AI Operations Specialist with 6+ years of experience evaluating and improving AI systems, including Large
Language Models (LLMs) and speech-based AI. Specialized in LLM output evaluation, hallucination
detection, and RLHF workflows, with a strong track record of delivering high-accuracy annotations and
actionable feedback that enhances model performance.
Experienced in Generative AI evaluation, NLP annotation, and audio quality assessment, applying structured
rubrics across large-scale AI training programmes at TELUS International and Lionbridge Technologies.
Known for identifying reasoning flaws, improving response reliability, and maintaining precision in high
volume evaluation environments — including Project TRON, Project Chappie, and Pick-a-Pic Annotation
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