Industry 4.1
Automation
Robots, cobots, AGVs, automated welding cells, machine vision, and PLCs. Where intelligence meets steel.
AutomationYour MLOps Stack Is Designed for the Wrong Factory
Manufacturing AI is failing not because models are weak, but because engineering teams borrowed DevOps infrastructure built for web services. The factory floor needs radically different deployment patterns, and most vendors won't admit it....
The 4.1 Briefing
Industrial AI intelligence, distilled weekly for operators and decision-makers.
