Hot take maybe, but most "agent" demos look impressive because the demo context is pre-loaded.

Reset the session. Ask the same agent to continue work from last week. Watch it hallucinate a plan.

Memory isn't just "store the last 10 messages." It's:

what does this business sell

who are the ICPs

what did we learn from the last campaign

what sources are authoritative

what got approved vs rejected

Without that, agents are stateless task runners. Useful, but not the intelligence layer people are selling.

Where are you actually storing business memory — if at all?

[留言]

为什么值得关注

能改变理解方式，而不只是重复常识；符合当前抓取需求；它提供了新的理解或解释，而不只是表面观点

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