[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6C23VMCSDBV6B54MNTV2B67":3,"skill-same:01M6C23VMCSDBV6B54MNTV2B67":68},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":23,"publishedAt":36,"linkOnly":37,"markdownContent":38,"markdownBody":39,"frontMatter":40,"refName":44,"commitSha":45,"skillDirectory":46,"forksCount":47,"repositoryHtmlUrl":48,"repositoryHomepageUrl":49,"ownerHtmlUrl":50,"ownerBlogUrl":51,"ownerDescription":52,"updatedAt":53,"install":54,"resources":67},"01M6C23VMCSDBV6B54MNTV2B67","artifact-orchestration",null,"Orchestrate multi-agent artifact generation using the Primary Author, Parallel Reviewers, Synthesizer, Archive pattern","jmagly\u002Faiwg","jmagly","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1159087?v=4","01M6C10AK8N2WCSQN11FYGTJWN","Joseph Magly","01M6C10AQ8A2RMED1Y1BSVY7NF",229,"MIT","https:\u002F\u002Fgithub.com\u002Fjmagly\u002Faiwg\u002Fblob\u002Fmain\u002Fagentic\u002Fcode\u002Fframeworks\u002Fsdlc-complete\u002Fskills\u002Fartifact-orchestration\u002FSKILL.md",[18],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[24,25,26,27,28,29,30,31,32,33,34,35],"orchestration","artifact orchestration","artifact","orchestrate","archive","multi-agent","parallel","pattern","generation","multi","synthesizer","author","2026-11-10 10:12:30",false,"---\nnamespace: aiwg\nname: artifact-orchestration\nplatforms: [all]\ndescription: Orchestrate multi-agent artifact generation using the Primary Author, Parallel Reviewers, Synthesizer, Archive pattern\n\n---\n\n# artifact-orchestration\n\nOrchestrate multi-agent artifact generation with the Primary Author → Parallel Reviewers → Synthesizer → Archive pattern.\n\n## Triggers\n\n\nAlternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):\n\n- \"SAD\" → Software Architecture Document\n- \"software architecture document\"\n- \"architecture document\"\n- \"ADR\" → Architecture Decision Record\n- \"generate [artifact]\" for named SDLC artifacts (test plan, deployment plan, requirements)\n\n## Purpose\n\nThis skill implements the core AIWG multi-agent documentation pattern that supports artifact quality through:\n- Single primary author for consistency\n- Parallel expert reviews for coverage\n- Synthesis of feedback for conflict resolution\n- Formal archival with metadata tracking\n\n## Behavior\n\nWhen triggered, this skill orchestrates:\n\n1. **Artifact identification**:\n   - Parse requested artifact type\n   - Map to template and primary author\n   - Identify required reviewers\n\n2. **Workspace setup**:\n   - Create `.aiwg\u002Fworking\u002F{type}\u002F{name}\u002F`\n   - Initialize metadata via `artifact-metadata` skill\n   - Load relevant template via `template-engine` skill\n\n3. **Primary author dispatch**:\n   - Launch primary author agent with template\n   - Provide context (requirements, existing artifacts)\n   - Receive draft v0.1\n\n4. **Parallel review dispatch**:\n   - Launch 3-5 reviewers via `parallel-dispatch` skill\n   - Commit each reviewer's initial answer before exposing others' judgments; retain dissent and criteria\u002Fcheck references\n   - Agreement is not proof, including same-vendor and cross-vendor agreement. Consequential claims require an executable check or accountable human acceptance. Prefer independent voting, or structured review with diverse initial answers and calibrated confidence, over plain debate. Record observed evaluator model\u002Fvendor\u002Ffamily, acceptance criteria reference, generator\u002Fevaluator disagreements and a re-review link after material fixes. Do not claim reduced human-review time. See `$AIWG_ROOT\u002Fdocs\u002Fdecision\u002Fevaluator-calibration.md` for calibration and REF-2922, REF-2923, REF-2919\u002F2921 public sources.