Building systems that run themselves.

I'm a software developer based in Accra, and most of what I build now points the same direction: perception that runs where the sensor is. This year that has meant a geospatial deep-learning pipeline for the causes of Accra's flooding — written up as a preprint — a real-time on-device vision system, and leading my university's WRO 2026 team to the national title and a place at the international final.

Alongside that I'm building DueSoon, a student LMS app I intend to run as a product, and developer tools like seniorvibes. The through-line is the seam between hardware and software, or between a model and the system that has to act on it. I care about latency, honest evaluation, and writing the kind of code I'd want to inherit.

I think robotics is where AI gets interesting next, and I've written down why.