OwlWorks AI Radar
泄漏的不只是数据,是上下文
2026年7月5日今日判断
今天 GitHub 前排同时出现 AI 安全扫描、Claude skills、网页 GUI agent、Codex delegation、本地会议助手、agent multiplexer 和 system prompt leaks。HN 侧也在讨论私密视频泄漏与 workspace / session / cache 泄漏。Agent 越像工作台,泄漏面就越像一整段工作上下文。
AI 安全扫描
Claude skills
page-agent
session/cache leakage
system prompt leaks
过去的安全问题,常常是“有没有泄漏一个 secret”;Agent 时代的问题,是“它到底看过多少上下文”。
当 AI 工具可以控制网页、读取代码库、调用 skills、接入会议记录、委托另一个 agent,敏感信息就不只存在于某个文件里,而存在于任务链路里:浏览器状态、workspace cache、系统提示词、会议摘要、调试会话、历史指令,都可能成为上下文的一部分。
所以今天值得讨论的不是又多了几个 agent 工具,而是安全边界正在从“权限控制”扩展到“上下文治理”。一个组织如果不知道 agent 读过什么、带走什么、复用什么,就很难真正知道风险在哪里。
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