rate": 1.0,
          "errors": 0
        }
      },
      "baseline_family_health": {
        "family_count": 12,
        "clean_family_count": 12,
        "failing_families": [],
        "weakest_family": {
          "family": "workflow_to_skill",
          "pass_rate": 1.0,
          "errors": 0
        }
      }
    },
    "blind_holdout_non_regression": {
      "winner": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "current": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "baseline": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "winner_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.377,
        "mean_non_trigger_score": 0.024,
        "mean_near_neighbor_score": 0.006,
        "min_positive_score": 0.374,
        "max_non_trigger_score": 0.084,
        "score_gap": 0.29,
        "threshold_margin": 0.044,
        "positive_threshold_buffer": 0.044,
        "negative_threshold_buffer": 0.246,
        "boundary_case_count": 2,
        "boundary_case_rate": 0.333,
        "risk_band": "watch"
      },
      "current_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.377,
        "mean_non_trigger_score": 0.024,
        "mean_near_neighbor_score": 0.006,
        "min_positive_score": 0.374,
        "max_non_trigger_score": 0.084,
        "score_gap": 0.29,
        "threshold_margin": 0.044,
        "positive_threshold_buffer": 0.044,
        "negative_threshold_buffer": 0.246,
        "boundary_case_count": 2,
        "boundary_case_rate": 0.333,
        "risk_band": "watch"
      },
      "baseline_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.393,
        "mean_non_trigger_score": 0.011,
        "mean_near_neighbor_score": 0.012,
        "min_positive_score": 0.392,
        "max_non_trigger_score": 0.024,
        "score_gap": 0.368,
        "threshold_margin": 0.062,
        "positive_threshold_buffer": 0.062,
        "negative_threshold_buffer": 0.306,
        "boundary_case_count": 2,
        "boundary_case_rate": 0.333,
        "risk_band": "watch"
      },
      "winner_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "blind_operationalize",
          "pass_rate": 1.0,
          "errors": 0
        }
      },
      "current_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "blind_operationalize",
          "pass_rate": 1.0,
          "errors": 0
        }
      },
      "baseline_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "blind_operationalize",
          "pass_rate": 1.0,
          "errors": 0
        }
      }
    },
    "judge_blind_holdout_non_regression": {
      "winner": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0,
        "judge_summary": {
          "agreement_rate": 1.0,
          "mean_confidence": 0.66,
          "rubric_version": "blind-v1"
        }
      },
      "current": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0,
        "judge_summary": {
          "agreement_rate": 1.0,
          "mean_confidence": 0.66,
          "rubric_version": "blind-v1"
        }
      },
      "baseline": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0,
        "judge_summary": {
          "agreement_rate": 1.0,
          "mean_confidence": 0.66,
          "rubric_version": "blind-v1"
        }
      },
      "winner_calibration": null,
      "current_calibration": null,
      "baseline_calibration": null,
      "winner_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "blind_operationalize",
          "pass_rate": 1.0,
          "errors": 0
        }
      },
      "current_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "blind_operationalize",
          "pass_rate": 1.0,
          "errors": 0
        }
      },
      "baseline_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "blind_operationalize",
          "pass_rate": 1.0,
          "errors": 0
        }
      }
    },
    "adversarial_holdout_non_regression": {
      "winner": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "current": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "baseline": {
        "false_positives": 0,
        "false_negatives": 0,
        "precision": 1.0,
        "recall": 1.0,
        "near_neighbor_pass_rate": 1.0,
        "should_not_trigger_pass_rate": 1.0
      },
      "winner_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.81,
        "mean_non_trigger_score": 0.0,
        "mean_near_neighbor_score": 0.0,
        "min_positive_score": 0.808,
        "max_non_trigger_score": 0.0,
        "score_gap": 0.808,
        "threshold_margin": 0.33,
        "positive_threshold_buffer": 0.478,
        "negative_threshold_buffer": 0.33,
        "boundary_case_count": 0,
        "boundary_case_rate": 0.0,
        "risk_band": "healthy"
      },
      "current_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.81,
        "mean_non_trigger_score": 0.0,
        "mean_near_neighbor_score": 0.0,
        "min_positive_score": 0.808,
        "max_non_trigger_score": 0.0,
        "score_gap": 0.808,
        "threshold_margin": 0.33,
        "positive_threshold_buffer": 0.478,
        "negative_threshold_buffer": 0.33,
        "boundary_case_count": 0,
        "boundary_case_rate": 0.0,
        "risk_band": "healthy"
      },
      "baseline_calibration": {
        "threshold": 0.33,
        "mean_positive_score": 0.845,
        "mean_non_trigger_score": 0.0,
        "mean_near_neighbor_score": 0.0,
        "min_positive_score": 0.845,
        "max_non_trigger_score": 0.0,
        "score_gap": 0.845,
        "threshold_margin": 0.33,
        "positive_threshold_buffer": 0.515,
        "negative_threshold_buffer": 0.33,
        "boundary_case_count": 0,
        "boundary_case_rate": 0.0,
        "risk_band": "healthy"
      },
      "winner_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "adversarial_summary_translation_collision",
          "pass_rate": 1.0,
          "errors": 0
        }
      },
      "current_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "adversarial_summary_translation_collision",
          "pass_rate": 1.0,
          "errors": 0
        }
      },
      "baseline_family_health": {
        "family_count": 6,
        "clean_family_count": 6,
        "failing_families": [],
        "weakest_family": {
          "family": "adversarial_summary_translation_collision",
          "pass_rate": 1.0,
          "errors": 0
        }
      }
    }
  },
  "summary": {
    "winner_label": "Current",
    "winner_tokens": 54,
    "current_tokens": 54,
    "winner_dev_total_errors": 0,
    "current_dev_total_errors": 0,
    "winner_holdout_total_errors": 0,
    "current_holdout_total_errors": 0,
    "winner_blind_holdout_total_errors": 0,
    "current_blind_holdout_total_errors": 0,
    "winner_judge_blind_holdout_total_errors": 0,
    "current_judge_blind_holdout_total_errors": 0,
    "winner_adversarial_holdout_total_errors": 0,
    "current_adversarial_holdout_total_errors": 0,
    "winner_judge_blind_agreement_rate": 1.0,
    "winner_adversarial_risk_band": "healthy",
    "winner_adversarial_score_gap": 0.808,
    "candidate_count": 6,
    "baseline_tokens": 8,
    "baseline_dev_total_errors": 1,
    "baseline_holdout_total_errors": 0,
    "baseline_blind_holdout_total_errors": 0,
    "baseline_judge_blind_holdout_total_errors": 0,
    "baseline_adversarial_holdout_total_errors": 0
  }
}