{
  "version": "2026-07-31",
  "schema_version": "1.1",
  "prompts": [
    {
      "name": "agent-value-alignment",
      "type": "task",
      "title": "Agent Value Alignment",
      "description": "Audit or establish the closed loop that anchors an AI agent's behavior to its intended value across four layers — Value, Governance, Runtime Prompt, Infrastructure — bound by a shared vocabulary and traceability matrix; detects goal drift and value drift before lagging metrics confirm them",
      "source": "content/prompt-task-agent-value-alignment.md",
      "distilled": "content/distilled/agent-value-alignment/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "agents",
        "alignment",
        "value-delivery",
        "prompt-engineering",
        "governance",
        "goal-drift",
        "diagnostician",
        "review"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "alignment",
          "agents",
          "governance"
        ],
        "success_signals": [
          "falsifiable_value_proposition_present",
          "kill_criteria_signed_with_owner",
          "goal_sandwich_pattern_verified",
          "value_focused_eval_suite_present",
          "traceability_matrix_complete",
          "integration_invariant_checked",
          "layer_specific_gaps_cited_with_locations",
          "final_verdict_present"
        ],
        "failure_signals": [
          "unfalsifiable_value_proposition_accepted",
          "output_correctness_eval_mistaken_for_value_eval",
          "unsigned_kill_criteria_accepted",
          "governance_decision_without_prompt_clause_not_flagged",
          "prompt_clause_without_eval_test_not_flagged",
          "drift_assumed_absent_without_evidence",
          "findings_without_specific_locations",
          "fixes_implemented_during_audit_session"
        ],
        "stages": [
          {
            "name": "setup",
            "hints": [
              "target",
              "mode",
              "audit",
              "establish",
              "collect artifacts"
            ]
          },
          {
            "name": "layer-1-value",
            "hints": [
              "references/layer-1-value.md",
              "falsifiable",
              "kill criteria",
              "leading indicator"
            ]
          },
          {
            "name": "layer-2-governance",
            "hints": [
              "references/layer-2-governance.md",
              "BSD",
              "agent charter",
              "scope gate",
              "BADR"
            ]
          },
          {
            "name": "layer-3-runtime-prompt",
            "hints": [
              "references/layer-3-runtime-prompt.md",
              "goal sandwich",
              "scope fence",
              "eval",
              "llm-as-judge"
            ]
          },
          {
            "name": "layer-4-infrastructure",
            "hints": [
              "references/layer-4-infrastructure.md",
              "checkpointing",
              "memory",
              "HITL",
              "decay dashboard"
            ]
          },
          {
            "name": "integration",
            "hints": [
              "references/integration.md",
              "vocabulary",
              "traceability",
              "verbatim propagation",
              "invariant"
            ]
          },
          {
            "name": "report",
            "hints": [
              "references/report-template.md",
              "final report",
              "verdict"
            ]
          }
        ],
        "references": [
          {
            "id": "layer-1-value",
            "path": "content/distilled/agent-value-alignment/references/layer-1-value.md",
            "purpose": "layer-rubric",
            "stage": "layer-1-value",
            "optional": true,
            "aliases": [
              "references/layer-1-value.md",
              "layer-1-value.md",
              "layer 1"
            ]
          },
          {
            "id": "layer-2-governance",
            "path": "content/distilled/agent-value-alignment/references/layer-2-governance.md",
            "purpose": "layer-rubric",
            "stage": "layer-2-governance",
            "optional": true,
            "aliases": [
              "references/layer-2-governance.md",
              "layer-2-governance.md",
              "layer 2"
            ]
          },
          {
            "id": "layer-3-runtime-prompt",
            "path": "content/distilled/agent-value-alignment/references/layer-3-runtime-prompt.md",
            "purpose": "layer-rubric",
            "stage": "layer-3-runtime-prompt",
            "optional": true,
            "aliases": [
              "references/layer-3-runtime-prompt.md",
              "layer-3-runtime-prompt.md",
              "layer 3"
            ]
          },
          {
            "id": "layer-4-infrastructure",
            "path": "content/distilled/agent-value-alignment/references/layer-4-infrastructure.md",
            "purpose": "layer-rubric",
            "stage": "layer-4-infrastructure",
            "optional": true,
            "aliases": [
              "references/layer-4-infrastructure.md",
              "layer-4-infrastructure.md",
              "layer 4"
            ]
          },
          {
            "id": "integration",
            "path": "content/distilled/agent-value-alignment/references/integration.md",
            "purpose": "integration-check",
            "stage": "integration",
            "optional": true,
            "aliases": [
              "references/integration.md",
              "integration.md",
              "integration"
            ]
          },
          {
            "id": "report-template",
            "path": "content/distilled/agent-value-alignment/references/report-template.md",
            "purpose": "output-template",
            "stage": "report",
            "optional": false,
            "aliases": [
              "references/report-template.md",
              "report-template.md",
              "report template"
            ]
          },
          {
            "id": "examples",
            "path": "content/distilled/agent-value-alignment/references/examples.md",
            "purpose": "examples",
            "stage": "report",
            "optional": true,
            "aliases": [
              "references/examples.md",
              "examples.md",
              "examples"
            ]
          }
        ]
      }
    },
    {
      "name": "specification-review",
      "type": "task",
      "title": "Standalone Specification Review (Rule of 5)",
      "description": "Iterative review of technical specifications for autonomy, precision, and AI-readiness",
      "source": "content/prompt-task-specification-review.md",
      "distilled": "content/distilled/specification-review/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "specification",
        "ieee-29148",
        "parallel-review",
        "openspec"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "documentation"
        ],
        "success_signals": [
          "amnesia_test_passed",
          "gherkin_scenarios_verified",
          "convergence_reached",
          "precision_language_enforced"
        ],
        "failure_signals": [
          "vague_language_missed",
          "missing_context_not_flagged",
          "incomplete_iteration"
        ],
        "stages": [
          {
            "name": "context-identification",
            "hints": [
              "identifying specification",
              "reading specification"
            ]
          },
          {
            "name": "iterative-analysis",
            "hints": [
              "pass 1",
              "pass 2",
              "pass 3",
              "pass 4",
              "pass 5",
              "convergence check"
            ]
          },
          {
            "name": "verification",
            "hints": [
              "verifying external references",
              "checking schemas",
              "read_file"
            ]
          },
          {
            "name": "final-synthesis",
            "hints": [
              "final report",
              "verdict"
            ]
          }
        ]
      }
    },
    {
      "name": "commit",
      "type": "workflow",
      "title": "Workflow for Deliberate Commits",
      "description": "Create well-structured, atomic git commits with clear intent",
      "source": "content/prompt-workflow-deliberate-commits.md",
      "distilled": "content/distilled/commit/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "git",
        "commits",
        "version-control",
        "best-practices"
      ],
      "bundles": [
        "essentials"
      ],
      "eval": {
        "task_types": [
          "version-control",
          "workflow"
        ],
        "success_signals": [
          "git_diff_reviewed",
          "logical_grouping_performed",
          "explicit_file_paths_used",
          "descriptive_commit_message_written",
          "rationale_provided_in_message"
        ],
        "failure_signals": [
          "git_add_dot_used",
          "generic_commit_message",
          "co_author_attribution_added"
        ],
        "stages": [
          {
            "name": "review-changes",
            "hints": [
              "git status",
              "git diff",
              "review each file"
            ]
          },
          {
            "name": "describe-changes",
            "hints": [
              "structured description",
              "logical commits",
              "grouping changes"
            ]
          },
          {
            "name": "user-gate",
            "hints": [
              "wait for confirmation",
              "user confirms"
            ]
          },
          {
            "name": "execute-commits",
            "hints": [
              "git add",
              "git commit",
              "descriptive message"
            ]
          },
          {
            "name": "verification",
            "hints": [
              "git log",
              "verification checklist"
            ]
          }
        ]
      }
    },
    {
      "name": "debug",
      "type": "task",
      "title": "Systematic Debugging with DDx",
      "description": "7-step diagnostic workflow for debugging issues",
      "source": "content/prompt-task-systematic-debugging.md",
      "distilled": "content/distilled/debug/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "debugging",
        "diagnosis",
        "root-cause-analysis"
      ],
      "bundles": [
        "essentials"
      ],
      "eval": {
        "task_types": [
          "debugging",
          "diagnosis"
        ],
        "success_signals": [
          "problem_refined",
          "multiple_hypotheses_generated",
          "zebra_hypothesis_included",
          "diagnostic_tests_proposed",
          "root_cause_identified",
          "verification_performed"
        ],
        "failure_signals": [
          "anchoring_bias_detected",
          "missing_diagnostic_tests",
          "unverified_root_cause"
        ],
        "stages": [
          {
            "name": "symptom-representation",
            "hints": [
              "identifying symptom",
              "system context",
              "refined representation"
            ]
          },
          {
            "name": "differential-diagnosis",
            "hints": [
              "generating hypotheses",
              "zebra diagnosis",
              "most likely to least likely"
            ]
          },
          {
            "name": "illness-scripts",
            "hints": [
              "defining illness script",
              "how it manifests"
            ]
          },
          {
            "name": "diagnostic-testing",
            "hints": [
              "proposing test",
              "rule out",
              "verification phase",
              "run_shell_command",
              "grep_search"
            ]
          },
          {
            "name": "evidence-synthesis",
            "hints": [
              "probable diagnosis",
              "confidence score"
            ]
          },
          {
            "name": "treatment-plan",
            "hints": [
              "immediate mitigation",
              "long-term fix"
            ]
          }
        ]
      }
    },
    {
      "name": "describe-pr",
      "type": "task",
      "title": "Describe Pull Request",
      "description": "Generate clear PR descriptions from code changes",
      "source": "content/prompt-task-describe-pr.md",
      "distilled": "content/distilled/describe-pr/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "git",
        "pull-request",
        "documentation"
      ],
      "bundles": [
        "essentials"
      ],
      "eval": {
        "task_types": [
          "documentation",
          "review"
        ],
        "success_signals": [
          "pr_description_draft_present",
          "reviewer_guidance_present",
          "testing_summary_present"
        ],
        "failure_signals": [
          "generic_summary_only",
          "missing_diff_analysis",
          "missing_testing_section"
        ],
        "stages": [
          {
            "name": "identify-pr",
            "hints": [
              "identify the pr",
              "find the pr",
              "pull request"
            ]
          },
          {
            "name": "gather-context",
            "hints": [
              "gather diff",
              "commit history",
              "metadata"
            ]
          },
          {
