Key Skills

Freelancer Overview

I specialize in IT operations, responsible AI, and risk frameworks, with a strong focus on refining AI model outputs through structured feedback and rigorous evaluation. My experience includes logic verification, RLHF (Reinforcement Learning from Human Feedback), Red Teaming, and adversarial testing to ensure high-quality, compliant training data. I have developed AI governance frameworks, authored audit test scripts to detect compliance failures and model drift, and led initiatives to strengthen data integrity and safety in enterprise environments. Skilled in tools such as Splunk, Datadog, Power BI, and ServiceNow, I excel at ground truth verification, hallucination detection, and calibrating cross-functional teams to deliver reliable, aligned data for AI systems. My background also includes contributing to AI crisis preparedness research and facilitating workshops on best practices in data annotation and model evaluation.

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Education

Work History