I'm building agent frameworks, RAG systems, and LLM applications in Python and TypeScript, including durable memory, tool calling, multi-agent orchestration, retrieval, evaluation, and observability.
I designed the open-source Sophons Agent and RAG SDK and built source-grounded systems including Katiba AI, where BGE-M3 hybrid retrieval reached 96.2% Recall@K on a draft Swahili-English evaluation set.
At Equity Bank, I helped deliver Pay With Equity across five countries, supporting over 2 million daily transactions. Earlier, I led a hospital management system deployed to 27 hospitals and built full-stack web products across healthcare, collections, and commerce.