            "name": "analyze-impact",
            "hints": [
              "what changed",
              "why it changed",
              "reviewer-relevant impact"
            ]
          },
          {
            "name": "draft-output",
            "hints": [
              "pr description",
              "draft",
              "references/pr-template.md"
            ]
          }
        ],
        "references": [
          {
            "id": "pr-template",
            "path": "content/distilled/describe-pr/references/pr-template.md",
            "purpose": "output-template",
            "stage": "draft-output",
            "optional": false,
            "aliases": [
              "references/pr-template.md",
              "pr-template.md",
              "pr template"
            ]
          }
        ]
      }
    },
    {
      "name": "code-review",
      "type": "task",
      "title": "Iterative Code Review",
      "description": "Multi-pass code review using Rule of 5 principle",
      "source": "content/prompt-task-iterative-code-review.md",
      "distilled": "content/distilled/code-review/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "code-quality",
        "parallel-review",
        "iteration",
        "qa"
      ],
      "bundles": [
        "essentials",
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "quality-assurance"
        ],
        "success_signals": [
          "logical_correctness_verified",
          "security_vulnerabilities_checked",
          "edge_cases_identified",
          "convergence_reached",
          "actionable_fix_provided"
        ],
        "failure_signals": [
          "unverified_bugs",
          "missing_context_not_flagged",
          "incomplete_iteration_before_convergence"
        ],
        "stages": [
          {
            "name": "context-identification",
            "hints": [
              "identifying code",
              "reading tests",
              "reading code"
            ]
          },
          {
            "name": "iterative-analysis",
            "hints": [
              "stage 1",
              "stage 2",
              "stage 3",
              "stage 4",
              "stage 5",
              "pass 1",
              "pass 2",
              "pass 3",
              "pass 4",
              "pass 5",
              "convergence check"
            ]
          },
          {
            "name": "verification",
            "hints": [
              "verifying suggested library",
              "checking package.json",
              "checking requirements.txt",
              "grep_search",
              "checking patterns"
            ]
          },
          {
            "name": "final-synthesis",
            "hints": [
              "final report",
              "verdict"
            ]
          }
        ]
      }
    },
    {
      "name": "create-plan",
      "type": "workflow",
      "title": "Create Implementation Plan",
      "description": "Design phased implementation plans with TDD approach",
      "source": "content/prompt-workflow-create-plan.md",
      "distilled": "content/distilled/create-plan/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "planning",
        "implementation"
      ],
      "bundles": [
        "planning"
      ],
      "eval": {
        "task_types": [
          "planning",
          "implementation"
        ],
        "success_signals": [
          "phased_plan_present",
          "tests_planned",
          "file_paths_present",
          "verification_steps_present"
        ],
        "failure_signals": [
          "single_phase_plan",
          "missing_test_strategy",
          "missing_file_targets",
          "unresolved_core_ambiguity"
        ],
        "stages": [
          {
            "name": "read-task",
            "hints": [
              "read any provided spec",
              "task description",
              "requirements"
            ]
          },
          {
            "name": "research-codebase",
            "hints": [
              "research the codebase",
              "existing patterns",
              "current architecture"
            ]
          },
          {
            "name": "align-options",
            "hints": [
              "multiple approaches",
              "present options",
              "get alignment"
            ]
          },
          {
            "name": "write-plan",
            "hints": [
              "implementation plan",
              "references/plan-template.md",
              "phase"
            ]
          }
        ],
        "references": [
          {
            "id": "plan-template",
            "path": "content/distilled/create-plan/references/plan-template.md",
            "purpose": "output-template",
            "stage": "write-plan",
            "optional": false,
            "aliases": [
              "references/plan-template.md",
              "plan-template.md",
              "plan template"
            ]
          },
          {
            "id": "scenarios",
            "path": "content/distilled/create-plan/references/scenarios.md",
            "purpose": "examples",
            "stage": "align-options",
            "optional": true,
            "aliases": [
              "references/scenarios.md",
              "scenarios.md",
              "scenario"
            ]
          }
        ]
      }
    },
    {
      "name": "implement-plan",
      "type": "workflow",
      "title": "Implement Plan",
      "description": "Execute implementation plans phase by phase",
      "source": "content/prompt-workflow-implement-plan.md",
      "distilled": "content/distilled/implement-plan/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "planning",
        "implementation"
      ],
      "bundles": [
        "planning"
      ],
      "eval": {
        "task_types": [
          "implementation",
          "testing"
        ],
        "success_signals": [
          "red_green_refactor_evidence",
          "phase_completion_reported",
          "verification_present",
          "plan_progress_updated"
        ],
        "failure_signals": [
          "red_phase_skipped",
          "multiple_phases_parallelized",
          "no_verification_step",
          "plan_not_updated"
        ],
        "stages": [
          {
            "name": "read-plan",
            "hints": [
              "read the plan completely",
              "first incomplete phase",
              "approved plan"
            ]
          },
          {
            "name": "red",
            "hints": [
              "failing tests",
              "write failing tests first",
              "red"
            ]
          },
          {
            "name": "green",
            "hints": [
              "minimum code",
              "pass",
              "green"
            ]
          },
          {
            "name": "refactor",
            "hints": [
              "refactor",
              "keeping tests green"
            ]
          },
          {
            "name": "verify-report",
            "hints": [
              "success criteria",
              "verification",
              "references/verification-template.md"
            ]
          }
        ],
        "references": [
          {
            "id": "verification-template",
            "path": "content/distilled/implement-plan/references/verification-template.md",
            "purpose": "verification-template",
            "stage": "verify-report",
            "optional": false,
            "aliases": [
              "references/verification-template.md",
              "verification-template.md",
              "verification template"
            ]
          },
          {
            "id": "common-situations",
            "path": "content/distilled/implement-plan/references/common-situations.md",
            "purpose": "exception-handling",
            "stage": "read-plan",
            "optional": true,
            "aliases": [
              "references/common-situations.md",
              "common-situations.md",
              "common situations"
            ]
          }
        ]
      }
    },
    {
      "name": "iterate-plan",
      "type": "workflow",
      "title": "Iterate on Plan",
      "description": "Refine and improve existing plans based on feedback",
      "source": "content/prompt-workflow-iterate-plan.md",
      "distilled": "content/distilled/iterate-plan/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "planning",
        "iteration"
      ],
      "bundles": [
        "planning"
      ],
      "eval": {
        "task_types": [
          "planning",
          "iteration"
        ],
        "success_signals": [
          "focused_plan_delta_present",
          "completed_work_preserved",
          "requested_changes_reflected",
          "change_summary_present"
        ],
        "failure_signals": [
          "wholesale_rewrite_without_need",
          "completed_work_removed",
          "requested_changes_not_applied",
          "missing_change_summary"
        ],
        "stages": [
          {
            "name": "read-current-plan",
            "hints": [
              "read the current plan completely",
              "current plan",
              "existing plan"
            ]
          },
          {
            "name": "understand-change",
            "hints": [
              "requested changes",
              "feedback",
              "change request"
            ]
          },
          {
            "name": "research-if-needed",
            "hints": [
              "research only if",
              "new technical context",
              "current codebase reality"
            ]
          },
          {
            "name": "edit-plan",
            "hints": [
              "focused updates",
              "surgical edits",
              "edit the plan"
            ]
          },
          {
            "name": "summarize-delta",
            "hints": [
              "references/change-template.md",
              "summarizing planned edits",
              "present the changes"
            ]
          }
        ],
        "references": [
          {
            "id": "change-template",
            "path": "content/distilled/iterate-plan/references/change-template.md",
            "purpose": "change-summary-template",
            "stage": "summarize-delta",
            "optional": false,
            "aliases": [
              "references/change-template.md",
              "change-template.md",
              "change template"
            ]
          },
          {
            "id": "common-scenarios",
            "path": "content/distilled/iterate-plan/references/common-scenarios.md",
            "purpose": "examples",
            "stage": "understand-change",
            "optional": true,
            "aliases": [
              "references/common-scenarios.md",
              "common-scenarios.md",
              "common scenarios"
            ]
          }
        ]
      }
    },
    {
      "name": "parallel-review",
      "type": "workflow",
      "title": "Parallel Review (Multi-Agent Code Review)",
      "description": "High-stakes code review with parallel agent waves",
      "source": "content/prompt-workflow-parallel-review.md",
      "distilled": "content/distilled/parallel-review/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "multi-agent",
        "parallel-review",
        "qa",
        "high-stakes"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "quality-assurance"
        ],
        "success_signals": [
          "multi_perspective_analysis_complete",
          "conflict_resolution_performed",
          "cross_validation_performed",
          "verified_critical_findings_reported",
          "convergence_reached"
        ],
        "failure_signals": [
          "unverified_simulated_findings",
          "missing_specialist_perspectives",
          "incomplete_orchestration"
        ],
        "stages": [
          {
            "name": "context-building",
            "hints": [
              "identifying requirements",
              "reading code",
              "reading tests"
            ]
          },
          {
            "name": "parallel-analysis",
            "hints": [
              "wave 1",
              "security reviewer",
              "performance reviewer",
              "maintainer reviewer",
              "requirements validator",
              "operations reviewer"
            ]
          },
          {
            "name": "synthesis-resolution",
            "hints": [
              "gate 1",
              "consolidating findings",
              "resolving conflicts"
            ]
          },
          {
            "name": "cross-validation",
            "hints": [
              "wave 2",
              "false positive checker",
              "integration validator"
            ]
          },
          {
            "name": "final-synthesis",
            "hints": [
              "gate 2",
              "final report",
              "verified findings"
            ]
          },
          {
            "name": "convergence-check",
            "hints": [
              "wave 3",
              "convergence reached"
            ]
          }
        ]
      }
    },
    {
      "name": "create-issues",
      "type": "task",
      "title": "Create Issues from Plan",
      "description": "Generate trackable issues from implementation plans",
      "source": "content/prompt-task-create-issues.md",
      "distilled": "content/distilled/create-issues/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "planning",
        "issues",
        "project-management",
        "automation"
