From Simple RAG to Enterprise AI Agents

The evolution from simple RAG workflows to production-ready agentic AI requires solving three fundamental challenges: providing agents with precise context, maintaining observability at scale, and adapting rapidly to new models. This talk shares our journey building a comprehensive AI platform that addresses these challenges through context ownership, systematic monitoring, and flexible model integration.