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在前六篇文章中，我们的 Agent 已经拥有了多渠道接入、自主推理、动态技能和长短期记忆。但要让它真正“干活”，还需要一双能操控现实系统的双手——工具。OpenClaw 内置了 Shell 执行、浏览器自动化、HTTP 请求等工具，并通过沙箱保障安全 ...

long-running task 的工程重点，不在于让 Agent 更努力，或者多跑几个 session。任务每推进一段，都要能被验证。执行只是过程，收敛才是结果。没有验证点，长任务很容易变成长时间生成；有了验证点，它才开始像一个工程系统。 周末，我使用 Claude Code 的 /workflows ...