The Future of Code Documentation Is Atomic Context, Not Essays

Most teams don’t have a documentation shortage. They have a context shortage. The average developer spends 20 minutes hunting for context before a one-line change. Their AI pair-programmer spends that same time hallucinating. I’ve been thinking a lot about what documentation actually needs to become in an AI-assisted world. The answer isn’t “more docs.” It’s not even “AI-generated docs.” It’s Atomic Context Documentation : smaller, sharper, verified context that stays near the code and helps both humans and AI work on the system safely. In my new article, I break down: Why traditional docs fail the “second reader” (AI) From context to results 👉 Full Article If you’ve ever watched AI confidently guess wrong about your codebase, this one’s for you.