Moving agents from demos to real workflows means treating the context layer as core data infrastructure, not a last‑minute integration.

As generative and agentic systems move from experiments to execution, the question is no longer whether models are powerful enough. It is whether the data environments they rely on are stable enough to be trusted with real authority.