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English(EN) Is Bash All You Need? An Empirical Study of Tool Interfaces for Enterprise Digital Worker Agents

Salesforce发布企业级AI模型Koa；Bash在代理方面表现优于专用工具

作者 PulseAugur 编辑部 · [2 个来源] ·

Salesforce开发了一个名为Koa的企业语言模型，该模型基于Nemotron-3-Super-120B并进行了强化学习增强。该模型专为代理工具使用而设计，特别是在客户关系管理领域，并在相关基准测试中表现优于其基础模型和专有基线。此外，一项比较企业代理工具接口的研究发现，单独使用Bash通常优于专用工具甚至程序化工具调用，尤其是在效率和成本方面，尽管程序化工具调用为特定的企业需求提供了安全的替代方案。 AI

影响 新研究探讨了专用的企业级AI模型和代理的高效工具集成，有望改善业务流程自动化。

排序理由 两篇arXiv论文详细介绍了新的AI模型和工具接口研究。

在 arXiv cs.CL 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

Salesforce发布企业级AI模型Koa；Bash在代理方面表现优于专用工具

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两篇arXiv论文详细介绍了新的AI模型和工具接口研究。
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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Zixiang Chen, Sufeng Niu, Yingchi Liu, Wenting Zhao, Akshara Prabhakar, Shubham Mehrotra, Bin Bi, Zhujun Lan, Katherine Tan, Mohammad Ramezanali, Tulika Manoj Awalgaonkar, Monojit Banerjee, Jielin Qiu, Shiva Kumar Pentyala, Zhepeng Cen, Anupam Tripathi, … ·

    Salesforce Koa：用于 Agentic 工具使用的企业级语言模型

    arXiv:2609.15066v1 Announce Type: cross Abstract: We present Salesforce Koa, an enterprise language model built by post-training the open-weight Nemotron-3-Super-120B foundation model with reinforcement learning using Group Relative Policy Optimization (GRPO). Salesforce Koa is t…

  2. arXiv cs.CL TIER_1 English(EN) · Hazel Mak, Susheel Suresh, Sahil Bhatnagar, Barry Wang, Chhaya Methani, Alejandro Gutierrez Munoz ·

    Bash是您所需的一切吗？企业数字员工代理工具接口的实证研究

    arXiv:2609.11999v1 Announce Type: cross Abstract: In this study, we examine whether a general shell can outperform specialized tools on enterprise tasks. Shell-based agents have shown strong results in coding, but enterprise work also involves moving between applications and serv…

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