At Microsoft, I architected Golang data-processing components that separated validation from generation through typed contracts and queue boundaries. I also owned prompt validation and asset checks across multimodal generation pipelines, helping reduce image-quality regressions by 18%.
At Oracle, I implemented intent-routing and knowledge-retrieval services with Python and REST APIs, improving conversational task selection by 31%. As a self-employed Artificial Intelligence Consultant, I architect APIs for machine-learning evaluations and shortened verification cycles by two days through focused operational checks.

