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月之暗面 Kimi K3.1 前端标识泄露：百万上下文与三档推理强度
开发者发现月之暗面 API 平台后端模型注册表出现 kimi-k3-1 标识符，且接口探测可调用；当晚 Kimi 开放平台也预告 K3.1（或代号 K311111）支持最高 100 万 token 上下文。泄露配置显示三档推理强度 Low、High、Max，并可能引入原生 Agent 模式与 Swarm 多智能体协作及搜索、批处理任务模式。API 定价暂与 K3 相同，可能为占位。模型尚未正式发布，相关能力与定价仍待官方确认。
AI推荐理由 内容基于开发者发现 API 后端出现 kimi-k3-1 标识符及官方开放平台预告，属可验证的泄露线索，但模型未正式发布，价格、能力均为推测，来源为 AIbase 转述而非官方公告，事实明确度有限。兴趣点在于百万 token 上下文、三档推理强度和 Swarm 多智能体协作若属实，对 Agent 与长上下文应用有参考价值，但需保留不确定性。
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正文
The strongest model of Moon's Dark Side, Kimi K3.1, has leaked frontend identifier; one million tokens context with three levels of reasoning strength is imminent
AIbase基地
Published inAI News · 3 min read · Sep 29, 2026
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The next flagship from Moonshot AI was unearthed by developers themselves. On September 28, multiple developers noticed the identifier "kimi-k3-1" appearing in the backend model registry of Moonshot AI's API platform. This identifier not only appeared in the list but also passed the interface probe and could indeed be called. Later that evening, the official Kimi open platform also posted a preview of the K3.1 model, or codenamed "K311111," stating support for a context window of up to 1 million tokens.
From the leaked configuration, Kimi K3.1 is expected to reach a maximum context window of 1 million tokens and offers three adjustable levels of reasoning intensity: Low, High, and Max. More notably, it may introduce native Agent intelligence mode and Swarm multi-agent collaboration, along with task modes such as search and batch processing. Developers have analyzed that splitting the reasoning intensity into multiple levels might correspond to different computing resource allocations and billing models—users can choose Low for cost savings or Max for optimal quality, upgrading from "a single model working alone" to "a model commanding a group of models."
Price details remain undisclosed for now. The Kimi open platform shows that the API pricing of K3.1 is the same as the current K3, although this might just be a placeholder since the model has not been officially announced. Regardless of the final pricing, from the detection of the backend identifier being adjustable to the official platform's proactive announcement, K3.1 has already crossed the threshold of recent releases—when Moonshot AI includes a million-token context, three levels of reasoning intensity, and multi-agent collaboration in its configuration, the focus of the next round of large model competition is shifting from "who is better at chatting" to "who can handle tasks on their own."
KimiK3.11MtokensAgent intelligent body modeSwarm multi-agent collaboration
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