MachinaCheck: Building a Multi-Agent CNC Manufacturability System on AMD MI300X

MachinaCheck is a multi-agent AI system that automatically assesses CNC manufacturability by parsing STEP files and running domain-specific LLM agents on an AMD MI300X.

• •Reduces CNC shop feasibility analysis from 30-60 minutes per drawing to 30 seconds with zero manual review
• •Uses cadquery for precise feature extraction from STEP files and Qwen 2.5 7B for operations classification and feasibility decisions
• •Deploys entirely on-premise using AMD Instinct MI300X with 192GB VRAM to protect proprietary customer CAD data from external transmission
• •Pipeline architecture includes STEP parser, operations classifier, tool matcher, feasibility decision agent, and report generator
• •Achieves end-to-end analysis in 25-40 seconds with accurate manufacturability decisions on test parts