Evidence Desk
Published work filed to this desk, newest first. Every article carries a named byline and a date.
Siemens and HD Hyundai announced a nine-figure agreement on July 23 and 24, 2026, to build a repeatable AI-powered digital shipyard model around Siemens Xcelerator. The U.S. announcement describes a long-term s Read the file →
Rockwell Automation and Augury announced a strategic technology and go-to-market partnership on July 23, 2026, linking Augury’s Reliability Agent with Rockwell’s Fiix MAX maintenance assistant. The official ann Read the file →
Direct answer - What is Noetra's 27,500-GPU AI factory? Noetra and NVIDIA plan a 140-megawatt Japanese AI computing facility with 27,500 Rubin GPUs and 13,750 Vera CPUs. It is infrastructure for training physic Read the file →
Walk any trade show in 2026 and you'll hear that AI in manufacturing changes everything. Walk the plant floor afterward and you'll find something quieter: a vibration sensor flagging a worn bearing, a camera re Read the file →
Ask ten people what PLC programming is and you'll get ten ladder-logic tutorials. Ask a plant owner what they actually need to know, and it's a different question: who should write the logic that runs your mach Read the file →
Direct answer - How is Hyster-Yale using physical AI for quality? Hyster-Yale and NTT DATA deployed physical AI at the lift-truck maker's Berea, Kentucky plant to compare assembly activity with expected product Read the file →
Direct answer - What is Robostral Navigate? Robostral Navigate is Mistral AI's 8-billion-parameter model for guiding robots with plain-language instructions and one RGB camera, without LiDAR or depth sensors. M Read the file →
The phrase Industry 4.0 shows up on every trade-show banner and vendor slide, usually bolted to a product someone wants to sell you. On the plant floor it means something narrower and far more useful: machines Read the file →
A wireless sensor on a coolant pump caught the imbalance three weeks early. The vibration signature climbed, the readings sat in a dashboard nobody had wired to a work order, and the pump still seized at 2 a.m. Read the file →
Most plants do not choose a maintenance strategy on purpose. They inherit one: run the machine until it stops, then scramble. The argument over predictive maintenance vs preventive maintenance only starts once Read the file →
