Systems, institutions, and accountable change.
I am a Tanzanian-born machine learning engineer, independent researcher, and technology entrepreneur based in Atlanta. My undergraduate studies at the University of Dar es Salaam combined computer science and statistics, culminating in a Bachelor of Science with Computer Science (Honours). I later completed graduate study in business analytics at Emory University, with deeper work in machine learning, data systems, distributed computing, and organizational decision-making.
My engineering work spans production machine-learning and agentic systems, data platforms, payment infrastructure, and digital services for institutions and communities. In Tanzania, I have contributed to technology ventures in education, healthcare, government services, and climate-smart agriculture. In the United States, I work on production machine-learning systems while continuing independent research.
My research examines governable autonomy: how agents can propose persistent change while evidence, adjudication, and external-action authority remain inspectable and separable. I focus on keeping system behavior and change open to audit and human challenge.
I bring the same standard to speaking, mentorship, advisory work, and educational outreach: technology should create durable institutional and public value, and claims about its impact should match the evidence.