Vector Recall Reasoning

If your GenAI agent can’t reason across relationships, memory, and context—it’s not an agent. It’s a demo. We came across a research system called DEMENTIA-PLAN—focused on dementia care, but it exposed something bigger: the fatal flaw in most GenAI stacks (source in comments). Agents that run vector-only retrieval pipelines fail to answer questions grounded in human context. DEMENTIA-PLAN used multiple knowledge graphs + a planning agent to adapt retrieval in real time. Result? 30% better memory support. 10% higher coherence. This isn’t just about healthcare. It’s a blueprint for every agent stack that actually needs to think. If your RAG pipeline gets retrieval wrong, you’re shipping guessware.

Apr 1, 2025 - 15:02

If your GenAI agent can’t reason across relationships, memory, and context—it’s not an agent. It’s a demo.

We came across a research system called DEMENTIA-PLAN—focused on dementia care, but it exposed something bigger: the fatal flaw in most GenAI stacks (source in comments).

Agents that run vector-only retrieval pipelines fail to answer questions grounded in human context.

DEMENTIA-PLAN used multiple knowledge graphs + a planning agent to adapt retrieval in real time. Result? 30% better memory support. 10% higher coherence.

This isn’t just about healthcare.
It’s a blueprint for every agent stack that actually needs to think. If your RAG pipeline gets retrieval wrong, you’re shipping guessware.