artifact-orchestration

Orchestrate multi-agent artifact generation with drafting, review, synthesis, and archiving.

175|26|Updated Aug 14, 2025
One-click install
npx skills add https://github.com/jmagly/ai-writing-guide --skill artifact-orchestration
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: artifact-orchestration
Source: https://github.com/jmagly/ai-writing-guide/tree/main/.factory/skills/artifact-orchestration
Command: npx skills add https://github.com/jmagly/ai-writing-guide --skill artifact-orchestration

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Orchestrates a standardized multi-agent workflow to generate high-quality artifacts (SAD, PRD, etc.) with primary author, parallel reviews, synthesis, and archiving.

Core Features & Use Cases

  • Defines artifact templates and primary author
  • Dispatches parallel reviewers for coverage
  • Synthesizes feedback into a final artifact
  • Archives and tracks metadata for governance

Quick Start

Request an artifact (e.g., "Create a software architecture document") and specify the type and required reviewers. The skill will orchestrate drafting, reviewing, synthesizing, and archiving.

Frequently Asked Questions about artifact-orchestration

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate multi-agent artifact generation for documentation?

Multi-agent artifact generation coordinates multiple agents through a defined workflow: a primary author drafts the artifact, parallel reviewers provide feedback, a synthesizer merges inputs, and archival tracks versions. This approach ensures comprehensive coverage and conflict resolution for high-quality technical documents like architecture specs and test plans.

What types of documents can I create with a multi-agent orchestration workflow?

Multi-agent orchestration supports software development artifacts including Software Architecture Documents, test plans, deployment plans, requirements specifications, and threat models. Each document type follows the same structured workflow of drafting, parallel review, synthesis, and versioned archival.

How does multi-agent review and synthesis improve artifact quality?

Parallel reviewers provide diverse perspectives simultaneously, and a synthesizer resolves feedback conflicts to produce a unified final artifact. This structured governance ensures documentation meets technical requirements while capturing multiple viewpoints and maintaining consistency.

Can I track and manage multiple versions of generated artifacts?

Yes, the workflow includes versioned archiving with metadata indexing, enabling governance and historical tracking of artifact iterations. This supports audit trails, version comparison, and retrieval of previous documentation states.

What setup is required before orchestrating a multi-agent documentation workflow?

Define artifact templates, designate a primary author, specify required reviewers for parallel feedback, and configure archival parameters. The orchestration then automates agent dispatch, feedback collection, synthesis, and indexed storage.

How does artifact orchestration handle conflicting feedback from multiple reviewers?

A synthesizer component applies conflict resolution logic to merge parallel reviewer feedback into a coherent final artifact. This ensures contradictory inputs are reconciled according to defined governance rules rather than dropped or duplicated.