{
  "summary": {
    "suite_count": 3,
    "total_cases": 66,
    "family_count": 21,
    "false_positives": 0,
    "false_negatives": 0,
    "average_precision": 1.0,
    "average_recall": 1.0
  },
  "family_summary": {
    "workflow_to_skill": {
      "total": 5,
      "passed": 5,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "iterate_existing_skill": {
      "total": 5,
      "passed": 5,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "package_for_team": {
      "total": 2,
      "passed": 2,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "meta_skill_creation": {
      "total": 1,
      "passed": 1,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "paraphrase_trigger": {
      "total": 5,
      "passed": 5,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "long_context_trigger": {
      "total": 4,
      "passed": 4,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "explain_only": {
      "total": 5,
      "passed": 5,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "summary_only": {
      "total": 3,
      "passed": 3,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "translate_only": {
      "total": 4,
      "passed": 4,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "document_only": {
      "total": 3,
      "passed": 3,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "long_context_summary_only": {
      "total": 2,
      "passed": 2,
      "false_positives": 0,
      "false_negatives": 0,
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    },
    "long_context_document_only": {
      "total": 3,
      "passed": 3,
      "false_positives": 0,
      "false_negatives": 0,
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    },
    "one_off_vs_reusable": {
      "total": 2,
      "passed": 2,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "brainstorm_vs_build": {
      "total": 1,
      "passed": 1,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "document_export_vs_agent_skill": {
      "total": 4,
      "passed": 4,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "partial_scaffold_not_full_skill": {
      "total": 4,
      "passed": 4,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "long_context_near_neighbor": {
      "total": 3,
      "passed": 3,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "complex_multi_asset": {
      "total": 3,
      "passed": 3,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    },
    "brainstorm_only": {
      "total": 2,
      "passed": 2,
      "false_positives": 0,
      "false_negatives": 0,
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    },
    "explain_not_package": {
      "total": 1,
      "passed": 1,
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      "pass_rate": 1.0
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    "future_outline_vs_build": {
      "total": 4,
      "passed": 4,
      "false_positives": 0,
      "false_negatives": 0,
      "pass_rate": 1.0
    }
  },
  "suites": {
    "train": {
      "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": 12,
          "passed": 12,
          "pass_rate": 1.0
        },
        "should_not_trigger": {
          "total": 11,
          "passed": 11,
          "pass_rate": 1.0
        },
        "near_neighbor": {
          "total": 8,
          "passed": 8,
          "pass_rate": 1.0
        }
      },
      "family_stats": {
        "workflow_to_skill": {
          "total": 3,
          "passed": 3,
          "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
        },
        "package_for_team": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "meta_skill_creation": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "paraphrase_trigger": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_trigger": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "explain_only": {
          "total": 3,
          "passed": 3,
          "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
        },
        "translate_only": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "document_only": {
          "total": 3,
          "passed": 3,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_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
        },
        "one_off_vs_reusable": {
          "total": 2,
          "passed": 2,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "brainstorm_vs_build": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "document_export_vs_agent_skill": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "partial_scaffold_not_full_skill": {
          "total": 3,
          "passed": 3,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        },
        "long_context_near_neighbor": {
          "total": 1,
          "passed": 1,
          "false_positives": 0,
          "false_negatives": 0,
          "pass_rate": 1.0
        }
      },
      "misfires": [],
      "results": {
        "should_trigger": [
          {
            "prompt": "Create a skill from this repeated workflow.",
            "family": "workflow_to_skill",
            "score": 0.518,
            "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",
                "transform_workflow"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.482,
              "support_score": 0,
              "lexical_support": 0.429,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "create a skill"
                  ],
                  "transform_workflow": [
                    "workflow"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Turn this runbook into a reusable agent skill.",
            "family": "workflow_to_skill",
            "score": 0.688,
            "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": [],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.661,
              "support_score": 0,
              "lexical_support": 0.25,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "agent skill"
                  ],
                  "reuse_package": [
                    "reusable"
                  ],
                  "transform_workflow": [
                    "runbook"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Convert this process note into a reusable skill package for the team.",
            "family": "workflow_to_skill",
            "score": 0.698,
            "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": 0.25,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill package"
                  ],
                  "reuse_package": [
                    "reusable",
                    "package"
                  ],
                  "team_operationalize": [
                    "team"
                  ],
                  "transform_workflow": [
                    "process"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Improve this skill description and add evals.",
            "family": "iterate_existing_skill",
            "score": 0.337,
            "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": [],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.286,
              "support_score": 0,
              "lexical_support": 0.429,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "eval_optimize": [
                    "evals"
                  ],
                  "iterate_existing_skill": [
                    "this skill",
                    "skill description"
                  ]
                },
                "negative": {}
              }
            },
            "boundary_case": true
          },
          {
            "prompt": "Refactor this prompt into a proper skill package.",
            "family": "iterate_existing_skill",
            "score": 0.504,
            "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"
              ],
              "extra_positive_concepts": [],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.482,
              "support_score": 0,
              "lexical_support": 0.25,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill package"
                  ],
                  "reuse_package": [
                    "package"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Package this skill for team reuse.",
            "family": "package_for_team",
            "score": 0.386,
            "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": [
                "iterate_existing_skill",
                "reuse_package"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.321,
              "support_score": 0.04,
              "lexical_support": 0.5,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "iterate_existing_skill": [
                    "this skill",
                    "package this skill"
                  ],
                  "reuse_package": [
                    "reuse",
                    "package",
                    "team reuse"
                  ],
                  "team_operationalize": [
                    "team",
