AINeutralarXiv – CS AI · 3h ago6/10
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EngiAI: A Multi-Agent Framework and Benchmark Suite for LLM-Driven Engineering Design
Researchers introduce EngiAI, a multi-agent LLM framework with a comprehensive benchmark suite for evaluating AI systems on complex engineering design tasks combining simulation, retrieval, and manufacturing. The framework reveals significant performance gaps between proprietary models (96-97% task completion) and open-source alternatives (55-78%), with conditional reasoning emerging as a critical failure point.