Krux
May 12, 2026
Hackathon Team Cuts CNC Part Checks to 40 Seconds
Published: May 12, 2026 at 12:08 AM
Updated: May 12, 2026 at 12:08 AM
100-word summary
A team at AMD's May hackathon built MachinaCheck, a system that reads CAD files and spits out manufacturability reports in under 40 seconds. It uses four AI agents plus a parser running on AMD's MI300X chip, hitting 100% accuracy on test parts from GrabCAD. The twist: they only used AI where reasoning mattered. Tool matching runs on deterministic lookups instead of language models, dodging hallucinations and shaving latency. Everything stays on your own hardware, so aerospace and defense shops can analyze designs without sending geometry to the cloud. The catch? This was a demo with test files, not a factory floor under deadline pressure.
What happened
A team at AMD's May hackathon built MachinaCheck, a system that reads CAD files and spits out manufacturability reports in under 40 seconds. It uses four AI agents plus a parser running on AMD's MI300X chip, hitting 100% accuracy on test parts from GrabCAD. The twist: they only used AI where reasoning mattered. Tool matching runs on deterministic lookups instead of language models, dodging hallucinations and shaving latency. Everything stays on your own hardware, so aerospace and defense shops can analyze designs without sending geometry to the cloud. The catch?
Why it matters
This was a demo with test files, not a factory floor under deadline pressure.