Dev Tools · 2h ago
New RAG variant improves memory retrieval in multi-agent simulations
A developer built TCMF, a retrieval-augmented generation variant for multi-agent simulations that fuses relevance, recency, and importance scores. It outperforms standard cosine similarity by surfacing causally relevant memories. The design powers CivilizationOS, a simulation with 40+ agents and specialist councils.
Meridian48 take
While promising for agent-based simulations, the approach's reliance on hand-tuned weights and LLM-assigned importance scores may limit generalizability outside carefully crafted environments.
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I Designed a RAG Variant for Multi-Agent Simulations. Here's the Design and the Honest Tradeoffs. →
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ragmulti-agent-simulation