RAG, long context, and search are not interchangeable product labels. They are different ways to locate and present information to a person or model. The right […]
Traditional application logs tell you that a request failed. Agent observability must also explain the trajectory: what the model saw, which tool it selected, what the tool returned, where a handoff occurred and which control allowed the final result.
An AI agent becomes operationally risky when it can turn uncertain interpretation into an external action. The central safety question is therefore not “how intelligent is […]
Long-running agents fail when their working context becomes noisy, stale or incomplete. Context engineering treats attention as a managed system resource.