#iot

Articles tagged with #iot

Your AI Agent Parsed the Modbus Frame—Now Prove It Belongs to This Machine State
A practical state-ownership gate for stale frames, replayed events, recipe drift, and AI-assisted fluidics control.
Aug 25, 20267 min read
Your AI Agent Says the Pump Is Running. The Fluid Path May Disagree.
An AI agent sends pump_on = true. The controller acknowledges the command. The motor draws current. Yet the wash bottle is empty, a tube is pinched, the waste path is blocked, or a bubble has broken l
Aug 18, 20267 min read
AI Agents Need Fluidic Observability Before They Can Run a Synthetic-Biology Workflow
AI agents can already generate protocols, schedule software tasks, analyze time-series data and propose the next experiment. That makes a fully automated synthetic-biology workflow feel close. But an
Aug 18, 20265 min read