      ],
      "bundles": [
        "planning"
      ],
      "eval": {
        "task_types": [
          "project-management",
          "planning"
        ],
        "success_signals": [
          "logical_units_identified",
          "acceptance_criteria_binary",
          "workflow_mandate_included",
          "ids_captured_via_variables",
          "dependencies_correctly_wired"
        ],
        "failure_signals": [
          "guess_issue_ids",
          "missing_workflow_mandate",
          "broad_non_atomic_issues",
          "broken_dependency_commands"
        ],
        "stages": [
          {
            "name": "plan-identification",
            "hints": [
              "identifying plan",
              "reading plan",
              "parsing phases"
            ]
          },
          {
            "name": "issue-tracker-identification",
            "hints": [
              "target system",
              "cli tools",
              "gh issue",
              "bd create"
            ]
          },
          {
            "name": "issue-drafting",
            "hints": [
              "drafting issue",
              "acceptance criteria",
              "workflow mandate",
              "tdd",
              "tidy first"
            ]
          },
          {
            "name": "execution",
            "hints": [
              "generating commands",
              "runnable shell commands",
              "capturing ids",
              "linking dependencies"
            ]
          },
          {
            "name": "final-report",
            "hints": [
              "summary of created issues",
              "creation summary"
            ]
          }
        ]
      }
    },
    {
      "name": "distill-prompt",
      "type": "task",
      "title": "Distill Prompt",
      "description": "Create lean, token-efficient versions of prompts",
      "source": "content/prompt-task-distill-prompt.md",
      "distilled": "content/distilled/distill-prompt/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "prompts",
        "optimization",
        "distillation"
      ],
      "bundles": [
        "meta"
      ],
      "eval": {
        "task_types": [
          "prompt-engineering",
          "optimization"
        ],
        "success_signals": [
          "metadata_removed",
          "human_context_filtered",
          "essential_rules_preserved",
          "imperative_commands_used",
          "structured_output_maintained",
          "compression_ratio_provided"
        ],
        "failure_signals": [
          "rule_loss_detected",
          "template_discarded",
          "commentary_included",
          "vague_distillation"
        ],
        "stages": [
          {
            "name": "input-identification",
            "hints": [
              "identifying verbose prompt",
              "reading source"
            ]
          },
          {
            "name": "amnesia-filter",
            "hints": [
              "removing metadata",
              "removing front-matter",
              "filtering human context",
              "removing fluff"
            ]
          },
          {
            "name": "instruction-compression",
            "hints": [
              "converting to imperative",
              "consolidating rules",
              "maximizing density"
            ]
          },
          {
            "name": "verification",
            "hints": [
              "checking rule retention",
              "validating negative constraints",
              "preserving formats"
            ]
          },
          {
            "name": "final-output",
            "hints": [
              "distilled prompt",
              "token compression ratio",
              "no commentary"
            ]
          }
        ]
      }
    },
    {
      "name": "verify-prompt",
      "type": "task",
      "title": "Verify Distilled Prompt",
      "description": "Validate distilled prompts preserve essential instructions",
      "source": "content/prompt-task-verify-distilled-prompt.md",
      "distilled": "content/distilled/verify-prompt/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "prompts",
        "validation",
        "qa"
      ],
      "bundles": [
        "meta"
      ],
      "eval": {
        "task_types": [
          "prompt-engineering",
          "quality-assurance"
        ],
        "success_signals": [
          "parity_audit_performed",
          "negative_constraints_verified",
          "output_schemas_verified",
          "human_context_removal_confirmed",
          "correct_verdict_provided"
        ],
        "failure_signals": [
          "missing_essential_rule",
          "altered_instruction_meaning",
          "incorrect_ok_verdict",
          "commentary_included"
        ],
        "stages": [
          {
            "name": "input-identification",
            "hints": [
              "original prompt",
              "distilled prompt",
              "comparing versions"
            ]
          },
          {
            "name": "parity-audit",
            "hints": [
              "lossless check",
              "rule mapping",
              "negative constraint check",
              "format check"
            ]
          },
          {
            "name": "efficiency-audit",
            "hints": [
              "fluff check",
              "removing metadata",
              "removing human context"
            ]
          },
          {
            "name": "verification",
            "hints": [
              "verdict",
              "responding with OK",
              "discrepancy report"
            ]
          }
        ]
      }
    },
    {
      "name": "research-codebase",
      "type": "task",
      "title": "Research Codebase",
      "description": "Structured investigation of unfamiliar codebases",
      "source": "content/prompt-task-research-codebase.md",
      "distilled": "content/distilled/research-codebase/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "research",
        "codebase",
        "exploration"
      ],
      "bundles": [
        "essentials"
      ],
      "eval": {
        "task_types": [
          "research",
          "documentation"
        ],
        "success_signals": [
          "file_references_present",
          "architecture_relationships_described",
          "report_generated",
          "recommendations_avoided"
        ],
        "failure_signals": [
          "recommendations_instead_of_description",
          "missing_file_references",
          "search_without_synthesis"
        ],
        "stages": [
          {
            "name": "clarify-question",
            "hints": [
              "research question",
              "clarify the focus",
              "scope"
            ]
          },
          {
            "name": "decompose-search",
            "hints": [
              "decompose",
              "searchable components",
              "search strategy"
            ]
          },
          {
            "name": "read-code",
            "hints": [
              "read the identified files",
              "read files completely",
              "codebase"
            ]
          },
          {
            "name": "write-report",
            "hints": [
              "report",
              "references/report-template.md",
              "document"
            ]
          }
        ],
        "references": [
          {
            "id": "search-patterns",
            "path": "content/distilled/research-codebase/references/search-patterns.md",
            "purpose": "search-strategy",
            "stage": "decompose-search",
            "optional": false,
            "aliases": [
              "references/search-patterns.md",
              "search-patterns.md",
              "search patterns"
            ]
          },
          {
            "id": "report-template",
            "path": "content/distilled/research-codebase/references/report-template.md",
            "purpose": "output-template",
            "stage": "write-report",
            "optional": false,
            "aliases": [
              "references/report-template.md",
              "report-template.md",
              "report template"
            ]
          }
        ]
      }
    },
    {
      "name": "create-handoff",
      "type": "workflow",
      "title": "Create Handoff Document",
      "description": "Generate context documents for session continuity",
      "source": "content/prompt-workflow-create-handoff.md",
      "distilled": "content/distilled/create-handoff/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "handoff",
        "documentation",
        "context"
      ],
      "bundles": [
        "essentials"
      ],
      "eval": {
        "task_types": [
          "handoff",
          "documentation"
        ],
        "success_signals": [
          "handoff_document_created",
          "resume_instructions_present",
          "decisions_and_next_steps_present",
          "artifact_references_present"
        ],
        "failure_signals": [
          "task_list_only",
          "missing_resume_instructions",
          "missing_next_steps",
          "large_code_blocks_copied"
        ],
        "stages": [
          {
            "name": "gather-context",
            "hints": [
              "repository metadata",
              "current repository",
              "gather current"
            ]
          },
          {
            "name": "name-handoff",
            "hints": [
              "references/naming.md",
              "handoff filename",
              "naming"
            ]
          },
          {
            "name": "write-handoff",
            "hints": [
              "references/handoff-template.md",
              "handoff document",
              "write the document"
            ]
          },
          {
            "name": "publish-location",
            "hints": [
              "where the handoff was written",
              "how to resume",
              "resume from it"
            ]
          }
        ],
        "references": [
          {
            "id": "naming",
            "path": "content/distilled/create-handoff/references/naming.md",
            "purpose": "naming-convention",
            "stage": "name-handoff",
            "optional": false,
            "aliases": [
              "references/naming.md",
              "naming.md",
              "naming"
            ]
          },
          {
            "id": "handoff-template",
            "path": "content/distilled/create-handoff/references/handoff-template.md",
            "purpose": "output-template",
            "stage": "write-handoff",
            "optional": false,
            "aliases": [
              "references/handoff-template.md",
              "handoff-template.md",
              "handoff template"
            ]
          }
        ]
      }
    },
    {
      "name": "resume-handoff",
      "type": "workflow",
      "title": "Resume from Handoff",
      "description": "Continue work from a previous session's handoff document",
      "source": "content/prompt-workflow-resume-handoff.md",
      "distilled": "content/distilled/resume-handoff/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "handoff",
        "context",
        "continuity"
      ],
      "bundles": [
        "essentials"
      ],
      "eval": {
        "task_types": [
          "handoff",
          "analysis"
        ],
        "success_signals": [
          "handoff_located",
          "repository_changes_verified",
          "critical_files_rechecked",
          "current_state_summary_present"
        ],
        "failure_signals": [
          "handoff_used_without_verification",
          "stale_priorities_preserved_despite_conflict",
          "critical_files_not_read",
          "new_work_started_before_confirmation"
        ],
        "stages": [
          {
            "name": "locate-handoff",
            "hints": [
              "locate the handoff file",
              "handoff file",
              "references/locating.md"
            ]
          },
          {
            "name": "extract-status",
            "hints": [
              "extract current status",
              "open questions",
              "next steps"
            ]
          },
          {
            "name": "verify-repository",
            "hints": [
              "verify how the repository changed",
              "current codebase",
              "stale handoffs"
            ]
          },
          {
            "name": "summarize-current-state",
            "hints": [
              "references/analysis-template.md",
              "current situation",
              "analysis template"
            ]
          }
        ],
        "references": [
          {
            "id": "locating",
            "path": "content/distilled/resume-handoff/references/locating.md",
            "purpose": "discovery-guide",
            "stage": "locate-handoff",
            "optional": true,
            "aliases": [
              "references/locating.md",
              "locating.md",
              "locating"
            ]
          },
          {
            "id": "analysis-template",
            "path": "content/distilled/resume-handoff/references/analysis-template.md",
            "purpose": "output-template",
            "stage": "summarize-current-state",
            "optional": false,
            "aliases": [
              "references/analysis-template.md",
              "analysis-template.md",
              "analysis template"
            ]
          }
        ]
      }
    },
    {
      "name": "design-practice",
      "type": "workflow",
