Across Handshake AI and Outlier, I reviewed AI-generated content and responses for accuracy, logic, clarity, and instruction following. I identified errors and provided structured feedback against project guidelines.
At Mindrift AI, I reviewed, rated, classified, and verified generated content, applying annotation guidelines and suggesting improvements. With TELUS Digital AI Community and Appen, I assessed search results and web content for relevance, usefulness, and alignment with user intent.
Through OneForma and other project work, I supported data annotation, categorization, transcription, and quality checks. I also bring a Bachelor’s Degree in Information Technology / Computer Science, intermediate Python and JavaScript, and practical debugging and security-review capability.
For more than five years, I’ve worked as a freelance translator, transcriptionist, and proofreader for Upwork, Fiverr, and direct clients. I’ve handled technical and general content in German, French, Italian, Chinese, English, and Swahili, and used Audacity to prepare audio for transcription.

