Key Skills

Software

Mercor

Mindrift

Remotasks

Scale AI

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Question Answering

Freelancer Overview

I specialize in high-quality AI training data creation and evaluation, focusing on logic-heavy tasks, structured reasoning, and multi-step thought assessment. I’ve contributed to projects involving LLM output review, decision-tree evaluation, cause-effect annotation, and structured data validation (JSON/YAML). My ability to examine scenarios holistically—identifying what’s missing, what’s unclear, and what could break—ensures robust and reliable datasets for model improvement. My experience includes QA for autonomous agents, policy reasoning tasks, and complex scenario evaluation. I bring exceptional attention to detail, strong critical thinking, and clear English communication, consistently delivering precise annotations and feedback that help AI systems behave more safely, consistently, and human-like in complex tasks

Labeling Experience

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Work History