This is helpful. Love to see a demo of how tight you got the context window injection against a query. Thats where theres always 70% bloat in my previous systems.

I solved this by building holonically, same structure as you have it seems roughly, so I actually, through a ui can grab a holon and inject it into context including its children ( holon ~ nested heirarchy ), And I usually use semantic search so Ill add that in as well.

I have not added agentic memory flows yet, like when a model asks itself if it has what it needs and allows itself to look deeper.. have you?

I have agentic flows with other things, about 15 cascading steps between user and ai response, but have not done so with memory yet.

Im appreciating what you put together here.

Jonathan - Next AI Labs and IX Coach