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Freelancer Overview

I’ve spent significant time training LLMs through Outlier, specifically working on high-priority projects like Aether Generalist and Phoenix. My work focuses on RLHF, where I rank model responses, rewrite outputs for better flow, and fact-check complex claims. I’m experienced at catching "hallucinations" and ensuring the model actually follows instructions rather than just sounding confident. What sets me apart is my ability to jump into complex style guides and maintain high accuracy without needing constant oversight. I don’t just label data; I understand the logic behind why a response fails or succeeds. Whether it’s multiturn conversations or reasoning tasks, I’m used to the fast-paced nature of AI training and consistently deliver high-quality, "gold-standard" labels.

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