      "title": "Design in Practice",
      "description": "Rich Hickey-inspired design methodology workflow",
      "source": "content/prompt-workflow-design-in-practice.md",
      "distilled": "content/distilled/design-practice.md",
      "tags": [
        "design",
        "architecture",
        "methodology"
      ],
      "bundles": [
        "planning"
      ]
    },
    {
      "name": "extract-prompt",
      "type": "workflow",
      "title": "Extract Prompt from Conversation",
      "description": "Turn successful interactions into reusable prompts",
      "source": "content/prompt-workflow-extract-prompt-from-conversation.md",
      "distilled": "content/distilled/extract-prompt.md",
      "tags": [
        "prompts",
        "extraction"
      ],
      "bundles": []
    },
    {
      "name": "pre-mortem",
      "type": "workflow",
      "title": "Pre-Mortem Planning",
      "description": "Anticipate failures before they happen",
      "source": "content/prompt-workflow-pre-mortem-planning.md",
      "distilled": "content/distilled/pre-mortem.md",
      "tags": [
        "planning",
        "risk",
        "prevention"
      ],
      "bundles": [
        "planning"
      ]
    },
    {
      "name": "tdd",
      "type": "workflow",
      "title": "Plan-Implement-Verify (TDD)",
      "description": "Test-driven development workflow",
      "source": "content/prompt-workflow-plan-implement-verify-tdd.md",
      "distilled": "content/distilled/tdd/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "tdd",
        "testing",
        "implementation",
        "best-practices"
      ],
      "bundles": [
        "planning"
      ],
      "eval": {
        "task_types": [
          "implementation",
          "testing"
        ],
        "success_signals": [
          "phased_plan_approved",
          "red_phase_verified",
          "green_phase_verified",
          "refactor_phase_verified",
          "manual_verification_performed",
          "no_regressions_introduced"
        ],
        "failure_signals": [
          "implementation_before_test",
          "skipping_red_phase",
          "failing_tests_at_completion",
          "incomplete_verification"
        ],
        "stages": [
          {
            "name": "planning",
            "hints": [
              "identifying requirements",
              "phased plan",
              "success criteria",
              "user gate"
            ]
          },
          {
            "name": "red-phase",
            "hints": [
              "write failing test",
              "confirm it fails",
              "expected reason"
            ]
          },
          {
            "name": "green-phase",
            "hints": [
              "minimal implementation",
              "confirm it passes",
              "tests are green"
            ]
          },
          {
            "name": "refactor-phase",
            "hints": [
              "cleaning up",
              "keeping tests green",
              "no behavior change"
            ]
          },
          {
            "name": "verification",
            "hints": [
              "full automated suite",
              "manual verification",
              "phase completion"
            ]
          }
        ]
      }
    },
    {
      "name": "narrative-article",
      "type": "workflow",
      "title": "Write Narrative Article",
      "description": "Create engaging technical articles with narrative structure",
      "source": "content/prompt-workflow-write-narrative-article.md",
      "distilled": "content/distilled/narrative-article.md",
      "tags": [
        "writing",
        "documentation",
        "narrative"
      ],
      "bundles": [
        "documentation"
      ]
    },
    {
      "name": "optionality-review",
      "type": "workflow",
      "title": "Optionality Review",
      "description": "Evaluate design decisions for flexibility and reversibility",
      "source": "content/prompt-workflow-optionality-review.md",
      "distilled": "content/distilled/optionality-review.md",
      "tags": [
        "review",
        "design",
        "optionality"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "multi-agent-review",
      "type": "workflow",
      "title": "Multi-Agent Parallel Review",
      "description": "Coordinate multiple agents for comprehensive review",
      "source": "content/prompt-workflow-multi-agent-parallel-review.md",
      "distilled": "content/distilled/multi-agent-review.md",
      "tags": [
        "review",
        "multi-agent",
        "parallel"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "plan-review",
      "type": "task",
      "title": "Iterative Plan Review (Rule of 5)",
      "description": "Iterative review of implementation plans",
      "source": "content/prompt-task-plan-review.md",
      "distilled": "content/distilled/plan-review/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "planning",
        "parallel-review",
        "quality-assurance",
        "validation"
      ],
      "bundles": [
        "planning",
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "planning"
        ],
        "success_signals": [
          "feasibility_verified",
          "tdd_alignment_confirmed",
          "convergence_reached",
          "verifiable_phases_defined"
        ],
        "failure_signals": [
          "missing_verification_steps",
          "impossible_ordering_missed",
          "hidden_complexity_not_flagged"
        ],
        "stages": [
          {
            "name": "plan-identification",
            "hints": [
              "identifying plan",
              "reading plan"
            ]
          },
          {
            "name": "iterative-analysis",
            "hints": [
              "pass 1",
              "pass 2",
              "pass 3",
              "pass 4",
              "pass 5",
              "convergence check"
            ]
          },
          {
            "name": "verification",
            "hints": [
              "verifying technical claims",
              "checking file existence",
              "read_file",
              "grep_search"
            ]
          },
          {
            "name": "final-synthesis",
            "hints": [
              "final report",
              "verdict"
            ]
          }
        ]
      }
    },
    {
      "name": "design-review",
      "type": "task",
      "title": "Design Artifact Review",
      "description": "Review problem statements and decision matrices",
      "source": "content/prompt-task-design-review.md",
      "distilled": "content/distilled/design-review/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "design"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "design"
        ],
        "success_signals": [
          "artifact_type_identified",
          "artifact_specific_review_applied",
          "evidence_cited",
          "report_generated"
        ],
        "failure_signals": [
          "wrong_review_type_used",
          "report_without_evidence",
          "multiple_artifacts_collapsed_without_individual_review",
          "generic_nitpicks_over_critical_issue"
        ],
        "stages": [
          {
            "name": "identify-artifact-type",
            "hints": [
              "artifact type",
              "problem statement",
              "decision matrix",
              "scope document",
              "full design package"
            ]
          },
          {
            "name": "run-artifact-review",
            "hints": [
              "references/problem-statement.md",
              "references/decision-matrix.md",
              "references/scope-document.md",
              "references/combined-review.md"
            ]
          },
          {
            "name": "generate-report",
            "hints": [
              "references/report-template.md",
              "final output",
              "report template"
            ]
          }
        ],
        "references": [
          {
            "id": "problem-statement",
            "path": "content/distilled/design-review/references/problem-statement.md",
            "purpose": "artifact-specific-rubric",
            "stage": "run-artifact-review",
            "optional": true,
            "aliases": [
              "references/problem-statement.md",
              "problem-statement.md",
              "problem statement"
            ]
          },
          {
            "id": "decision-matrix",
            "path": "content/distilled/design-review/references/decision-matrix.md",
            "purpose": "artifact-specific-rubric",
            "stage": "run-artifact-review",
            "optional": true,
            "aliases": [
              "references/decision-matrix.md",
              "decision-matrix.md",
              "decision matrix"
            ]
          },
          {
            "id": "scope-document",
            "path": "content/distilled/design-review/references/scope-document.md",
            "purpose": "artifact-specific-rubric",
            "stage": "run-artifact-review",
            "optional": true,
            "aliases": [
              "references/scope-document.md",
              "scope-document.md",
              "scope document"
            ]
          },
          {
            "id": "combined-review",
            "path": "content/distilled/design-review/references/combined-review.md",
            "purpose": "artifact-specific-rubric",
            "stage": "run-artifact-review",
            "optional": true,
            "aliases": [
              "references/combined-review.md",
              "combined-review.md",
              "combined review"
            ]
          },
          {
            "id": "report-template",
            "path": "content/distilled/design-review/references/report-template.md",
            "purpose": "output-template",
            "stage": "generate-report",
            "optional": false,
            "aliases": [
              "references/report-template.md",
              "report-template.md",
              "report template"
            ]
          }
        ]
      }
    },
    {
      "name": "research-review",
      "type": "task",
      "title": "Iterative Research Review (Rule of 5)",
      "description": "Iterative review of research documents using Rule of 5",
      "source": "content/prompt-task-research-review.md",
      "distilled": "content/distilled/research-review/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "research",
        "parallel-review",
        "quality-assurance",
        "validation"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "research"
        ],
        "success_signals": [
          "factual_accuracy_verified",
          "research_questions_answered",
          "convergence_reached",
          "actionable_recommendations_present"
        ],
        "failure_signals": [
          "unverified_technical_claims",
          "missing_trade_off_analysis",
          "vague_conclusions"
        ],
        "stages": [
          {
            "name": "research-identification",
            "hints": [
              "identifying research",
              "reading document"
            ]
          },
          {
            "name": "iterative-analysis",
            "hints": [
              "pass 1",
              "pass 2",
              "pass 3",
              "pass 4",
              "pass 5",
              "convergence check"
            ]
          },
          {
            "name": "verification",
            "hints": [
              "verifying technical claims",
              "checking code references",
              "read_file",
              "grep_search"
            ]
          },
          {
            "name": "final-synthesis",
            "hints": [
              "final report",
              "verdict",
              "quality assessment"
            ]
          }
        ]
      }
    },
    {
      "name": "issue-review",
      "type": "task",
      "title": "Issue Tracker Review",
      "description": "Review issues for completeness and dependencies",
      "source": "content/prompt-task-issue-tracker-review.md",
      "distilled": "content/distilled/issue-review/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "issues",
        "project-management"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "issues"
        ],
        "success_signals": [
          "issue_set_gathered",
          "multi_pass_review_completed_or_converged",
          "issue_ids_cited",
          "final_report_present"
        ],
        "failure_signals": [
          "setup_skipped",
          "issue_ids_missing",
          "convergence_not_checked",
          "final_report_missing"
        ],
        "stages": [
          {
            "name": "setup-collection",
            "hints": [
              "references/setup.md",
              "collection commands",
              "gather the issue set"
            ]
          },
          {
            "name": "pass-1-clarity",
            "hints": [
              "references/pass-1-clarity.md",
              "pass 1",
              "clarity"
            ]
          },
          {
            "name": "pass-2-scope",
            "hints": [
              "references/pass-2-scope.md",
              "pass 2",
              "scope"
            ]
          },
          {
            "name": "pass-3-dependencies",
            "hints": [
              "references/pass-3-dependencies.md",
              "pass 3",
              "dependencies"
            ]
          },
          {
            "name": "pass-4-alignment",
            "hints": [
              "references/pass-4-alignment.md",
