Back
26/65
Lesson 26
8 min
APR: Automated Plan Reviser
AI-powered iterative specification refinement
Ready to level up?
Mark complete to track your learning progress.
AI-powered iterative specification refinement
Mark complete to track your learning progress.
Master AI-powered plan revision with Automated Plan Reviser Pro.
APR (Automated Plan Reviser Pro) automates iterative specification refinement using extended AI reasoning. Instead of manually running 15-20 review rounds, APR orchestrates the process automatically.
Early rounds fix architectural issues, middle rounds refine structure, later rounds polish abstractions. The process resembles numerical optimization settling into a minimum.
Uses advanced LLMs to refine plans
Works with your existing plan files
Refine plans through multiple passes
Get improved plans in seconds
Watch how APR iteratively improves a specification through multiple passes. Each cycle tightens the quality until the plan converges on a polished result.
# 1. Generate initial plan with Claude Code# (Claude creates plan.md)# 2. Point APR at it once (interactive wizard: plan file, output dir)apr setup# 3. Run revision rounds until the diff between rounds gets smallapr run 1apr run 2 --include-implapr diff 2 1apr stats# 4. Review the latest round's outputapr show 2# 5. Feed back to Claude Code for implementationapr integrate 2 --copy