English(EN) Kimi K3.1 Pro is out: what changed from K3, what it costs, and when you can run it yourself

Moonshot 发布 Kimi K3.1 Pro，提升了编码和智能体能力

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-24 11:57

Moonshot 发布了 Kimi K3.1 Pro，这是其 Kimi K3 模型的更新版本，在编码和长智能体任务方面性能得到增强。虽然架构仍为 2.8T 参数混合专家模型，拥有 1M 上下文窗口，但新版本在 Terminal-Bench 4.0 和 AutomationBench-AA 等基准测试中表现出显著改进。尽管模型权重尚未公开，Moonshot 计划在 11 月 4 日前发布，使其成为一个具有竞争力的开源模型。 AI

影响增强了开源模型领域的竞争，尤其是在编码和长上下文任务方面。

排序理由前沿实验室（Moonshot）发布新模型。[lever_c_demoted from frontier_release: ic=1 ai=1.0]

在 dev.to — LLM tag 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

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Signal score: 84 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Significant; 前沿实验室（Moonshot）发布新模型。[lever_c_demoted from frontier_release: ic=1 ai=1.0]
Source corroboration: Single-source cluster; Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics: model release, product; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: Breaking (< 6h); Fresh story with cross-source coverage still developing. Ranking may shift as more sources report.

完整方法见我们的编辑标准。

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dev.to — LLM tag TIER_1 English(EN) · David · 2026-10-24 11:57

Kimi K3.1 Pro is out: what changed from K3, what it costs, and when you can run it yourself

<p>Moonshot released Kimi K3.1 Pro on October 23. It's the same 2.8T parameter mixture of experts as Kimi K3 (about 104B active per token, 1M context, text and image input), trained further for coding and long agent runs. The weights aren't out yet; Moonshot promises them by Nove…

本文如何被排名

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Kimi K3.1 Pro is out: what changed from K3, what it costs, and when you can run it yourself

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