June 2, 2026

AI agents keep giving confident wrong answers. The context layer is enterprise AI's next production problem.

An aerial view of a cargo ship in the ocean
Bent Van Aeken / Unsplash

Enterprise AI agents have a new production failure mode, and it is not the model. As enterprises move from single-layer RAG to hybrid retrieval architectures, the same underlying data produces different answers depending on which agent, tool or syste...