\n   - Collect structured feedback\n\n5. **Synthesis**:\n   - Invoke Documentation Synthesizer agent\n   - Merge feedback and resolve conflicts\n   - Generate final artifact\n\n6. **Archive**:\n   - Move to `.aiwg\u002F{category}\u002F`\n   - Update metadata to baselined\n   - Update artifact index\n\n## Artifact Configuration\n\n### Software Architecture Document (SAD)\n\n```yaml\nartifact: software-architecture-document\ntemplate: analysis-design\u002Fsoftware-architecture-doc-template\nprimary_author: architecture-designer\nreviewers:\n  - security-architect\n  - test-architect\n  - requirements-analyst\n  - technical-writer\noutput: .aiwg\u002Farchitecture\u002Fsad.md\n```\n\n### Test Plan\n\n```yaml\nartifact: test-plan\ntemplate: test\u002Ftest-plan-template\nprimary_author: test-architect\nreviewers:\n  - security-auditor\n  - requirements-analyst\n  - devops-engineer\noutput: .aiwg\u002Ftesting\u002Ftest-plan.md\n```\n\n### Deployment Plan\n\n```yaml\nartifact: deployment-plan\ntemplate: deployment\u002Fdeployment-plan-template\nprimary_author: deployment-manager\nreviewers:\n  - devops-engineer\n  - security-architect\n  - reliability-engineer\n  - support-lead\noutput: .aiwg\u002Fdeployment\u002Fdeployment-plan.md\n```\n\n### Requirements Specification\n\n```yaml\nartifact: software-requirements-spec\ntemplate: requirements\u002Fsrs-template\nprimary_author: requirements-analyst\nreviewers:\n  - domain-expert\n  - system-analyst\n  - test-architect\n  - architecture-designer\noutput: .aiwg\u002Frequirements\u002Fsrs.md\n```\n\n### Threat Model\n\n```yaml\nartifact: threat-model\ntemplate: security\u002Fthreat-model-template\nprimary_author: security-architect\nreviewers:\n  - privacy-officer\n  - architecture-designer\n  - devops-engineer\noutput: .aiwg\u002Fsecurity\u002Fthreat-model.md\n```\n\n## Workflow Sequence\n\n```\n┌─────────────────────────────────────────────────────────┐\n│ 1. SETUP                                                │\n│    • Create workspace: .aiwg\u002Fworking\u002F{type}\u002F{name}\u002F     │\n│    • Initialize metadata.json                           │\n│    • Load template                                      │\n└─────────────────────────────────────────────────────────┘\n                          │\n                          ▼\n┌─────────────────────────────────────────────────────────┐\n│ 2. PRIMARY AUTHOR                                       │\n│    • Dispatch: architecture-designer (for SAD)          │\n│    • Input: template, requirements, context             │\n│    • Output: drafts\u002Fv0.1-primary.md                     │\n└─────────────────────────────────────────────────────────┘\n                          │\n                          ▼\n┌─────────────────────────────────────────────────────────┐\n│ 3. PARALLEL REVIEW (single message, multiple agents)    │\n│    ┌──────────────┐ ┌──────────────┐ ┌──────────────┐  │\n│    │ security-    │ │ test-        │ │ requirements-│  │\n│    │ architect    │ │ architect    │ │ analyst      │  │\n│    └──────┬───────┘ └──────┬───────┘ └──────┬───────┘  │\n│           │                │                │          │\n│           ▼                ▼                ▼          │\n│    reviews\u002Fsecurity.md  reviews\u002Ftest.md  reviews\u002Freq.md│\n└─────────────────────────────────────────────────────────┘\n                          │\n                          ▼\n┌─────────────────────────────────────────────────────────┐\n│ 4. SYNTHESIS                                            │\n│    • Dispatch: documentation-synthesizer                │\n│    • Input: draft + all reviews                         │\n│    • Output: synthesis\u002Ffinal.md                         │\n│    • Conflicts: document with rationale                 │\n└─────────────────────────────────────────────────────────┘\n                          │\n                          ▼\n┌─────────────────────────────────────────────────────────┐\n│ 5. ARCHIVE                                              │\n│    • Move to: .aiwg\u002F{category}\u002F{artifact}.md            │\n│    • Update metadata: status=baselined, version=1.0.0   │\n│    • Archive workspace to: .aiwg\u002Farchive\u002F{date}\u002F        │\n└─────────────────────────────────────────────────────────┘\n```\n\n## Usage Examples\n\n### Generate SAD\n\n```\nUser: \"Create the Software Architecture Document\"\n\nSkill orchestrates:\n1. Setup workspace for SAD\n2. Dispatch architecture-designer with SAD template\n3. Launch parallel reviews (security, test, requirements, writer)\n4. Synthesize feedback\n5. Archive to .aiwg\u002Farchitecture\u002Fsad.md\n\nOutput:\n\"SAD generation complete.