Building AI for the physical world.

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.

AI & Physical AI
Computer Vision
Robotics
Systems Architecture
Technical Leadership

Posts

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PostSeptember 9, 2026

The Model Should Be Replaceable. The Agent Should Persist.

Why AI agents should persist even as the underlying models change.

PostSeptember 3, 2026

Fourteen Agents, One Trace: Observability for Multi-Agent Systems

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.

PostSeptember 1, 2026

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.

Projects

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Jun 2025Piloted

CoilSense

Teaching Steel Industry Equipment to See

Dec 2024Piloted

StripSense

Measuring Reflective Surfaces with Stereo Vision

Oct 2024Research Prototype

Vision-Guided Robotics for Precision Positioning

A stereo-vision system for measuring robot pose and correcting positioning errors online through visual feedback.