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大家好，我是冷逸。最近，模型圈又卷起来了。GLM、MiniMax甚至小米都相继发布了新模型。众所周知，国产御三家有四位：Qwen、GLM、MiniMax和Kimi。刚我去扫了眼，在实时更新的龙虾榜PinchBench上，MiniMax ...

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大伙应该都知道了，OpenClaw 本体只是一个外壳，它的智商完全取决于你给它接什么模型当大脑。模型不行，虾就是个傻子。而这次 M2.7 也是针对 Agent 场景做了专项加强。咱就先拿龙虾来试试它的水平。

This article introduces practical methods for evaluating AI agents operating in real-world environments. It explains how to ...

龙虾爆火之后，全网的注意力都盯着「它该怎么用」——本地部署还是云端、一键安装还是敲命令、要不要接微信飞书……反而没人再认真问那个老问题：驱动龙虾的那颗「大脑」，够不够聪明？ 这倒不奇怪。OpenAI 和 Google 最近发布的几款新模型，清一色都是 ...

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作者 | 骆驼回看 2025 年 Q2 到 2026 年 Q1，AI 的发展路径清晰得惊人：上下文扩充、成本降低，最终催生了 Agent 的爆发。在这场狂奔中，MiniMax 仅用 270 余天就迭代了五个模型版本，点亮了从上下文长度到 Agent 能力所有的“技能点”，甚至跑走完了上市流程——对于一家只有四百余名员工的公司，这本身就是一场 AI ...

论文名叫ARL-Tangram: Unleash the Resource Efficiency in Agentic Reinforcement Learning。作者之一，就是罗福莉。 要用GPU去做模型推理，要用CPU去执行代码，要用API去处理搜索、数据库，可能还要用浏览器进行网页操作 ...