AI

Seeing Machines — the Australian company behind FOVIO, the low-power vision chip used in driver monitoring in modern cars — has launched a Physical AI Platform for humanoid robots, according to its launch announcement. The core idea set out in the announcement: a robot’s perception should run on the machine itself, at automotive-grade reliability, not in the cloud.

Gartner's newest forecast is a reality check for the agentic AI boom: by 2028, the inference cost of a single agentic workflow will rise more than fivefold — even while the price per token keeps falling. We break down the arithmetic, explain what it means for EU teams bound by the AI Act and GDPR, and share how we keep our own multi-step pipelines affordable.

It's 7:45 on a Monday in a primary school in Brno. On the table: 24 essays to assess, a science lesson to plan, and an email to parents that has to sound warm rather than worried. The teacher has no IT department and no budget for fancy platforms — yet a carefully chosen AI assistant can quietly take an hour off the evening. This guide explains seven workflows that work in European schools, the GDPR-conscious tools behind them, and the prompts that make them work.