Articles & Field Notes

Field Notes

Thoughts and write-ups on Edge AI, IoT, embedded systems, and the leadership lessons learned building real-world solutions.

Civic Engagement Leadership Education

Musimboti: SUSI Mini Grant Community Project

How a youth-led initiative turned local gaming centers into digital literacy and career-readiness hubs for underserved young adults in disaster-affected regions, funded through the U.S. Department of State SUSI Global Student Leaders Program.

Read
Edge AI IoT Machine Learning

Why I Put the AI on the Machine, Not in the Cloud

Notes from building Yambiro: a dual-gateway ESP32 predictive-maintenance system that fuses two BLE sensors, runs a 99.3%-accurate classifier on-device, and turns a fault into an operator decision in under three seconds, with no dependence on a stable internet connection.

Read
Entrepreneurship Engineering Policy

What Africa's Engineers Resolved in Luanda

On the sidelines of the 10th UNESCO Africa Engineering Week in Luanda, Angola, I pitched Hextech at an entrepreneurship bootcamp for early-career engineers, and watched the continent's engineering institutions negotiate the resolutions that will shape it.

Read