At Ethiopian Artificial Intelligence Institute, I architect core ML serving infrastructure for national-scale AI systems, connecting asynchronous PyTorch inference pipelines with React and Next.js interfaces.
At AfterQuery, I author Harbor/Silver benchmarks that test frontier AI coding agents against complex algorithmic, data-processing, and software bugs. I also calibrate task complexity and expand automated pytest verification.
As an independent consultant on Upwork, I review AI-generated Python, PyTorch, and TypeScript implementations and write reference solutions and RLHF evaluation rubrics.
Previously, I developed backend services and full-stack applications at Kylix Tech, Oromia College, and Ethronics-IRA. My work included data pipelines, production PyTorch models, and Docker-based deployments.

