RAG for AI Agents: Knowledge Layer Architecture Guide

What's really happening inside the AI agent memory infrastructure war?The common story is that bigger context windows and better vector search will solve it — but the reality is every serious infrastructure vendor is racing to fix a deeper problem that classic RAG can't touch.In this video, I share the inside scoop on why memory is now the real battleground for production AI agents: • Why classic RAG was built for chatbots, not agents • How Pinecone, PageIndex, SAP, and GraphRAG attack different shapes • What a retrieval contract actually looks like for AI agents • Where most agent builds quietly waste their token budgetBuilders who write down what their agent needs before picking a database will ship reliable systems — the ones who shop vendor-first will keep paying for rediscovery on every run.Subscribe for daily AI strategy and news.For deeper playbooks and analysis: https://natesnewsletter.substack.com/ Hosted on Acast. See acast.com/privacy for more information.