[wokwokwok]

> Just to clarify in case there was any misunderstanding

I am not confused.

It's good; it solves a specific set of problems with querying large datasets, the same as a vector search would.

...but the various memory zones you've created make absolutely no difference to the fundamental limitation of the LLM context length.

No matter how you swing it, this is just creative prompt engineering. You're packing the context with relevant information; but, if you have too much relevant information, it won't work.