Things I've built and worked on.

Building and Improving Production Feed Experiences

Product engineering on Microsoft Feed across web and mobile: shipping features, measuring engagement, and keeping the experience fast, accessible and reliable in production.

Researcher: Measuring and Improving AI Response Quality

Evaluation metrics for information density and temporal relevance, offline baselines and experiments, and investigations into why AI-generated reports lose context or fall short.

Copilot Citations: Improving Response Reliability

Citation handling and rendering, monitoring and telemetry, and reliability investigations into how sources travel from an AI response to the screen.

Memory Lab

Evaluating persistent memory for coding agents: a memory engine paired with an evaluation platform that asks whether past experience helps an agent on new tasks.

• Python
• SQLite

Dare To Dream Africa

Volunteer website development for a community organisation, from AI-assisted early design exploration to guiding content and refining the site.