You can benchmark a model to death and still ship an unreliable agent. Why? Because models and agents are not the same thing. Models predict tokens. Agents make choices. If you judge an agent like a model, you will miss the failure that hits production at 3 a.m.

Let’s fix that. Here is a clean, verifiable breakdown of agent evaluation vs. model...