Model Watch: How to judge a long-context research model

Start with the workload The key question is not how many tokens the model accepts. It is whether the model can stay coherent across a literature review task.

Questions to ask - Does it retrieve the right study sections without drifting? - Can it maintain citation fidelity across a long document? - Does performance collapse when prompts become complex?

Research warning Long context is useful only if it preserves structure, relevance, and evidence boundaries.

GreyBrain use Use model watch notes to decide what belongs in a manuscript workflow and what remains a demo.