Shotby Vira

Key Skills

Software

Internal/Proprietary Tooling

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Image

Video

Top Label Types

RLHF

Fine Tuning

Red Teaming

Data Collection

Prompt Response Writing SFT

Freelancer Overview

I am an RLHF Data Specialist and Domain Expert with over 8 years of experience at the intersection of creative direction and AI data engineering. My work includes fine-tuning frontier large multimodal models at xAI, where I design complex prompt chains, conduct adversarial red-teaming, and evaluate model reasoning in computer vision and generative video domains. I excel at translating aesthetic and technical benchmarks into rigorous data quality standards, using tools like Label Studio and CVAT to ensure high-fidelity annotation and ground truth alignment. My background managing high-volume visual production pipelines for global brands has honed my skills in data quality assurance, workflow optimization, and cross-functional collaboration, making me adept at delivering scalable, gold-standard training data for advanced AI systems.

Labeling Experience

Education

Work History