模型79°

Moonshot 发布 Kimi K3.1 Pro,11 月 4 日开源权重

精选理由

Moonshot 放出 Kimi K3.1 Pro,分数只比 Claude Opus 5.5 低 3 分,价格便宜一半,下个月还开源权重,可以先用 API 试试。

Moonshot 于 API 上线 Kimi K3.1 Pro,承诺 2026 年 11 月 4 日前放出完整模型权重。定价为输入 2 美元/百万 tokens、输出 10 美元/百万 tokens,与 GPT-6.1 Sol 持平,是 Claude Opus 5.5 的一半。Artificial Analysis 给出 55 分,超过 GPT-6 Astra 和 Gemini 4 Argon(均为 53 分),仅次于 Claude Opus 5.5 的 58 分。另有 2-3 倍速度的 Highspeed 版本,价格为标准的两倍,缓存命中输入部分同价。

原文 · Simon Willison’s Weblog

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: 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