AIBullisharXiv – CS AI · 3h ago6/10
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CircuitLM: A Multi-Agent LLM-Aided Design Framework for Generating Circuit Schematics from Natural Language Prompts
CircuitLM is a multi-agent AI framework that converts natural language descriptions into machine-readable circuit schematics, addressing persistent hallucination and constraint-violation issues in LLM-based electronic design automation. The system uses a five-stage pipeline combining retrieval-augmented generation with dual-layer verification—electrical rule checking and LLM-as-judge evaluation—to produce structurally viable, prototype-ready circuits.