Engineer by training. Physical AI operator by practice.

My work is Physical AI: systems that perceive, decide, and operate under real-world constraints. I focus on computer vision, IoT, infrastructure, and the operating conditions that decide whether a system is useful outside a demo.

At Intuitivo, I lead AI infrastructure for unattended retail. The work requires turning camera data into reliable systems that can operate across real environments, not controlled benchmarks.

I also write about the correlations around these systems: the compute, energy, infrastructure, and model shifts that expand or constrain what Physical AI can do in practice.

Before Intuitivo, I worked across connected hardware, digital manufacturing, and cloud systems. That foundation still shapes how I evaluate Physical AI: as an operating system, not an isolated model.