MachinaCheck在AMD MI300X上運行多代理CNC分析系統

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.