Agent optimize

Optimize the target document(s) at $ARGUMENTS for agent consumption.

Stop after each stage and have changes reviewed with user.

Note: The goal is agent efficiency, not stripping all prose. Some content is genuinely better as narrative — context-setting introductions, nuanced trade-offs, philosophy notes. Optimize the structure agents need to parse; preserve the prose humans need to understand intent.

0. Read and assess the document (developer confirms)

   • Read the target document and identify its current structure
   • What sections are prose-heavy and could benefit from structured formats?
   • What relationships between concepts are buried in narrative?
   • Confirm understanding and optimization targets before proceeding

1. Replace verbose prose with structured formats (agent leads with approval)

   • Are there narrative paragraphs that would be clearer as tables, diagrams, or bullet lists?
   • Convert where meaning is preserved — don't force structure where prose is genuinely better
   • Use structured formats agents parse well (clear headers, consistent patterns)

2. Compress token usage (agent leads with approval)

   • Is there redundant phrasing that can be removed without losing information?
   • Are there verbose explanations that could be stated more directly?
   • Prefer concise, direct language over verbose explanation

3. Make relationships explicit (agent leads with approval)

   • Are there implicit references between sections that should be explicit cross-references?
   • Add hierarchy indicators to show parent/child relationships
   • Prefer visual structure over narrative explanation

Pipeline Position

This skill sits at the end of the composition pipeline: flesh-out -> review-steps -> strong-edit -> agent-optimize. Run it after the content is complete and reviewed — it restructures for consumption, not correctness.

When to Use This vs Other Skills

Goal	Use
Raw notes need structure and expansion	flesh-out
Draft needs polish and consistency	review-steps
Complete draft needs critical evaluation	strong-edit
Finalized document needs agent-friendly restructuring	agent-optimize