              "pass 4",
              "alignment"
            ]
          },
          {
            "name": "pass-5-executability",
            "hints": [
              "references/pass-5-executability.md",
              "pass 5",
              "executability"
            ]
          },
          {
            "name": "convergence-check",
            "hints": [
              "references/convergence.md",
              "convergence",
              "stop early"
            ]
          },
          {
            "name": "final-report",
            "hints": [
              "references/final-report.md",
              "final report",
              "produce the final report"
            ]
          }
        ],
        "references": [
          {
            "id": "setup",
            "path": "content/distilled/issue-review/references/setup.md",
            "purpose": "setup-guide",
            "stage": "setup-collection",
            "optional": false,
            "aliases": [
              "references/setup.md",
              "setup.md",
              "setup"
            ]
          },
          {
            "id": "pass-1-clarity",
            "path": "content/distilled/issue-review/references/pass-1-clarity.md",
            "purpose": "review-pass",
            "stage": "pass-1-clarity",
            "optional": false,
            "aliases": [
              "references/pass-1-clarity.md",
              "pass-1-clarity.md",
              "pass 1"
            ]
          },
          {
            "id": "pass-2-scope",
            "path": "content/distilled/issue-review/references/pass-2-scope.md",
            "purpose": "review-pass",
            "stage": "pass-2-scope",
            "optional": false,
            "aliases": [
              "references/pass-2-scope.md",
              "pass-2-scope.md",
              "pass 2"
            ]
          },
          {
            "id": "pass-3-dependencies",
            "path": "content/distilled/issue-review/references/pass-3-dependencies.md",
            "purpose": "review-pass",
            "stage": "pass-3-dependencies",
            "optional": false,
            "aliases": [
              "references/pass-3-dependencies.md",
              "pass-3-dependencies.md",
              "pass 3"
            ]
          },
          {
            "id": "pass-4-alignment",
            "path": "content/distilled/issue-review/references/pass-4-alignment.md",
            "purpose": "review-pass",
            "stage": "pass-4-alignment",
            "optional": false,
            "aliases": [
              "references/pass-4-alignment.md",
              "pass-4-alignment.md",
              "pass 4"
            ]
          },
          {
            "id": "pass-5-executability",
            "path": "content/distilled/issue-review/references/pass-5-executability.md",
            "purpose": "review-pass",
            "stage": "pass-5-executability",
            "optional": false,
            "aliases": [
              "references/pass-5-executability.md",
              "pass-5-executability.md",
              "pass 5"
            ]
          },
          {
            "id": "convergence",
            "path": "content/distilled/issue-review/references/convergence.md",
            "purpose": "stopping-criteria",
            "stage": "convergence-check",
            "optional": false,
            "aliases": [
              "references/convergence.md",
              "convergence.md",
              "convergence"
            ]
          },
          {
            "id": "final-report",
            "path": "content/distilled/issue-review/references/final-report.md",
            "purpose": "output-template",
            "stage": "final-report",
            "optional": false,
            "aliases": [
              "references/final-report.md",
              "final-report.md",
              "final report"
            ]
          }
        ]
      }
    },
    {
      "name": "ui-align",
      "type": "task",
      "title": "UI Align (Vibe-to-Spec)",
      "description": "High-alignment UI specification workflow using interactive grilling and methodology verification",
      "source": "content/prompt-task-ui-align.md",
      "distilled": "content/distilled/ui-align.md",
      "tags": [
        "ui",
        "alignment",
        "specification",
        "planning",
        "kiro-triad"
      ],
      "bundles": [
        "planning"
      ]
    },
    {
      "name": "rule-of-5-universal",
      "type": "task",
      "title": "Universal Rule of 5 Review",
      "description": "Steve Yegge's original 5-stage review for any artifact",
      "source": "content/prompt-task-rule-of-5-universal.md",
      "distilled": "content/distilled/rule-of-5-universal/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "universal",
        "parallel-review"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "universal"
        ],
        "success_signals": [
          "five_stage_progression_or_early_convergence_present",
          "artifact_specific_findings_present",
          "exact_locations_cited",
          "final_verdict_present"
        ],
        "failure_signals": [
          "stage_skipping_without_convergence",
          "vague_findings_without_locations",
          "potential_issues_without_evidence",
          "final_verdict_missing"
        ],
        "stages": [
          {
            "name": "draft",
            "hints": [
              "stage 1",
              "draft",
              "overall shape"
            ]
          },
          {
            "name": "correctness",
            "hints": [
              "stage 2",
              "correctness",
              "errors"
            ]
          },
          {
            "name": "clarity",
            "hints": [
              "stage 3",
              "clarity",
              "comprehensibility"
            ]
          },
          {
            "name": "edge-cases",
            "hints": [
              "stage 4",
              "edge cases",
              "boundary conditions"
            ]
          },
          {
            "name": "excellence",
            "hints": [
              "stage 5",
              "excellence",
              "final polish"
            ]
          },
          {
            "name": "final-report",
            "hints": [
              "final report",
              "final verdict",
              "synthesize findings"
            ]
          }
        ],
        "references": [
          {
            "id": "templates",
            "path": "content/distilled/rule-of-5-universal/references/templates.md",
            "purpose": "output-template",
            "stage": "final-report",
            "optional": false,
            "aliases": [
              "references/templates.md",
              "templates.md",
              "templates"
            ]
          },
          {
            "id": "criteria",
            "path": "content/distilled/rule-of-5-universal/references/criteria.md",
            "purpose": "stopping-criteria",
            "stage": "correctness",
            "optional": false,
            "aliases": [
              "references/criteria.md",
              "criteria.md",
              "criteria"
            ]
          },
          {
            "id": "examples",
            "path": "content/distilled/rule-of-5-universal/references/examples.md",
            "purpose": "examples",
            "stage": "draft",
            "optional": true,
            "aliases": [
              "references/examples.md",
              "examples.md",
              "examples"
            ]
          }
        ]
      }
    },
    {
      "name": "bias-audit",
      "type": "task",
      "title": "Systematic Bias Audit & Mitigation (S-BAM)",
      "description": "Detect, prevent, and mitigate systemic, statistical, and cognitive biases using multidisciplinary frameworks",
      "source": "content/prompt-task-systematic-bias-audit-and-mitigation.md",
      "distilled": "content/distilled/bias-audit.md",
      "tags": [
        "bias",
        "ethics",
        "auditing",
        "safety",
        "parallel-review"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "abstraction-miner",
      "type": "task",
      "title": "Abstraction Miner (Dry-Dock Protocol)",
      "description": "Scan codebase for semantic duplication and propose reusable abstractions — advisory only, no code changes",
      "source": "content/prompt-task-abstraction-miner.md",
      "distilled": "content/distilled/abstraction-miner.md",
      "tags": [
        "refactoring",
        "abstraction",
        "duplication",
        "resonant-coding",
        "code-quality"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "context-guardian",
      "type": "system",
      "title": "Context Guardian (Architecture-Aware Generation)",
      "description": "System prompt that enforces reuse of existing abstractions and prevents architectural drift during development",
      "source": "content/prompt-system-context-guardian.md",
      "distilled": "content/distilled/context-guardian.md",
      "tags": [
        "refactoring",
        "architecture",
        "resonant-coding",
        "reuse",
        "system-prompt"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "resonant-refactor",
      "type": "workflow",
      "title": "Resonant Refactor (HumanLayer Handoff)",
      "description": "Safe, human-approved refactoring workflow with impact analysis, atomic execution, and automatic rollback",
      "source": "content/prompt-workflow-resonant-refactor.md",
      "distilled": "content/distilled/resonant-refactor.md",
      "tags": [
        "refactoring",
        "workflow",
        "humanlayer",
        "resonant-coding",
        "safety"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "test-friction",
      "type": "task",
      "title": "Test Friction Diagnostician",
      "description": "Diagnose production code design flaws by reading test pain signals — advisory only, no code changes",
      "source": "content/prompt-task-test-friction-diagnostician.md",
      "distilled": "content/distilled/test-friction.md",
      "tags": [
        "testing",
        "tdd",
        "design-patterns",
        "refactoring",
        "abstraction",
        "test-design",
        "code-quality"
      ],
      "bundles": [
        "testing",
        "refactoring"
      ]
    },
    {
      "name": "test-abstraction-miner",
      "type": "task",
      "title": "Test Abstraction Miner",
      "description": "Detect Lazy Test clusters in test suites and propose parameterized tests and property-based test escalations — advisory only, no code changes",
      "source": "content/prompt-task-test-abstraction-miner.md",
      "distilled": "content/distilled/test-abstraction-miner.md",
      "tags": [
        "testing",
        "parameterization",
        "property-based-testing",
        "test-smells",
        "abstraction-miner",
        "tdd",
        "lazy-test"
      ],
      "bundles": [
        "testing",
        "refactoring"
      ]
    },
    {
      "name": "pwa-accessibility-review",
      "type": "task",
      "title": "PWA Accessibility & Reliability Review for Micro-Merchants",
      "description": "4-domain heuristic review of PWAs targeting non-technical merchants on entry-level devices with volatile connectivity",
      "source": "content/prompt-task-pwa-accessibility-review.md",
      "distilled": "content/distilled/pwa-accessibility-review.md",
      "tags": [
        "pwa",
        "accessibility",
        "wcag",
        "offline-first",
        "mobile-performance",
        "security",
        "review"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "research-documentation",
      "type": "task",
      "title": "Research and Audit Documentation Architecture",
      "description": "Audit existing documentation or plan a new suite using advanced frameworks",
      "source": "content/prompt-task-research-documentation.md",
      "distilled": "content/distilled/research-documentation/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "research",
        "documentation",
        "audit",
        "information-architecture",
        "diataxis",
        "eppo",
        "llm-readiness"
      ],
      "bundles": [
        "documentation",
        "research"
      ],
      "eval": {
        "task_types": [
          "research",
          "documentation",
          "audit"
        ],
        "success_signals": [
          "core_assertion_stated",
          "every_doc_classified_to_one_quadrant",
          "frankenbooks_flagged",
          "eppo_compliance_checked",
          "ai_readiness_assessed",
          "measurement_signals_recommended",
          "report_produced"
        ],
        "failure_signals": [
          "content_drafted",
          "stylistic_changes_suggested",
          "quadrant_overlap_unflagged",
          "missing_report"
        ],
        "stages": [
          {
            "name": "define-scope",
            "hints": [
              "primary audience",
              "core assertion",
              "value proposition"
            ]
          },
          {
            "name": "audit-content",
            "hints": [
              "references/checklist.md",
              "diataxis quadrant",
              "eppo status",
              "cognitive load"
            ]
          },
          {
            "name": "map-snowflake",
            "hints": [
              "macro-expansion",
              "component list",
              "topic matrix"
            ]
          },
          {
            "name": "identify-gaps",
            "hints": [
