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Peng Qian
Peng Qian

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Most “agent memory” setups just save everything and hope semantic search will fix it.

I share a pattern that works better:
✅ Use an LLM to decide what is worth remembering
✅ Store memories in RedisVL
✅ Run memory extraction in parallel with asyncio

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