                    "team reuse"
                  ]
                },
                "negative": {}
              }
            },
            "boundary_case": true
          },
          {
            "prompt": "Create a meta-skill for packaging internal workflows.",
            "family": "meta_skill_creation",
            "score": 0.534,
            "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"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.482,
              "support_score": 0.04,
              "lexical_support": 0.5,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "meta skill",
                    "meta-skill"
                  ],
                  "reuse_package": [
                    "packaging",
                    "internal workflows"
                  ],
                  "team_operationalize": [
                    "internal"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Standardize this recurring workflow as a shareable skill package with references.",
            "family": "package_for_team",
            "score": 0.742,
            "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",
                "multi_asset",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.714,
              "support_score": 0.04,
              "lexical_support": 0.182,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "skill package"
                  ],
                  "multi_asset": [
                    "references"
                  ],
                  "reuse_package": [
                    "package"
                  ],
                  "team_operationalize": [
                    "standardize"
                  ],
                  "transform_workflow": [
                    "workflow"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Codify this recurring support escalation workflow into a maintained skill for the ops library.",
            "family": "paraphrase_trigger",
            "score": 0.38,
            "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": 0.143,
              "negative_penalty": 0,
              "coverage_boost": 0.04,
              "concept_evidence": {
                "positive": {
                  "reuse_package": [
                    "ops library",
                    "maintained"
                  ],
                  "transform_workflow": [
                    "workflow"
                  ]
                },
                "negative": {}
              }
            },
            "boundary_case": true
          },
          {
            "prompt": "Operationalize this workflow as a reusable skill with validation notes and team library metadata.",
            "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": 0.071,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "operationalize this workflow as a reusable skill"
                  ],
                  "eval_optimize": [
                    "validation"
                  ],
                  "reuse_package": [
                    "reusable",
                    "team library",
                    "operationalize"
                  ],
                  "team_operationalize": [
                    "team"
                  ],
                  "transform_workflow": [
                    "workflow"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "Below are release notes, rough notes, and a transcript from the last handoff. Ignore the noise and turn this runbook into a reusable agent skill with references and scripts so the team can reuse it every quarter.",
            "family": "long_context_trigger",
            "score": 0.74,
            "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",
                "multi_asset",
                "reuse_package",
                "transform_workflow"
              ],
              "extra_positive_concepts": [
                "team_operationalize"
              ],
              "matched_negative_concepts": [],
              "exclusive_negative_concepts": [],
              "semantic_coverage": 0.714,
              "support_score": 0.04,
              "lexical_support": 0.161,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "agent skill"
                  ],
                  "multi_asset": [
                    "references",
                    "scripts"
                  ],
                  "reuse_package": [
                    "reusable",
                    "reuse",
                    "release"
                  ],
                  "team_operationalize": [
                    "team"
                  ],
                  "transform_workflow": [
                    "runbook",
                    "rough notes",
                    "transcript",
                    "release notes",
                    "scripts"
                  ]
                },
                "negative": {}
              }
            }
          },
          {
            "prompt": "We have a standard operating procedure, checklist, and prompt history scattered across docs. Formalize this process into a reusable capability, add validation, and package it for team reuse.",
            "family": "long_context_trigger",
            "score": 0.819,
            "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": 0.115,
              "negative_penalty": 0,
              "coverage_boost": 0.06,
              "concept_evidence": {
                "positive": {
                  "build_skill": [
                    "formalize this process into a reusable capability"
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                    "reusable",
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                    "package",
                    "team reuse"
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                    "team",
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            "prompt": "Summarize this random note.",
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            "prompt": "Translate this README into Japanese.",
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            "prompt": "Write a product headline for this landing page.",
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            "prompt": "Draft a blog title for this article.",
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            "prompt": "Rewrite this paragraph more clearly, but do not package anything.",
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          {
            "prompt": "Below is a long SOP, but I only want a summary for leadership and a recap of the main points. Do not build anything reusable.",
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            "prompt": "Keep this as documentation only for the knowledge base and rewrite it as a reference document.",
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            "prompt": "Translate this long onboarding flow into French and keep it as documentation only with no skill package.",
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            "prompt": "Create a one-off prompt for this task.",
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            "prompt": "Write a custom answer for this request without creating a skill package.",
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            "prompt": "Help me brainstorm process ideas without building a skill.",
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            "prompt": "Improve this README but do not turn it into a skill.",
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            "prompt": "Create a reusable-looking checklist, but keep it as a plain note instead of a skill.",
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            "prompt": "We may convert this workflow later, but for now keep it as documentation only and produce a reference document.",
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            "prompt": "Draft a template only from this process and stop short of making a full skill package.",
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      },
      "comparison": {
        "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
      },
      "returncode": 0
    },
    "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": 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"
                  ]
                }
              }
            }
          }
        ]
      },
      "comparison": {
        "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
      },
      "returncode": 0
    },
    "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": 0.465,
            "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"
                  ]
                }
              }
            }
          }
        ]
      },
      "comparison": {
        "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
      },
      "returncode": 0
    }
  }
}