              "references/llm-readiness.md",
              "references/metrics.md",
              "quadrant imbalance",
              "llms.txt",
              "rag chunking"
            ]
          },
          {
            "name": "produce-report",
            "hints": [
              "references/report-template.md",
              "final report"
            ]
          }
        ],
        "references": [
          {
            "id": "checklist",
            "path": "content/distilled/research-documentation/references/checklist.md",
            "purpose": "audit-checklist",
            "stage": "audit-content",
            "optional": false,
            "aliases": [
              "references/checklist.md",
              "checklist.md",
              "checklist"
            ]
          },
          {
            "id": "llm-readiness",
            "path": "content/distilled/research-documentation/references/llm-readiness.md",
            "purpose": "gap-assessment",
            "stage": "identify-gaps",
            "optional": false,
            "aliases": [
              "references/llm-readiness.md",
              "llm-readiness.md",
              "llm readiness"
            ]
          },
          {
            "id": "metrics",
            "path": "content/distilled/research-documentation/references/metrics.md",
            "purpose": "measurement-signals",
            "stage": "identify-gaps",
            "optional": false,
            "aliases": [
              "references/metrics.md",
              "metrics.md",
              "metrics"
            ]
          },
          {
            "id": "report-template",
            "path": "content/distilled/research-documentation/references/report-template.md",
            "purpose": "output-template",
            "stage": "produce-report",
            "optional": false,
            "aliases": [
              "references/report-template.md",
              "report-template.md",
              "report template"
            ]
          }
        ]
      }
    },
    {
      "name": "implement-documentation",
      "type": "task",
      "title": "Implement High-Signal Documentation Topics",
      "description": "Write documentation using Diátaxis, Info Mapping, and EPPO principles",
      "source": "content/prompt-task-implement-documentation.md",
      "distilled": "content/distilled/implement-documentation/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "implementation",
        "documentation",
        "technical-writing",
        "diataxis",
        "info-mapping",
        "eppo",
        "versioning"
      ],
      "bundles": [
        "documentation"
      ],
      "eval": {
        "task_types": [
          "implementation",
          "documentation",
          "writing"
        ],
        "success_signals": [
          "quadrant_identified",
          "matching_template_used",
          "context_block_present",
          "content_chunked_and_labeled",
          "tldr_present",
          "anti_patterns_avoided"
        ],
        "failure_signals": [
          "mixed_intent",
          "missing_context_block",
          "generic_headers",
          "missing_tldr",
          "faq_antipattern_used"
        ],
        "stages": [
          {
            "name": "quadrant-check",
            "hints": [
              "references/templates.md",
              "references/anti-patterns.md",
              "tutorial",
              "how-to",
              "reference",
              "explanation"
            ]
          },
          {
            "name": "eppo-init",
            "hints": [
              "title",
              "context block",
              "prerequisites"
            ]
          },
          {
            "name": "info-mapping",
            "hints": [
              "chunking",
              "labeling",
              "tables",
              "lists"
            ]
          },
          {
            "name": "ai-polish",
            "hints": [
              "semantic headers",
              "tldr",
              "rag indexing"
            ]
          },
          {
            "name": "setup-tooling",
            "hints": [
              "references/tooling-comparison.md",
              "references/versioning.md",
              "references/diataxis-implementation.md",
              "platform selection",
              "versioning strategy"
            ]
          }
        ],
        "references": [
          {
            "id": "templates",
            "path": "content/distilled/implement-documentation/references/templates.md",
            "purpose": "output-template",
            "stage": "quadrant-check",
            "optional": false,
            "aliases": [
              "references/templates.md",
              "templates.md",
              "templates"
            ]
          },
          {
            "id": "anti-patterns",
            "path": "content/distilled/implement-documentation/references/anti-patterns.md",
            "purpose": "pitfall-catalog",
            "stage": "quadrant-check",
            "optional": false,
            "aliases": [
              "references/anti-patterns.md",
              "anti-patterns.md",
              "anti patterns"
            ]
          },
          {
            "id": "tooling-comparison",
            "path": "content/distilled/implement-documentation/references/tooling-comparison.md",
            "purpose": "platform-selection",
            "stage": "setup-tooling",
            "optional": true,
            "aliases": [
              "references/tooling-comparison.md",
              "tooling-comparison.md",
              "tooling comparison"
            ]
          },
          {
            "id": "versioning",
            "path": "content/distilled/implement-documentation/references/versioning.md",
            "purpose": "versioning-strategy",
            "stage": "setup-tooling",
            "optional": true,
            "aliases": [
              "references/versioning.md",
              "versioning.md",
              "versioning"
            ]
          },
          {
            "id": "diataxis-implementation",
            "path": "content/distilled/implement-documentation/references/diataxis-implementation.md",
            "purpose": "rollout-guide",
            "stage": "setup-tooling",
            "optional": true,
            "aliases": [
              "references/diataxis-implementation.md",
              "diataxis-implementation.md",
              "diataxis implementation"
            ]
          }
        ]
      }
    },
    {
      "name": "review-documentation",
      "type": "task",
      "title": "Review Documentation Quality (Rule of 5)",
      "description": "Iterative review of documentation for cognitive scannability and AI-readiness",
      "source": "content/prompt-task-review-documentation.md",
      "distilled": "content/distilled/review-documentation/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "review",
        "documentation",
        "technical-writing",
        "parallel-review",
        "diataxis",
        "eppo",
        "info-mapping",
        "ai-readiness"
      ],
      "bundles": [
        "documentation",
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "documentation",
          "quality-assurance"
        ],
        "success_signals": [
          "five_passes_completed_or_converged",
          "issues_cited_with_locations",
          "ai_readiness_deep_checked",
          "final_verdict_present"
        ],
        "failure_signals": [
          "stage_skipping_without_convergence",
          "vague_findings_without_locations",
          "shallow_ai_pass_only",
          "missing_verdict"
        ],
        "stages": [
          {
            "name": "pass-1-intent",
            "hints": [
              "pass 1",
              "diataxis intent",
              "leaked intents"
            ]
          },
          {
            "name": "pass-2-eppo",
            "hints": [
              "pass 2",
              "standalone utility",
              "context"
            ]
          },
          {
            "name": "pass-3-scan",
            "hints": [
              "pass 3",
              "scannability",
              "labels",
              "chunking"
            ]
          },
          {
            "name": "pass-4-accuracy",
            "hints": [
              "pass 4",
              "whole game",
              "fail-states",
              "martini glass"
            ]
          },
          {
            "name": "pass-5-ai-readiness",
            "hints": [
              "pass 5",
              "references/ai-readiness-criteria.md",
              "llms.txt",
              "rag chunking",
              "dual-audience"
            ]
          },
          {
            "name": "final-report",
            "hints": [
              "severity totals",
              "top findings",
              "verdict"
            ]
          }
        ],
        "references": [
          {
            "id": "ai-readiness-criteria",
            "path": "content/distilled/review-documentation/references/ai-readiness-criteria.md",
            "purpose": "deep-ai-readiness-checks",
            "stage": "pass-5-ai-readiness",
            "optional": false,
            "aliases": [
              "references/ai-readiness-criteria.md",
              "ai-readiness-criteria.md",
              "ai readiness criteria"
            ]
          }
        ]
      }
    },
    {
      "name": "red-team-review",
      "type": "task",
      "title": "Adversarial Bug Detection Review",
      "description": "Red-team-style adversarial review finding logic bugs, failure modes, security vulnerabilities, and deployment risks",
      "source": "content/prompt-task-red-team-review.md",
      "distilled": "content/distilled/red-team-review.md",
      "tags": [
        "red-teaming",
        "bug-detection",
        "review",
        "reliability",
        "security",
        "ci-cd",
        "edge-cases",
        "failure-modes"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "mutability-diagnostician",
      "type": "task",
      "title": "Mutability Diagnostician",
      "description": "Diagnose pathological mutable state, side effect entanglement, and temporal coupling — map findings to immutability refactoring patterns",
      "source": "content/prompt-task-mutability-diagnostician.md",
      "distilled": "content/distilled/mutability-diagnostician.md",
      "tags": [
        "refactoring",
        "immutability",
        "functional-programming",
        "code-smells",
        "side-effects",
        "concurrency",
        "value-objects"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "composability-diagnostician",
      "type": "task",
      "title": "Composability Diagnostician",
      "description": "Diagnose composition friction — type mismatches, missed endomorphisms, ad-hoc patterns without algebraic guarantees — and map findings to category-theoretic refactoring patterns",
      "source": "content/prompt-task-composability-diagnostician.md",
      "distilled": "content/distilled/composability-diagnostician.md",
      "tags": [
        "refactoring",
        "composability",
        "category-theory",
        "type-systems",
        "endomorphisms",
        "property-based-testing",
        "architecture"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "invalid-states-diagnostician",
      "type": "task",
      "title": "Invalid States Diagnostician",
      "description": "Diagnose representable invalid states — primitive obsession, boolean blindness, implicit coupling, shotgun parsing, ad-hoc state machines, exhaustiveness gaps — and map findings to type-tightening refactoring patterns",
      "source": "content/prompt-task-invalid-states-diagnostician.md",
      "distilled": "content/distilled/invalid-states-diagnostician.md",
      "tags": [
        "refactoring",
        "type-systems",
        "domain-modeling",
        "algebraic-data-types",
        "code-review",
        "state-machines",
        "parse-dont-validate",
        "typestate",
        "value-objects"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "julia-performance-diagnostician",
      "type": "task",
      "title": "Julia Performance Diagnostician",
      "description": "Diagnose Julia performance pathologies — type instabilities, heap allocation floods, cache-hostile access, dynamic dispatch — and map findings to optimization patterns grounded in the compilation pipeline",
      "source": "content/prompt-task-julia-performance-diagnostician.md",
      "distilled": "content/distilled/julia-performance-diagnostician.md",
      "tags": [
        "julia",
        "performance",
        "type-stability",
        "profiling",
        "anti-patterns",
        "refactoring",
        "benchmarking",
        "memory-allocation",
        "simd",
        "multiple-dispatch"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "modularity-diagnostician",
      "type": "task",
      "title": "Modularity Diagnostician",
      "description": "Diagnose modularity violations — high coupling, low cohesion, cyclic dependencies, God Objects, boundary erosion, temporal coupling — and map findings to decomposition patterns grounded in the Unix philosophy",
      "source": "content/prompt-task-modularity-diagnostician.md",
      "distilled": "content/distilled/modularity-diagnostician.md",
      "tags": [
        "refactoring",
        "modularity",
        "unix-philosophy",
        "coupling",
        "cohesion",
        "architectural-metrics",
        "dependency-graphs",
        "decomposition",
        "anti-patterns",
