artifact-orchestration

Multi-agent artifact generation is automated by orchestrating a workflow of primary authoring, parallel expert reviews, and synthesis. This structured process manages the artifact lifecycle from initial draft to final archival, incorporating specialized feedback for quality.

A multi-agent workflow for software architecture document generation uses a primary author to draft, parallel reviewers to check security and requirements, and a synthesizer to resolve conflicts. This ensures comprehensive feedback and consistency across complex technical artifacts.

Automated test plan generation supports configurable review depth, allowing you to define the intensity of parallel expert reviews and synthesis. This manages the artifact lifecycle from initial draft through structured feedback to final archival based on your specific requirements.

Workflow automation and synthesis supports custom artifact types alongside predefined documents like Software Architecture Documents and Deployment Plans. You define the artifact type, and the multi-agent orchestration manages drafting, parallel reviewing, and final synthesis output.

Parallel reviewers are needed for document generation when a complex artifact requires comprehensive feedback from multiple domains like security, testing, and requirements. This multi-agent approach ensures structured conflict resolution and high quality before final archival.

The best way to resolve feedback conflicts during artifact synthesis is using a dedicated synthesizer agent within a multi-agent workflow. It manages structured feedback from parallel reviewers, resolves discrepancies, and finalizes the document for archival.