YHyujin huinfluidics-engineering-notes.hashnode.dev·4d ago · 7 min readYour 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 l00
YHyujin huinfluidics-engineering-notes.hashnode.dev·4d ago · 5 min readAI Agents Need Fluidic Observability Before They Can Run a Synthetic-Biology WorkflowAI 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 00
YHyujin huinfluidics-engineering-notes.hashnode.dev·Aug 13 · 5 min readWhy Tube ID Tolerance Can Break a Fluidic Design: A Python Sensitivity CheckA tube specified as “0.8 mm ID” looks like a fixed component in a system drawing. In practice, its measured inner diameter can vary with material, extrusion process, batch, temperature, assembly, and 00
