Awesome job guys, and thank you for creating it. Curious if you guys have any insights on long-term memory and if there are better ways to do retreivel apart from top-k.

Seems weird that every RAG app uses top-k especially since you might pull in information irrelevant to the context (e.g. if you were asking for the names of the authors of paper, you probably only want the top-1 embedding).