Ray

Key Skills

Software

Other

Top Subject Matter

AI-generated imagery

biosafety & biosecurity

dual-use content

Top Data Types

Image

Text

Top Task Types

Evaluation Rating

Prompt Response Writing SFT

Red Teaming

RLHF

Text Summarization

Question Answering

Text Generation

Object Detection

Classification

Freelancer Overview

I have experience as an AI Training and Data Annotation Specialist, where I evaluate and refine model outputs across both visual and text-based domains. My work includes ranking AI-generated images on multiple dimensions such as instruction-following, accuracy, realism, and consistency, and providing detailed comparative feedback to improve model performance. This requires a high level of attention to detail, strong pattern recognition, and the ability to consistently apply nuanced evaluation criteria across diverse tasks. I’ve worked within iterative training pipelines, helping guide models toward more reliable and high-quality outputs. In addition, I conduct biosecurity and biosafety risk assessments, training models to recognize and appropriately respond to potentially harmful biological content. This involves identifying dual-use risks, evaluating edge cases, and reinforcing safe and responsible AI behavior. My background combines analytical rigor with a solution-oriented mindset, allowing me to navigate complex and sensitive tasks while maintaining consistency, accuracy, and efficiency.

Labeling Experience

Education

Work History