        "code-smells"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "rca-diagnostician",
      "type": "task",
      "title": "RCA Diagnostician",
      "description": "Conduct or evaluate root cause analysis using cross-disciplinary principles — structured investigation from symptom to systemic cause with method selection, cognitive bias countermeasures, and corrective actions ranked by strength",
      "source": "content/prompt-task-rca-diagnostician.md",
      "distilled": "content/distilled/rca-diagnostician/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "root-cause-analysis",
        "causal-inference",
        "incident-analysis",
        "systems-thinking",
        "safety-engineering",
        "diagnostician",
        "review"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "verification-diagnostician",
      "type": "task",
      "title": "Verification Diagnostician",
      "description": "Diagnose factual errors, unsupported claims, logical inconsistencies, misattributed sources, and integrity concerns in documents — four-layer verification protocol (source authority, factual accuracy, logical consistency, provenance)",
      "source": "content/prompt-task-verification-diagnostician.md",
      "distilled": "content/distilled/verification-diagnostician.md",
      "tags": [
        "fact-checking",
        "verification",
        "hallucination-detection",
        "knowledge-graphs",
        "source-authority",
        "logical-consistency",
        "provenance",
        "review"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "specification-evaluation-diagnostician",
      "type": "task",
      "title": "Specification Evaluation Diagnostician",
      "description": "Evaluate specifications across Completeness, Correctness, and Coherence dimensions mapped to ISO 29148 — cross-domain quality gate for software, hardware, business process, and research specifications",
      "source": "content/prompt-task-specification-evaluation-diagnostician.md",
      "distilled": "content/distilled/specification-evaluation-diagnostician.md",
      "tags": [
        "specification-evaluation",
        "completeness",
        "correctness",
        "coherence",
        "iso-29148",
        "review"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "edge-case-discovery",
      "type": "task",
      "title": "Specification Edge Case Discovery (Six-Boundary Protocol)",
      "description": "Systematically discover edge cases, failure modes, and specification gaps before implementation using a six-boundary framework: Human, Business, Mathematical, Architectural, Failure, and Formal",
      "source": "content/prompt-task-edge-case-discovery.md",
      "distilled": "content/distilled/edge-case-discovery.md",
      "tags": [
        "edge-cases",
        "specification",
        "gap-analysis",
        "bdd",
        "example-mapping",
        "bva",
        "design-by-contract",
        "fmea",
        "stride",
        "extreme-personas",
        "sdd"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "adversarial-stakeholder-evaluation",
      "type": "task",
      "title": "Adversarial Stakeholder Evaluation",
      "description": "Three-tier adversarial evaluation of proposals: Simulated Stakeholder Council, Anti-Persona stress testing, and Pre-Mortem protocol with contradiction analysis",
      "source": "content/prompt-task-adversarial-stakeholder-evaluation.md",
      "distilled": "content/distilled/adversarial-stakeholder-evaluation.md",
      "tags": [
        "adversarial-evaluation",
        "stakeholder-simulation",
        "pre-mortem",
        "anti-persona",
        "red-teaming",
        "review"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "ux-dx-evaluation-diagnostician",
      "type": "task",
      "title": "UX/DX Evaluation Diagnostician",
      "description": "Five-layer diagnostic evaluation of products, APIs, CLIs, libraries, and documentation against HEART, SPACE/DX Core 4, CLI/API heuristics, CHAOSS, and Diataxis frameworks",
      "source": "content/prompt-task-ux-dx-evaluation-diagnostician.md",
      "distilled": "content/distilled/ux-dx-evaluation-diagnostician/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "ux",
        "dx",
        "developer-experience",
        "heart-framework",
        "space-framework",
        "dx-core-4",
        "diataxis",
        "chaoss",
        "api-design",
        "cli-usability",
        "evaluation",
        "review"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "evaluation",
          "ux",
          "dx"
        ],
        "success_signals": [
          "target_and_context_identified",
          "applicable_layers_selected",
          "layer_specific_evidence_present",
          "measurement_gaps_called_out",
          "diagnostic_report_present"
        ],
        "failure_signals": [
          "layers_applied_without_relevance_check",
          "claims_without_observable_evidence",
          "measurement_gaps_omitted",
          "fixes_offered_instead_of_report"
        ],
        "stages": [
          {
            "name": "analyze-input",
            "hints": [
              "analyze input",
              "target",
              "layer focus",
              "audience",
              "context"
            ]
          },
          {
            "name": "select-layers",
            "hints": [
              "select layers",
              "which of the five layers apply",
              "applicable layer"
            ]
          },
          {
            "name": "layer-1-product",
            "hints": [
              "references/layer-1-product.md",
              "layer 1",
              "product"
            ]
          },
          {
            "name": "layer-2-engineering",
            "hints": [
              "references/layer-2-engineering.md",
              "layer 2",
              "engineering"
            ]
          },
          {
            "name": "layer-3-interface",
            "hints": [
              "references/layer-3-interface.md",
              "layer 3",
              "interface"
            ]
          },
          {
            "name": "layer-4-ecosystem",
            "hints": [
              "references/layer-4-ecosystem.md",
              "layer 4",
              "ecosystem"
            ]
          },
          {
            "name": "layer-5-documentation",
            "hints": [
              "references/layer-5-documentation.md",
              "layer 5",
              "documentation"
            ]
          },
          {
            "name": "synthesize-report",
            "hints": [
              "references/report-template.md",
              "synthesize",
              "diagnostic report"
            ]
          }
        ],
        "references": [
          {
            "id": "layer-1-product",
            "path": "content/distilled/ux-dx-evaluation-diagnostician/references/layer-1-product.md",
            "purpose": "layer-rubric",
            "stage": "layer-1-product",
            "optional": true,
            "aliases": [
              "references/layer-1-product.md",
              "layer-1-product.md",
              "layer 1"
            ]
          },
          {
            "id": "layer-2-engineering",
            "path": "content/distilled/ux-dx-evaluation-diagnostician/references/layer-2-engineering.md",
            "purpose": "layer-rubric",
            "stage": "layer-2-engineering",
            "optional": true,
            "aliases": [
              "references/layer-2-engineering.md",
              "layer-2-engineering.md",
              "layer 2"
            ]
          },
          {
            "id": "layer-3-interface",
            "path": "content/distilled/ux-dx-evaluation-diagnostician/references/layer-3-interface.md",
            "purpose": "layer-rubric",
            "stage": "layer-3-interface",
            "optional": true,
            "aliases": [
              "references/layer-3-interface.md",
              "layer-3-interface.md",
              "layer 3"
            ]
          },
          {
            "id": "layer-4-ecosystem",
            "path": "content/distilled/ux-dx-evaluation-diagnostician/references/layer-4-ecosystem.md",
            "purpose": "layer-rubric",
            "stage": "layer-4-ecosystem",
            "optional": true,
            "aliases": [
              "references/layer-4-ecosystem.md",
              "layer-4-ecosystem.md",
              "layer 4"
            ]
          },
          {
            "id": "layer-5-documentation",
            "path": "content/distilled/ux-dx-evaluation-diagnostician/references/layer-5-documentation.md",
            "purpose": "layer-rubric",
            "stage": "layer-5-documentation",
            "optional": true,
            "aliases": [
              "references/layer-5-documentation.md",
              "layer-5-documentation.md",
              "layer 5"
            ]
          },
          {
            "id": "report-template",
            "path": "content/distilled/ux-dx-evaluation-diagnostician/references/report-template.md",
            "purpose": "output-template",
            "stage": "synthesize-report",
            "optional": false,
            "aliases": [
              "references/report-template.md",
              "report-template.md",
              "report template"
            ]
          }
        ]
      }
    },
    {
      "name": "formal-verification-evaluator",
      "type": "task",
      "title": "Formal Verification Readiness Evaluator",
      "description": "Evaluate specifications for formal verification readiness — paradigm assessment, safety/liveness property extraction, invalidity risk analysis, toolchain recommendation, and selective verification scoping",
      "source": "content/prompt-task-formal-verification-evaluator.md",
      "distilled": "content/distilled/formal-verification-evaluator.md",
      "tags": [
        "formal-verification",
        "specification-evaluation",
        "model-checking",
        "theorem-proving",
        "safety-liveness",
        "property-extraction",
        "auto-formalization",
        "review"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "testability-implementability-evaluator",
      "type": "task",
      "title": "Testability and Implementability Evaluator",
      "description": "Evaluate software specifications for whether they can be built and verified before implementation begins",
      "source": "content/prompt-task-testability-implementability-evaluator.md",
      "distilled": "content/distilled/testability-implementability-evaluator.md",
      "tags": [
        "specification-evaluation",
        "testability",
        "implementability",
        "iso-29148",
        "pieces",
        "glia",
        "ears",
        "bach-testability",
        "definition-of-ready",
        "feasibility-analysis",
        "shift-left"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "doc-link-verifier",
      "type": "task",
      "title": "Documentation Link Verifier",
      "description": "Audit repository documentation for broken links and contextual correctness — covers HTTP status, relative paths, anchors, and semantic mismatches between link text and target content",
      "source": "content/prompt-task-doc-link-verifier.md",
      "distilled": "content/distilled/doc-link-verifier/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "documentation",
        "links",
        "verification",
        "broken-links",
        "link-rot",
        "audit",
        "qa"
      ],
      "bundles": [
        "documentation",
        "reviews"
      ],
      "eval": {
        "task_types": [
          "audit",
          "documentation",
          "verification"
        ],
        "success_signals": [
          "links_extracted_from_repo",
          "external_links_checked",
          "relative_links_checked",
          "anchors_verified",
          "contextual_mismatches_flagged",
          "structured_report_produced",
          "fixes_offered_with_confirmation"
        ],
        "failure_signals": [
          "fixes_applied_without_confirmation",
          "external_links_skipped_without_notice",
          "placeholder_urls_flagged_as_broken",
          "report_is_raw_json_dump"
        ],
        "stages": [
          {
            "name": "extract-links",
            "hints": [
              "extract_links.py",
              "walking the tree",
              "link count",
              "JSON output"
            ]
          },
          {
            "name": "check-links",
            "hints": [
              "check_links.py",
              "HEAD request",
              "file not found",
              "anchor-missing"
            ]
          },
          {
            "name": "triage-structural",
            "hints": [
              "broken",
              "redirected",
              "anchor-missing",
              "unknown",
              "group by source file"
            ]
          },
          {
            "name": "contextual-correctness",
            "hints": [
              "shallow check",
              "deep check",
              "contextual mismatch",
              "link text vs target title"
            ]
          },
          {
            "name": "produce-report",
            "hints": [
              "link audit",
              "summary",
              "broken links",
              "missing anchors",
              "contextual mismatches"
            ]
          },
          {
            "name": "offer-fixes",
            "hints": [
              "safe fixes",
              "likely fixes",
              "needs review",
              "confirmation required"
