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How seekdb M0 Gives OpenClaw Persistent Memory and Shared Experience

Rongfeng Fu
Rongfeng Fu
Published on April 3, 2026
10 minute read
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Key Takeaways
  • OpenClaw's memory degrades because of two vicious cycles: MEMORY.md bloats the context window (remembering is expensive), and compaction loses critical information (forgetting is costly). Tool call outputs accelerate both.
  • seekdb M0 moves memory out of the context window into a cloud database with hybrid retrieval (BM25 + vector), two-phase fact management (extract then decide), and zero-LLM-cost tool output compression — so memories persist across sessions without bloating prompts.
  • The experience system lets agents share hard-won practical wisdom: one agent's twenty-minute debugging session becomes another agent's five-minute fix, with tiered verification and privacy isolation built in.
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