Kimi K3.1 Pro: a million-token context, with weights due November 4

Moonshot AI released a post-trained Kimi K3 for coding, agents and financial research through its API. You can’t self-host it yet.

About the tool
Kimi
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On October 23, Moonshot AI made Kimi K3.1 Pro available through its API. It’s a post-trained version of Kimi K3, aimed at coding, agentic tasks, 3D workflows and financial research.

What’s new

  • Context: 1 million tokens.
  • Compatibility: there’s an OpenAI-compatible endpoint, so switching takes minimal code changes.
  • Price: $2 per million input and $10 per million output tokens, as reported by Simon Willison.
  • Quality: Moonshot reports gains over K3 on internal financial and business tests, and fewer fabricated claims on a stress test.

How to try it

The model is available in the Kimi API. Moonshot promises open weights on November 4, and self-hosting isn’t possible until then.

Limitations

Most of the numbers come from the company, and independent evidence is limited so far. The sources we could check don’t name a license for the upcoming weights, so don’t assume commercial use is allowed until they’re published.

Prepared with AI from public sources.