EngiAI is a multi-agent framework unifying topology optimization, retrieval, HPC orchestration, and manufacturing control, with benchmarks showing proprietary LLMs at 96-97% task completion on Beams2D and lower performance on conditional branching tasks.
ALL-FEM: Agentic Large Language Models Fine-Tuned for Finite Element Methods
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EngiAI: A Multi-Agent Framework and Benchmark Suite for LLM-Driven Engineering Design
EngiAI is a multi-agent framework unifying topology optimization, retrieval, HPC orchestration, and manufacturing control, with benchmarks showing proprietary LLMs at 96-97% task completion on Beams2D and lower performance on conditional branching tasks.