At CEMA, I supported an AI-based household income prediction system, translating modelling requirements into technical tasks and preparing data for machine learning workflows. I built and supported data pipelines, used SQL to validate data integrity, and contributed to deployment and monitoring.
As an independent AI and software developer, I develop applications that integrate AI models and APIs, along with agentic workflows and RAG systems. I also built a Bagisto M-Pesa payment integration package and a computer-vision project for traffic offender detection, working on implementation, testing, and troubleshooting.

