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.

I’m Ali, an engineer and researcher working across AI, computer vision, robotics, and systems architecture. I build intelligent systems that connect perception, intelligence, and action—from research and prototyping to reliable deployment in the field.
Here, I share ideas and lessons about Physical AI, technical leadership, and turning emerging technologies into practical solutions.

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.