That's great. I bet you could merge some of my ideas into it. This was my second project so it's kinda messy. But I'm sure you could feed it to an AI to disseminate. Feed the MDs. Feed the repository. If you need any info feel free to ask. The idea is well thought out and was working in my system. The AI needs to be tooled to the system and also needs a more refined memory retrieval system such as how a protein finds a part of the DNA and then expands upon that spot, and a scrolling context window. Temporary KV caches for when the AI uses memory retrieval to prevent token muddling. https://github.com/zeoredd/XI