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Ruan YiFeng's Weblog

Kimi’s integrated stack vs. Manus’s layered approach

Kimi 的一体化,Manus 的分层

Kimi released the K2.5 model and K2.5 Agent together, with an agent mode already available on its website. The post cites 1,500-step long-horizon actions, up to 100 agents in parallel, and visual coding from design files or web videos; pricing, context window, and API terms are not disclosed. The key point is product shape: not just a model launch, but a bundled model-plus-agent release.

Why it matters: HKR-H lands on the integrated release angle; HKR-K lands on the 1,500-step, 100-agent, visual-programming details; HKR-R lands on the stack-design debate. Missing price, context window, and API terms, plus a commentary source, keep it below p1.

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