MachinaCheck: Five-Agent CNC Manufacturability Pipeline Running Qwen 2.5 7B on AMD MI300X — 30 Seconds vs 30-60 Minutes Manual

Hugging Face Blog·medium signal

Hugging Face published a deep-dive on MachinaCheck, a multi-agent system that automates CNC manufacturability analysis. The pipeline uses cadquery for exact STEP file feature extraction, three Qwen 2.5 7B agents via vLLM for operations classification, feasibility decisions, and report generation, plus a deterministic tool matcher — all running on-premise on AMD MI300X (192GB HBM3). End-to-end processing takes 25-40 seconds per part with zero data transmitted externally, replacing 30-60 minutes of manual feasibility analysis per drawing.