Systems I’ve worked on, tools I’m building, and ideas I’m exploring.
Researching AI-driven decentralization for Dar es Salaam.
This research explores how movement patterns could reveal which services draw people into the city centre and where alternatives could reduce travel. The work currently covers problem framing and impact assessment for an AI-assisted planning model.
A work logging prototype that led to this portfolio’s engineering notebook.
Built with Flask and MongoDB to record completed and planned work. Retired in October 2026 after I chose to publish engineering problems, decisions, and lessons in this portfolio’s notebook. The source remains available as an archived prototype.