The AI Works. Can You Operate It? Scaling Physical AI Across the Edge

The AI Works. Can You Operate It? Scaling Physical AI Across the Edge Stefan Vallin, Product Lead, presents at TechEx Europe 2026 at RAI in Amsterdam. -- AI is moving out of the browser and into the physical world. A new generation of systems, like autonomous vehicles, warehouse robots, machine vision on the production line, and smart factories, now perceives its surroundings, reasons about them, and acts in real time. This is Physical AI. And unlike a chatbot, its mistakes have consequences in the physical world. That changes everything about where and how the intelligence has to run. -- Edge Computing | Edge AI | Physical AI | Scaling at the edge | Edge orchestration -- avassa.io