Table of words LLM generated, Binary Searched on the output going forward and local skill/CLAUDE.md line with instruction to conform. The comparison then is pretty fast due to the word limitation rules. Also standardized PR format so a bunch of what a dev would usually communicate is just a series of checkboxes and a place for adding an optional link for "additional discussion" on slack as the escape hatch for people who like to waffle.