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Simon Willison·· 3 小时前精选AI 评分78

Kimi K3.1 Pro 上线 Kimi API,权重将于 11 月 4 日前开放

Introducing Kimi K3.1 Pro

AI 导读

Kimi K3.1 Pro 今日上线 Kimi API,目前尚未开放权重,Moonshot 承诺 2026 年 11 月 4 日前发布完整模型权重。同时提供速度提升 2-3 倍的 Highspeed 版本,价格为两倍,但输入 token 缓存命中部分定价相同。美元定价为输入 2.00 美元/百万 token、输出 10 美元/百万 token,与 GPT-6.1 Sol 相同,为 Claude Opus 5.5 的一半。

推荐理由

作者实测了 Kimi K3.1 Pro 的三档推理输出,并给出与 Opus 5.5、GPT-6 Astra 的基准和价格对照。

正文 · 原文

Introducing Kimi K3.1 Pro

Kimi K3.1 Pro landed on the Kimi API today - it's not yet open weights, but Moonshot promise "Full model weights will be released by Nov 4, 2026".

They're also offering a "Highspeed" version that's 2-3x faster, at twice the price (except for input token cache hits, which are priced the same).

The US dollar pricing is $2.00/million tokens for input and $10/million for output - the same as GPT-6.1 Sol and half the price of Claude Opus 5.5.

Moonshot's own benchmarks show Kimi as approximately level with Opus 5.5 and GPT-6 Astra - beating them on a few benchmarks, coming close on others.

Artificial Analysis scored Kimi at 55 - ahead of Claude Fable 5.1, GPT-6 Astra, and Gemini 4 Argon (all at 53) and behind only Claude Opus 5.5 (58).

This is the first time a (soon-to-be) open weight model has scored this highly against the frontier.

I tried it out via the Moonshot API using the llm openai endpoint command I added to LLM 0.32 back in August:

llm openai endpoint \
  https://api.moonshot.ai/v1 \
  --key kimi \
  -m kimi-k3.1-pro \
  "Generate an SVG of a pelican riding a bicycle" \
  --responses \
  -o reasoning_effort low \
  > kimi-k3.1-pro-pelican-low.stdout.txt \
  2> kimi-k3.1-pro-pelican-low.stderr.txt

llm openai endpoint can run prompts against any OpenAI-compatible endpoint but doesn't log the results, hence the extra options to save stdout and stderr (the reasoning trace).

Here are the pelicans I got for Kimi K3.1 Pro on the three reasoning levels it supports - low, medium, and max. This is max:

It's pretty solid - feet are on the pedals, bicycle frame is good, nice beak. Both legs are on the same side of the Fram though.

For comparison, I ran fresh pelicans against Kimi K3 on those three reasoning levels.

Via Hacker News

Tags: ai, generative-ai, llms, llm, llm-pricing, pelican-riding-a-bicycle, llm-release, ai-in-china, moonshot, kimi

来源:Simon Willison · simonwillison.net