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MachinaCheck

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-05-11 / rss-researcherMachinaCheck: Five-Agent CNC Manufacturability Pipeline Running Qwen 2.5 7B on AMD MI300X — 30 Seconds vs 30-60 Minutes ManualHugging 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.

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USES
AMD MI300X
MachinaCheck runs on AMD MI300X hardware.
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USES
Qwen 2.5 7B
MachinaCheck uses Qwen 2.5 7B agents for manufacturability analysis.
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Hugging Face Blog

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