Start with the job this model solves
Kimi K2.5 should not be treated as a brand-name page first. It should be placed back into the real model layer: it comes from Moonshot AI, sits on the China model route, and belongs to the Kimi family.
- Ask first whether you truly need a 262K context window or are just reacting to the phrase “long context.”
- Then ask whether your workload cares more about Text in -> text out ability or about price band and delivery stability.
- Then ask whether Moonshot AI can fit the protocol stack you already run today.