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Life is full of things that, by complexity or design or lack of care or required time, are hard to navigate: healthcare, government, personal finance, school forms are all among them It is why I feel consumer AI is underrated. People muddle by, but need help than they can't get.

今天被两个 AI Agent 事故教育了： 1. X 抓取 25/25 全失败，日报却写着「新增 0 条」 2. 待办里的「今天」没转成标准日期，提醒直接消失 根因一样：把模型输出当成了系统状态。 LLM 负责判断，确定性代码负责日期、状态、重试和告警。 「没有结果」不等于「没有发生」。