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1. 修复 AttributeError: 'function' object has no attribute 'process_direct' - 使用 mutable holder pattern 解决 agent 初始化顺序问题 - 在 prepare_agent_loop 中设置 cron._agent_holder['agent'] 引用 2. 优化 cron 提醒的 agent 行为 - 给 agent 发送明确的 [CRON TASK] 指令 - 告知 agent 这是定时任务，不是用户对话输入 - 避免 agent 把提醒消息当作用户问题来回复
MaojiaSheng
approved these changes
Feb 28, 2026
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