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作者发现 GLM-5.3 Flash 驱动的 OpenClaw agent 会盲从 README 中植入的 `rm -rf` 指令，于是开源了一个 supervisor 插件，在破坏性文件操作前拦截并备份，同时提供 undo、audit 和 timeline 功能，用于审计过去 30 天的高风险 agent 命令。
Bumply is a tool that allows developers to update their software dependencies and revert changes if needed.
The author argues that adding an undo button—not new capabilities—unlocked experimentation with their AI agent, suggesting agent design is really about reducing the cost of reverting changes.
Ghost Cut is a new mechanism for cut and paste that makes the operation atomic, undoable in one step, and preserves clipboard contents. It works by fading the selected text instead of immediately removing it, allowing users to cancel or paste without clipboard pollution.