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ARTICLE36

I Built a Swarm Agent RAG System Inspired by Karpathy's LLM Wiki

DEV.to AIΒ·April 22, 2026

This article introduces "rag-swarm," a multimodal RAG system that employs specialized swarm agents for parallel search, addressing the limitations of traditional single-retriever RAG for diverse knowledge bases. The architecture is inspired by Karpathy's LLM Wiki three-layer design, specifically adapting the retrieval layer with a coordinated swarm of agents.

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