The problem
Long-form drafts needed a repeatable path from outline to chapter, with checks for structure, tone, repetition, and unresolved editorial notes. The workflow also had to preserve author control over every approved section.
The system response
I engineered a multi-agent AI system that automates book drafting from chapter outlines through final manuscript delivery using specialized review and refinement workflows.
Key capabilities:
- AI-powered chapter generation from outline inputs
- Multi-agent review system for tone and consistency
- Automated grammar and style correction loops
- Iterative feedback refinement between agents
- Structured output formatting for publishing workflows
What shipped
The system produces chapter drafts and review notes in a defined order, then waits for an editor or author to approve revisions. Outline references and unresolved feedback stay attached to the chapter instead of being lost between model calls.
Coordinates drafting and revision stages without letting unapproved changes replace accepted manuscript text.
Architecture decisions
- Treat the approved outline as the structural source of truth
- Separate drafting, editorial review, and revision responsibilities
- Persist chapter state and unresolved notes between stages
Release checks
- Check every chapter against its outline section
- Flag repeated passages and unresolved placeholders
- Prevent an unapproved revision from replacing the accepted draft
