What learning actually means for AI agents (discussion)

Storing and retrieving raw facts works for simple Q&A, but agents that run over time need more. They need to learn from experience, adapt when things change, and connect scattered dots. That requires thinking about memory differently.

I wrote my ideas here: https://nicoloboschi.com/posts/20260125/

What are your ideas on how the retrieval and learning capabilities should tie together in a memory system?