
AI Training and Quality Evaluation Specialist with experience spanning early NLP and computer vision systems through modern API- and JSON-based workflows. Skilled in model evaluation, prompt engineering, data annotation and validation, functional testing, and performance improvement. Recognized as a top contributor and trusted to write instructions, rubrics, and guidelines that scale high-quality AI training across distributed teams.