Maya Okafor

Different memory types require different retrieval systems, not one unified store.

Every deep research agent follows the same loop: plan, search, read, reflect, iterate, synthesize.

The two mechanisms powering AI search cite sources using fundamentally different logic.

Planning agents solve multi-hop questions that single-query retrieval systems fail on silently.