Kimi K2.5 adds Agent Swarm with up to 100 parallel helpers and a 256k window, so teams solve complex work faster.

The saying “round pegs do not fit square holes” persists because it captures a deep engineering reality: inefficiency most often arises not from flawed components, but from misalignment between a ...