As physical AI moves from conference-stage ambition into real industrial experimentation, the infrastructure question is becoming harder to ignore. Robots, humanoids, autonomous systems and industrial AI workloads do not just need more compute. They need faster iteration, better data pipelines, scalable simulation, and a way to move from training to evaluation to deployment without stitching […]
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Gil Silva, Partnership, Learning & Development Manager at Coreflux, walked through a live demo at Hannover Messe 2026 where a Raspberry Pi running the company’s Language of Things processed factory data, managed energy systems, and communicated with machines in real time. The Porto-based startup has built a system that lets someone automate a factory floor […]
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A Gatorade bottling line at a FIFA World Cup stadium, producing on site instead of shipping from a central plant, with flavors adjusted by region and Doctor Pepper for the Texas crowd. In this IIoT World article based on a video interview recorded at Hannover Messe 2026, Ujjwal Kumar (CEO, Siemens Industrial Automation) explains how […]
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Most factory data architectures today serve between 10 and 50 consuming systems. Agentic AI will push that number into the thousands, a 100x increase in edge-based data consumers. The ISA-95 layer-by-layer model was not designed for this volume, and manufacturers need to rethink their data infrastructure before scaling AI agents. IDC reports that 56.6% of […]
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