My background is in AI data operations, annotation, and quality assurance, with experience across video, image, and text datasets for machine learning and robotics training projects (Atlas Capture, Mindrift, Telus International AI, HumanSignal, and Invisible Technologies). Most recently, I worked as a Human Data Lead / Operational Manager, where I managed distributed annotation teams and supported large-scale project delivery across datasets valued at $20M+.