MachinaCheck: Multi-Agent CNC Manufacturability on AMD MI300X

AI Impact Summary

MachinaCheck leverages the AMD MI300X's GPU capabilities to run a multi-agent AI system for CNC manufacturability analysis, eliminating manual drawing reading and reducing feasibility assessment time. The system utilizes a pipeline of agents, including a STEP file parser, LLM-powered operations classifier, and a deterministic tool matcher, all orchestrated via LangChain and FastAPI. This architecture prioritizes data privacy by keeping customer STEP files on-premise, avoiding transmission to third-party APIs like OpenAI.