上下文工程：长任务不崩的秘密
Agent 跑一小时就失忆、重复搜索、最后上下文超限？问题不在模型，在上下文工程。拆开 Deep Agents 的四层上下文来源与两台自动压缩机：大结果落盘、自动总结与工具裁剪。
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Quote of the day · October 23 · 关于世道 · Shameless
Bullying is a vital part of every ecosystem... The world is a rough place.
Notes on Agent runtimes — design decisions laid open: why it is this way, what it costs, and when it stops being true.