OwlWorks AI Radar
Agent 开始互相套娃了
2026年7月3日今日判断
今天的 GitHub 前排不只是 agent 继续变多,而是 agent、skills、harness、memory、security 和 delegation 开始组合成工作系统。真正的问题不再是单个 agent 能做什么,而是当一个 agent 可以调用另一个 agent,责任边界在哪里。
Claude Code 调 Codex
agentic skills
agent harness
AI 渗透测试
平台验证
真正值得讨论的,不是“又多了几个 agent 工具”,而是 agent 开始组成系统。
当 Claude Code 可以通过插件委托 Codex,当 skills framework、agent harness、memory 和 security 被打包进同一条工作流,agent 就不再只是一个工具,而变成了工具之间的调度层。
这会让能力变强,也会让责任链变长。一个任务如果经过多个 agent、多个 skill、多个外部工具,最后结果出错时,用户要知道:是谁判断的、是谁执行的、谁能回滚、谁来负责。
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