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现在的 LLM 就像一个只有瞬时记忆的聪明人，每一次 API 调用都是一次“转世”。你觉得它记得你，其实是因为你在每次请求时都把之前的聊天记录重新塞了回去。这种做法在简单的闲聊里没问题，但一旦进入复杂的任务流，Agent 就会开始频繁“断片”：问它昨天说了什么，它一脸茫然；遇到多步任务，中间状态直接丢失。

Reddit is shaping AI answers — and brand perception. Here’s how AEO strategies must evolve to track, influence and compete in community-driven discovery.

随缘写作：之前深聊过 Harness、也浅谈了 Memory，甚至还在哲学层面聊过知识、思考、保姆、Token 等话题，本没打算再写 Memory ...