\nVersion: 1.0.0\nStatus: Baselined\nLocation: .aiwg\u002Farchitecture\u002Fsad.md\n\nReviews:\n✓ Security Architect: Approved with suggestions\n✓ Test Architect: Approved\n✓ Requirements Analyst: Approved\n✓ Technical Writer: Approved (minor edits)\n\nConflicts resolved: 2\n- Auth approach: Chose JWT per security recommendation\n- Caching strategy: Balanced performance vs complexity\"\n```\n\n### Generate with Context\n\n```\nUser: \"Generate deployment plan for production release\"\n\nSkill uses project-awareness context:\n- Phase: Construction\n- Environment: AWS\n- Compliance: SOC2\n\nTailors template and reviewer focus accordingly.\n```\n\n## Configuration\n\n### Custom Artifact Types\n\nAdd custom artifact configurations in `.aiwg\u002Fconfig\u002Fartifacts.yaml`:\n\n```yaml\nartifacts:\n  custom-api-doc:\n    template: custom\u002Fapi-documentation\n    primary_author: api-documenter\n    reviewers:\n      - security-auditor\n      - api-designer\n      - technical-writer\n    output: .aiwg\u002Farchitecture\u002Fapi-docs\u002F\n```\n\n### Review Depth\n\n```yaml\nreview_config:\n  depth: standard  # minimal, standard, comprehensive\n  timeout: 300     # seconds per reviewer\n  require_unanimous: false  # or true for critical artifacts\n```\n\n## Integration\n\nThis skill uses:\n- `parallel-dispatch`: For launching reviewer agents\n- `artifact-metadata`: For tracking artifact lifecycle\n- `template-engine`: For loading and instantiating templates\n- `project-awareness`: For context about current phase and state\n\n## Error Handling\n\n### Reviewer Timeout\n\nIf a reviewer times out:\n1. Mark review as \"incomplete\"\n2. Continue with other reviews\n3. Flag in final synthesis\n4. User can re-run partial review\n\n### Conflicting Reviews\n\nWhen reviewers disagree:\n1. Document both positions\n2. Apply priority rules:\n   - Security concerns take precedence\n   - Compliance concerns take precedence\n   - Domain expert breaks ties\n3. Record both positions and the criteria\u002Fcheck or human acceptance reference in synthesis; precedence and consensus do not prove correctness\n4. Re-review material fixes with fresh source bindings and link the earlier review\n\n### Missing Template\n\nIf template not found:\n1. List similar templates\n2. Offer to proceed with generic structure\n3. Or abort with guidance\n\n## Output Locations\n\n| Artifact | Output Path |\n|----------|-------------|\n| SAD | .aiwg\u002Farchitecture\u002Fsad.md |\n| ADR | .aiwg\u002Farchitecture\u002Fadr-{number}.md |\n| Test Plan | .aiwg\u002Ftesting\u002Ftest-plan.md |\n| Deployment Plan | .aiwg\u002Fdeployment\u002Fdeployment-plan.md |\n| SRS | .aiwg\u002Frequirements\u002Fsrs.md |\n| Threat Model | .aiwg\u002Fsecurity\u002Fthreat-model.md |\n\n## References\n\n- Multi-agent pattern: docs\u002Fmulti-agent-documentation-pattern.md\n- Templates: templates\u002F\n- Agent definitions: agents\u002F\n","# artifact-orchestration\n\nOrchestrate multi-agent artifact generation with the Primary Author → Parallel Reviewers → Synthesizer → Archive pattern.\n\n## Triggers\n\n\nAlternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):\n\n- \"SAD\" → Software Architecture Document\n- \"software architecture document\"\n- \"architecture document\"\n- \"ADR\" → Architecture Decision Record\n- \"generate [artifact]\" for named SDLC artifacts (test plan, deployment plan, requirements)\n\n## Purpose\n\nThis skill implements the core AIWG multi-agent documentation pattern that supports artifact quality through:\n- Single primary author for consistency\n- Parallel expert reviews for coverage\n- Synthesis of feedback for conflict resolution\n- Formal archival with metadata tracking\n\n## Behavior\n\nWhen triggered, this skill orchestrates:\n\n1. **Artifact identification**:\n   - Parse requested artifact type\n   - Map to template and primary author\n   - Identify required reviewers\n\n2. **Workspace setup**:\n   - Create `.aiwg\u002Fworking\u002F{type}\u002F{name}\u002F`\n   - Initialize metadata via `artifact-metadata` skill\n   - Load relevant template via `template-engine` skill\n\n3. **Primary author dispatch**:\n   - Launch primary author agent with template\n   - Provide context (requirements, existing artifacts)\n   - Receive draft v0.1\n\n4. **Parallel review dispatch**:\n   - Launch 3-5 reviewers via `parallel-dispatch` skill\n   - Commit each reviewer's initial answer before exposing others' judgments; retain dissent and criteria\u002Fcheck references\n   - Agreement is not proof, including same-vendor and cross-vendor agreement. Consequential claims require an executable check or accountable human acceptance. Prefer independent voting, or structured review with diverse initial answers and calibrated confidence, over plain debate. Record observed evaluator model\u002Fvendor\u002Ffamily, acceptance criteria reference, generator\u002Fevaluator disagreements and a re-review link after material fixes. Do not claim reduced human-review time. See `$AIWG_ROOT\u002Fdocs\u002Fdecision\u002Fevaluator-calibration.md` for calibration and REF-2922, REF-2923, REF-2919\u002F2921 public sources.\n   - Collect structured feedback\n\n5. **Synthesis**:\n   - Invoke Documentation Synthesizer agent\n   - Merge feedback and resolve conflicts\n   - Generate final artifact\n\n6. **Archive**:\n   - Move to `.aiwg\u002F{category}\u002F`\n   - Update metadata to baselined\n   - Update artifact index\n\n## Artifact Configuration\n\n### Software Architecture Document (SAD)\n\n```yaml\nartifact: software-architecture-document\ntemplate: analysis-design\u002Fsoftware-architecture-doc-template\nprimary_author: architecture-designer\nreviewers:\n  - security-architect\n  - test-architect\n  - requirements-analyst\n  - technical-writer\noutput: .aiwg\u002Farchitecture\u002Fsad.md\n```\n\n### Test Plan\n\n```yaml\nartifact: test-plan\ntemplate: test\u002Ftest-plan-template\nprimary_author: test-architect\nreviewers:\n  - security-auditor\n  - requirements-analyst\n  - devops-engineer\noutput: .aiwg\u002Ftesting\u002Ftest-plan.md\n```\n\n### Deployment Plan\n\n```yaml\nartifact: deployment-plan\ntemplate: deployment\u002Fdeployment-plan-template\nprimary_author: deployment-manager\nreviewers:\n  - devops-engineer\n  - security-architect\n  - reliability-engineer\n  - support-lead\noutput: .aiwg\u002Fdeployment\u002Fdeployment-plan.md\n```\n\n### Requirements Specification\n\n```yaml\nartifact: software-requirements-spec\ntemplate: requirements\u002Fsrs-template\nprimary_author: requirements-analyst\nreviewers:\n  - domain-expert\n  - system-analyst\n  - test-architect\n  - architecture-designer\noutput: .aiwg\u002Frequirements\u002Fsrs.md\n```\n\n### Threat Model\n\n```yaml\nartifact: threat-model\ntemplate: security\u002Fthreat-model-template\nprimary_author: security-architect\nreviewers:\n  - privacy-officer\n  - architecture-designer\n  - devops-engineer\noutput: .aiwg\u002Fsecurity\u002Fthreat-model.md\n```\n\n## Workflow Sequence\n\n```\n┌─────────────────────────────────────────────────────────┐\n│ 1. SETUP                                                │\n│    • Create workspace: .aiwg\u002Fworking\u002F{type}\u002F{name}\u002F     │\n│    • Initialize metadata.json                           │\n│    • Load template                                      │\n└─────────────────────────────────────────────────────────┘\n                          │\n                          ▼\n┌─────────────────────────────────────────────────────────┐\n│ 2. PRIMARY AUTHOR                                       │\n│    • Dispatch: architecture-designer (for SAD)          │\n│    • Input: template, requirements, context             │\n│    • Output: drafts\u002Fv0.1-primary.md                     │\n└─────────────────────────────────────────────────────────┘\n                          │\n                          ▼\n┌─────────────────────────────────────────────────────────┐\n│ 3. PARALLEL REVIEW (single message, multiple agents)    │\n│    ┌──────────────┐ ┌──────────────┐ ┌──────────────┐  │\n│    │ security-    │ │ test-        │ │ requirements-│  │\n│    │ architect    │ │ architect    │ │ analyst      │  │\n│    └──────┬───────┘ └──────┬───────┘ └──────┬───────┘  │\n│           │                │                │          │\n│           ▼                ▼                ▼          │\n│    reviews\u002Fsecurity.md  reviews\u002Ftest.md  reviews\u002Freq.md│\n└─────────────────────────────────────────────────────────┘\n                          │\n                          ▼\n┌─────────────────────────────────────────────────────────┐\n│ 4. SYNTHESIS                                            │\n│    • Dispatch: documentation-synthesizer                │\n│    • Input: draft + all reviews                         │\n│    • Output: synthesis\u002Ffinal.md                         │\n│    • Conflicts: document with rationale                 │\n└─────────────────────────────────────────────────────────┘\n                          │\n                          ▼\n┌─────────────────────────────────────────────────────────┐\n│ 5. ARCHIVE                                              │\n│    • Move to: .aiwg\u002F{category}\u002F{artifact}.md            │\n│    • Update metadata: status=baselined, version=1.0.0   │\n│    • Archive workspace to: .aiwg\u002Farchive\u002F{date}\u002F        │\n└─────────────────────────────────────────────────────────┘\n```\n\n## Usage Examples\n\n### Generate SAD\n\n```\nUser: \"Create the Software Architecture Document\"\n\nSkill orchestrates:\n1. Setup workspace for SAD\n2. Dispatch architecture-designer with SAD template\n3. Launch parallel reviews (security, test, requirements, writer)\n4. Synthesize feedback\n5. Archive to .aiwg\u002Farchitecture\u002Fsad.md\n\nOutput:\n\"SAD generation complete.\nVersion: 1.0.0\nStatus: Baselined\nLocation: .aiwg\u002Farchitecture\u002Fsad.md\n\nReviews:\n✓ Security Architect: Approved with suggestions\n✓ Test Architect: Approved\n✓ Requirements Analyst: Approved\n✓ Technical Writer: Approved (minor edits)\n\nConflicts resolved: 2\n- Auth approach: Chose JWT per security recommendation\n- Caching strategy: Balanced performance vs complexity\"\n```\n\n### Generate with Context\n\n```\nUser: \"Generate deployment plan for production release\"\n\nSkill uses project-awareness context:\n- Phase: Construction\n- Environment: AWS\n- Compliance: SOC2\n\nTailors template and reviewer focus accordingly.\n```\n\n## Configuration\n\n### Custom Artifact Types\n\nAdd custom artifact configurations in `.aiwg\u002Fconfig\u002Fartifacts.yaml`:\n\n```yaml\nartifacts:\n  custom-api-doc:\n    template: custom\u002Fapi-documentation\n    primary_author: api-documenter\n    reviewers:\n      - security-auditor\n      - api-designer\n      - technical-writer\n    output: .aiwg\u002Farchitecture\u002Fapi-docs\u002F\n```\n\n### Review Depth\n\n```yaml\nreview_config:\n  depth: standard  # minimal, standard, comprehensive\n  timeout: 300     # seconds per reviewer\n  require_unanimous: false  # or true for critical artifacts\n```\n\n## Integration\n\nThis skill uses:\n- `parallel-dispatch`: For launching reviewer agents\n- `artifact-metadata`: For tracking artifact lifecycle\n- `template-engine`: For loading and instantiating templates\n- `project-awareness`: For context about current phase and state\n\n## Error Handling\n\n### Reviewer Timeout\n\nIf a reviewer times out:\n1. Mark review as \"incomplete\"\n2. Continue with other reviews\n3. Flag in final synthesis\n4. User can re-run partial review\n\n### Conflicting Reviews\n\nWhen reviewers disagree:\n1. Document both positions\n2. Apply priority rules:\n   - Security concerns take precedence\n   - Compliance concerns take precedence\n   - Domain expert breaks ties\n3. Record both positions and the criteria\u002Fcheck or human acceptance reference in synthesis; precedence and consensus do not prove correctness\n4. Re-review material fixes with fresh source bindings and link the earlier review\n\n### Missing Template\n\nIf template not found:\n1. List similar templates\n2. Offer to proceed with generic structure\n3. 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