            ]
          }
        ]
      }
    },
    {
      "name": "systematic-housekeeping",
      "type": "task",
      "title": "Systematic Repository Housekeeping (5S Protocol)",
      "description": "Comprehensive repository maintenance across Code/CI, Documentation, Prompts/Skills, and Context/Artifacts using 5S principles",
      "source": "content/prompt-task-systematic-housekeeping.md",
      "distilled": "content/distilled/systematic-housekeeping.md",
      "tags": [
        "housekeeping",
        "maintenance",
        "5s",
        "hygiene",
        "technical-debt",
        "audit"
      ],
      "bundles": [
        "documentation",
        "reviews"
      ],
      "eval": {
        "task_types": [
          "audit",
          "maintenance"
        ],
        "success_signals": [
          "four_layers_audited",
          "dead_code_detected",
          "manifest_lockfile_sync_verified",
          "en_es_parity_checked",
          "stale_reports_archived",
          "structured_report_produced"
        ],
        "failure_signals": [
          "large_scale_refactor_without_approval",
          "layers_skipped",
          "failure_to_verify_distilled_parity"
        ]
      }
    },
    {
      "name": "rigidity-diagnostician",
      "type": "task",
      "title": "Rigidity Diagnostician",
      "description": "Diagnose structural rigidity from excessive coupling, inheritance, and OCP violations, then map findings to composition-based remediation patterns",
      "source": "content/prompt-task-rigidity-diagnostician.md",
      "distilled": "content/distilled/rigidity-diagnostician.md",
      "tags": [
        "refactoring",
        "rigidity",
        "open-closed-principle",
        "solid",
        "composition-over-inheritance",
        "design-patterns",
        "coupling",
        "code-smells",
        "architecture"
      ],
      "bundles": [
        "refactoring"
      ]
    },
    {
      "name": "error-handling-diagnostician",
      "type": "task",
      "title": "Error Handling Diagnostician",
      "description": "Diagnose failure handling across detection, classification, communication, recovery, and learning — map findings to resilient boundary, contract, and observability improvements",
      "source": "content/prompt-task-error-handling-diagnostician.md",
      "distilled": "content/distilled/error-handling-diagnostician.md",
      "tags": [
        "error-handling",
        "resilience",
        "reliability",
        "incident-response",
        "software-architecture",
        "observability",
        "review"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "grill-me",
      "type": "task",
      "title": "Grill Me",
      "description": "Interview the user relentlessly about a plan or design until shared understanding is reached",
      "source": "content/prompt-task-grill-me.md",
      "distilled": "content/distilled/grill-me.md",
      "tags": [
        "planning",
        "design",
        "review",
        "productivity",
        "questioning"
      ],
      "bundles": [
        "planning",
        "reviews"
      ]
    },
    {
      "name": "guided-review",
      "type": "task",
      "title": "Guided Review",
      "description": "Guide an interactive code review that teaches the human the change and the surrounding codebase",
      "source": "content/prompt-task-guided-review.md",
      "distilled": "content/distilled/guided-review.md",
      "tags": [
        "code-review",
        "learning",
        "mentoring",
        "guided",
        "onboarding",
        "codebase-understanding"
      ],
      "bundles": [
        "reviews"
      ]
    },
    {
      "name": "anti-slop-prose",
      "type": "task",
      "title": "Anti-Slop Prose Audit",
      "description": "Tag AI-generated prose for overused vocabulary, formulaic constructions, empty hedges, and vague generic claims — advisory-only, no rewrites unless requested",
      "source": "content/prompt-task-anti-slop-prose.md",
      "distilled": "content/distilled/anti-slop-prose.md",
      "skill_format": "single-file",
      "tags": [
        "writing",
        "prose",
        "llm-quality",
        "anti-slop",
        "editing",
        "style",
        "content-quality"
      ],
      "bundles": [
        "reviews"
      ],
      "eval": {
        "task_types": [
          "review",
          "writing"
        ],
        "success_signals": [
          "slop_tags_inserted_inline",
          "summary_table_produced",
          "verdict_given",
          "no_rewrites_without_request"
        ],
        "failure_signals": [
          "hallucinated_tags",
          "rewrite_without_permission",
          "empty_table_on_sloppy_text",
          "missing_verdict"
        ],
        "stages": [
          {
            "name": "slop-scanning",
            "hints": [
              "reading draft",
              "scanning for",
              "tagging"
            ]
          },
          {
            "name": "summary",
            "hints": [
              "summary table",
              "tag count"
            ]
          },
          {
            "name": "verdict",
            "hints": [
              "clean",
              "needs editing",
              "heavy rewrite"
            ]
          }
        ]
      }
    },
    {
      "name": "whisper",
      "type": "workflow",
      "title": "Whisper — Accumulated Operational Knowledge",
      "description": "Manage the ~/.whisper/ knowledge workspace: init, check, status, link plan, decommission, and knowledge routing",
      "source": "content/prompt-workflow-whisper.md",
      "distilled": "content/distilled/whisper/SKILL.md",
      "skill_format": "progressive-disclosure",
      "tags": [
        "workflow",
        "knowledge",
        "planning",
        "beads"
      ],
      "bundles": [
        "essentials",
        "workflow"
      ]
    },
    {
      "name": "close",
      "type": "workflow",
      "title": "Close Session",
      "description": "End-of-session wrap-up. Summarizes, logs to daily journal, routes knowledge to ~/.whisper/, commits, and clears context",
      "source": "content/prompt-workflow-close.md",
      "distilled": "content/distilled/close/SKILL.md",
      "skill_format": "single-file",
      "tags": [
        "workflow",
        "session",
        "journal"
      ],
      "bundles": [
        "workflow"
      ]
    },
    {
      "name": "park",
      "type": "workflow",
      "title": "Park Session",
      "description": "Snapshot current work before switching context. Logs to daily journal, releases ticket claims, records to ~/.whisper/",
      "source": "content/prompt-workflow-park.md",
      "distilled": "content/distilled/park/SKILL.md",
      "skill_format": "single-file",
      "tags": [
        "workflow",
        "session",
        "context-switch"
      ],
      "bundles": [
        "workflow"
      ]
    },
    {
      "name": "renew",
      "type": "workflow",
      "title": "Renew Session",
      "description": "Resume work on a project or area. Loads context from journal, ~/.whisper/, and beads. Supports claiming work with file conflict detection",
      "source": "content/prompt-workflow-renew.md",
      "distilled": "content/distilled/renew/SKILL.md",
      "skill_format": "single-file",
      "tags": [
        "workflow",
        "session",
        "context"
      ],
      "bundles": [
        "workflow"
      ]
    },
    {
      "name": "next",
      "type": "workflow",
      "title": "Next — Rapid Session Snapshot",
      "description": "Rapid session snapshot to ~/.whisper/ — no full close ceremony. Fast stash for later resumption via /renew",
      "source": "content/prompt-workflow-next.md",
      "distilled": "content/distilled/next/SKILL.md",
      "skill_format": "single-file",
      "tags": [
        "workflow",
        "session",
        "snapshot"
      ],
      "bundles": [
        "workflow"
      ]
    },
    {
      "name": "project-status-report",
      "type": "task",
      "title": "Evidence-Backed Project Status Report",
      "description": "Create audience-specific project status reports grounded in evidence, variance, blockers, decisions, and agentic AI provenance when applicable",
      "source": "content/prompt-task-project-status-report.md",
      "distilled": "content/distilled/project-status-report.md",
      "skill_format": "single-file",
      "tags": [
        "project-management",
        "status-reporting",
        "agentic-coding",
        "software-delivery",
        "observability"
      ],
      "bundles": [
        "planning",
        "documentation"
      ],
      "eval": {
        "task_types": [
          "documentation",
          "project-management",
          "reporting"
        ],
        "success_signals": [
          "audience_identified",
          "evidence_linked_or_unknown_marked",
          "rag_status_justified",
          "amber_red_items_have_owner_mitigation_date",
          "decisions_needed_explicit",
          "agentic_provenance_included_when_applicable"
        ],
        "failure_signals": [
          "green_without_evidence",
          "invented_missing_evidence",
          "blocked_and_at_risk_conflated",
          "sensitive_trace_content_pasted",
          "tests_passed_treated_as_deployed"
        ],
        "stages": [
          {
            "name": "context-gathering",
            "hints": [
              "reporting period",
              "audience",
              "baseline",
              "evidence sources"
            ]
          },
          {
            "name": "evidence-review",
            "hints": [
              "tickets",
              "prs",
              "commits",
              "ci",
              "metrics",
              "traces",
              "risk log"
            ]
          },
          {
            "name": "status-assessment",
            "hints": [
              "unknown",
              "green",
              "amber",
              "red",
              "variance",
              "dimension-specific status"
            ]
          },
          {
            "name": "risk-decision-synthesis",
            "hints": [
              "blockers",
              "risks",
              "owners",
              "mitigation",
              "decisions needed"
            ]
          },
          {
            "name": "final-report",
            "hints": [
              "executive summary",
              "forecast",
              "next commitments",
              "agentic AI evidence"
            ]
          }
        ]
      }
    }
  ],
  "bundles": {
    "essentials": {
      "description": "Core prompts for everyday development",
      "prompts": [
        "commit",
        "debug",
        "describe-pr",
        "code-review",
        "research-codebase",
        "create-handoff",
        "resume-handoff",
        "whisper"
      ]
    },
    "planning": {
      "description": "Project planning and implementation workflows",
      "prompts": [
        "create-plan",
        "implement-plan",
        "iterate-plan",
        "create-issues",
        "design-practice",
        "pre-mortem",
        "tdd",
        "plan-review",
        "grill-me"
      ]
    },
    "reviews": {
      "description": "Code, design, and research review processes",
      "prompts": [
        "agent-value-alignment",
        "code-review",
        "parallel-review",
        "optionality-review",
        "multi-agent-review",
        "plan-review",
        "design-review",
        "research-review",
        "issue-review",
        "rule-of-5-universal",
        "bias-audit",
        "pwa-accessibility-review",
        "review-documentation",
        "specification-review",
        "red-team-review",
        "rca-diagnostician",
        "guided-review",
        "verification-diagnostician",
        "specification-evaluation-diagnostician",
        "error-handling-diagnostician",
        "edge-case-discovery",
        "adversarial-stakeholder-evaluation",
        "ux-dx-evaluation-diagnostician",
        "formal-verification-evaluator",
        "testability-implementability-evaluator",
        "doc-link-verifier",
        "grill-me",
        "anti-slop-prose"
      ]
    },
    "refactoring": {
      "description": "Resonant Coding refactoring skills: scan, guard, and safely execute architectural improvements",
      "prompts": [
        "abstraction-miner",
        "context-guardian",
        "resonant-refactor",
        "test-friction",
        "test-abstraction-miner",
        "mutability-diagnostician",
        "composability-diagnostician",
        "rigidity-diagnostician",
        "invalid-states-diagnostician",
        "julia-performance-diagnostician",
        "modularity-diagnostician"
      ]
    },
    "testing": {
      "description": "Test quality tools: diagnose test friction, collapse test duplication, and escalate to property-based tests",
      "prompts": [
        "tdd",
        "test-friction",
        "test-abstraction-miner"
      ]
    },
    "documentation": {
      "description": "Documentation architecture, implementation, and review tools",
      "prompts": [
        "research-documentation",
        "implement-documentation",
        "review-documentation",
        "narrative-article",
        "doc-link-verifier"
      ]
    },
    "workflow": {
      "description": "Session lifecycle and workspace knowledge management",
      "prompts": [
        "whisper",
        "close",
        "park",
        "renew",
        "next"
      ]
    },
    "all": {
      "description": "Complete collection of all prompts",
      "prompts": [
        "*"
      ]
    }
  }
}
