Anthropic 工程博客:如何在产品中限制 ClaudeAnthropic Engineering: How We Contain Claude Across Products
Anthropic Engineering 博客详细介绍了他们在 Claude.ai、Claude Code 和 Claude Cowork 中使用的 containment 策略,以限制代理的破坏半径。
核心见解是优先考虑环境层隔离(沙箱、VM、出口控制),然后才是模型行为引导。他们讨论了 approval fatigue、人机环路限制以及自定义组件的风险。关键模式包括临时容器、人机沙箱和本地 VM。
博客分享了实际事件教训,如项目设置钩子在信任提示前执行,以及通过批准域的 exfiltration。强烈推荐给构建代理系统的开发者。
链接:https://www.anthropic.com/engineering/how-we-contain-claude
Anthropic Engineering blog details containment strategies used across Claude.ai, Claude Code, and Claude Cowork to limit agent blast radius.
Core insight is prioritizing environment-layer isolation (sandboxes, VMs, egress controls) before model behavior steering. They discuss approval fatigue, human-in-the-loop limitations, and risks of custom components. Key patterns include ephemeral containers, HITL sandboxes, and local VMs.
The post shares real incident lessons such as project settings hooks executing before trust prompts and exfiltration through approved domains. Highly recommended for developers building agentic systems.
Link: https://www.anthropic.com/engineering/how-we-contain-claude
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Guillermo Rauch 展示 Vercel Eve 的 GitHub 工具集成Guillermo Rauch Showcases Vercel Eve GitHub Tool Integration
Vercel CEO Guillermo Rauch 展示了 Eve 代理如何通过定义 tools/github.ts 并导出 createGithubTools() 来获得 GitHub 能力。这体现了开放生态中可插拔工具的愿景。
Vercel CEO Guillermo Rauch showcased how Eve agents gain GitHub powers by defining tools/github.ts and exporting createGithubTools(). This exemplifies the vision for an open ecosystem of pluggable tools.
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Thariq 用 Claude 创建 YouTube ShortsThariq Uses Claude to Create YouTube Shorts
Claude Code 用户 Thariq 分享了使用 Claude 将幻灯片转化为动画 YouTube Shorts 的过程,展示了 AI 在内容创作中的实际应用。
Claude Code user Thariq shared his process of using Claude to turn slides into animated YouTube Shorts, demonstrating practical AI applications in content creation.
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Peter Steinberger 推荐 Fable 与 Claude Code 结合Peter Steinberger Recommends Fable with Claude Code
OpenClaw 的 Peter Steinberger 展示了如何将 Fable 与 Claude Code 结合使用,以最大化效用,并分享了技能以显示代理需要帮助时的警报。
Peter Steinberger of OpenClaw demonstrated combining Fable with Claude Code to maximize utility and shared a skill for big alerts when agents need additional context.
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