MachinaCheck: Multi-Agent CNC Manufacturability on AMD MI300X

AI Impact Summary

MachinaCheck leverages the AMD MI300X's 192GB of HBM3 VRAM to run a multi-agent AI system for CNC manufacturability analysis, eliminating the need to transmit proprietary STEP files to third-party APIs. This architecture prioritizes data privacy by keeping customer IP within the shop's infrastructure, utilizing Qwen 2.5 7B for reasoning and feature extraction, and a deterministic tool matcher to ensure accuracy and speed. The system’s design demonstrates a practical approach to applying large language models in a sensitive manufacturing environment.