I'm wonder though: 1. Why does AI need that folder structure? Why not a flat list of files and let the AI agent explore with BM25 / grep, etc. 2. pre-compute compression vs compute at query time. Kaparthy (and you) are recommending pre-compressing and sorting based on hard coded human abstraction opinions that may match how the data might be queried into human-friendly buckets and language. Why not just let the AI ca…
It doesn't. The human creating the files needs it, to make it easier to traverse in future as the file count grows. At 52k files, that's a horrendous list to scroll through to find the thing you're looking for. Meanwhile, an AI can just `find . -type f -exec whatever {} \;` and be able to process it however it needs. Human doesn't need to change the way they work to appease the magic rock in the box under the desk.