MachinaCheck, AMD MI300X에서 멀티 에이전트 CNC 분석 실행
MachinaCheck는 AMD MI300X 하드웨어에서 로컬 Qwen 2.5 7B 모델을 활용해 클라우드로 데이터를 전송하지 않고 CAD 파일의 제작 가능성을 분석합니다.
developers built machinacheck to solve a bottleneck in cnc manufacturing where managers spend hours manually reviewing drawings for feasibility. the application uses a local llm deployment on amd mi300x, utilizing 192gb of vram to run qwen 2.5 7b via vllm. this ensures sensitive cad geometry never leaves the customer's infrastructure. the pipeline combines mathematical cad parsing with llm reasoning to classify operations and match tools. by keeping the inference on-premise, the system adheres to strict nda requirements common in aerospace and medical device manufacturing.