Right, the 'knowing' is where I think the interesting thing is today for their evolution

more mature claude.md files already typically index into other files, including guidance which to preload vs lazy load. However, in practice, claude forgets quite easily, so that pattern is janky in practice. A structured mechanism helps claude guarantee less forgetting.

Forward looking, from an automation perspective of autonomous learning, this also makes it more accessible to talk about GEPA-for-everyone to maintain & generate these. We've been playing with similar flows in louie.ai, and came to a similar "just make it folders full of markdown with some learning automation options."

I was guessing that was what was going on here, but the writeup felt like maybe more was being said :) (And thank you for continuing to write!)