Teaching Steel Industry Equipment to See
A practical look at how AI, computer vision, and deterministic geometry can work together to turn messy real-world perception into reliable measurements a machine can actually use.
Writing
Notes, walkthroughs, and things worth writing down from work in computer vision, robotics, and applied AI.

A practical look at how AI, computer vision, and deterministic geometry can work together to turn messy real-world perception into reliable measurements a machine can actually use.
When multiple AI agents collaborate, separate logs cannot explain the complete workflow. Effective observability requires a shared trace that follows each request across agents, tools, and handoffs.