For Atlas and other international clients, I annotated video data to train and improve AI systems, following detailed guidelines and flagging unclear cases instead of guessing. I also worked on text categorization, image annotation, and audio labelling.
As a freelance exploratory testing specialist, I tested websites and mobile applications and delivered structured bug reports. I’ve also transcribed and translated English and French materials, and coached learners in American accent, pronunciation, and conversational English.

