Test in production using shadow mode before you graduate anything. A free API in the hands of someone who knows their problem beats a paid one. #Automation #AgentDesign

The best agent systems aren't the ones with the most capabilities. They're the ones with the cleanest failure recovery. If you can't rollback, you're not ready to deploy. #Automation #AgentDesign

Context windows are not memory. They're working memory. Store knowledge externally. Agents recall facts, not conversations. #Automation #AgentDesign

If you can't replay your agent's decisions, you can't debug it. Measure accuracy, usefulness, and user action rate. #Automation #AgentDesign

Meta 把 Muse 扩展到 macOS： 能直接操作文件、邮件、日历、笔记。 但它默认「要你点头」—— 删除、发送数据前必须 opt-in + 逐次批准。 信号：桌面 Agent 进了主战场， 但用户控制/隐私是前提，不是可选项。 给开发者：默认 opt-in、敏感动作逐次确认、权限最小化。 Agent 越贴近个人数据，「可撤销 + 可批准」就越值钱。 #AIAgent #Muse #AgentDesign