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English(EN) Sandman: Building and Operating Sandboxes for Agentic Reinforcement Learning on Shared Kubernetes

亚马逊构建 Sandman 以在 Kubernetes 上为 Agentic RL 沙箱提供支持

作者 PulseAugur 编辑部 · [1 个来源] ·

亚马逊开发了 Sandman，这是一项旨在管理共享 Kubernetes 集群上 Agentic 强化学习工作负载沙箱的服务。该系统能够创建、运行和清理数千个并发沙箱，这对于代理工具的执行和评估至关重要。Sandman 已在亚马逊的生产环境中用于多个 Agentic RL 应用，处理了数百万次沙箱创建，并提供了有关高效管理这些环境的运营见解。 AI

影响 通过管理复杂的沙箱环境，该基础设施可以实现更高效、可扩展的 AI 代理训练。

排序理由 研究论文，详细介绍了一种用于 Agentic 强化学习的新基础设施服务。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.AI 阅读 →

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

亚马逊构建 Sandman 以在 Kubernetes 上为 Agentic RL 沙箱提供支持

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研究论文，详细介绍了一种用于 Agentic 强化学习的新基础设施服务。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. arXiv cs.AI TIER_1 English(EN) · Yiming Yan, Hongyang Wang, Wenbo Chen, Xuan Wang, Jingguo Liu, Xian Li, Chen Qi, Leo Fan, Siwei Li, Qianli Wu, Yichuan Li, Ruochen Wen, Qian Qu, Zheshen Wang, Benoit Dumoulin ·

    Sandman：在共享 Kubernetes 上为 Agentic 强化学习构建和运行沙箱

    arXiv:2610.39711v1 Announce Type: cross Abstract: Agentic reinforcement learning (RL) often requires repeated tool calls in task-specific environments. A training job may create thousands of these environments in bursts while sharing a cluster with other jobs. We present Sandman,…

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