Notes

Same Problem, Five Scopes

Same Problem, Five Scopes

May 6, 2026

A vertical slice from an ad hoc prompt to a personal skill, project skill, plugin, and CI agent for standardizing commit messages.

Building a Multi-Agent Code Review

Building a Multi-Agent Code Review

April 30, 2026

A practical workflow for using focused subagents, principle checks, challengers, and consolidation to make AI code review less noisy.

Adventures in Vibe Coding a Game in C

Adventures in Vibe Coding a Game in C

April 28, 2026

How a 22,000-line vibe-coded C/SDL3 game forced me into multi-agent, principle-based code review.