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430x faster ingestion than Mem0, no second LLM needed. Standalone memory engine for small local models.

Via r/LocalLlama
Friday, Mar 27, 2026 · 6:35PM
Summary

If you're running Qwen-3B or Llama-8B locally, you know the problem: every memory system (Mem0, Letta, Graphiti) calls your LLM *again* for every memory operation. On hardware that's already maxed out running one model, that kills everything. https://preview.redd.it/458bn473tmrg1.png?width=1477&form

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