The Context Collapse Problem

AI coding tools amplify whatever they can access. In codebases where institutional knowledge lives in engineers' heads rather than accessible form, AI amplifies nothing. The companies pulling ahead aren't those with better AI tools—they're those making their existing knowledge AI-legible.