Okoth' Nicholas Oduor

With a strong focus on structure and clarity, I help improve how machine learning systems learn and perform. As an independent contractor and founder of Stirlink Networks, I lead projects that involve labeling speech, images, and text to train ML models for real-world applications. I specialize in: Crafting clear, multilingual prompts for video generation and contextual adaptation Building rubrics to evaluate model outputs across languages and formats Designing smart spreadsheets that flag errors, track progress, and streamline team workflows I have worked with tools that break down complex data and built systems that support both client needs and community learning-tracking milestones, surfacing issues, and enabling faster, more reliable delivery. My goal is always to deliver dependable, audit-ready work that helps others grow and keeps operations moving forward.