At Contracted.ai, I perform multimedia data labeling and response validation to help optimize large language models.
I develop and refine text prompts, then rank machine learning outputs against behavioral metrics and instruction rubrics.
At Highfive Tasks, I executed data capture workflows using mobile hardware and sensory capture equipment to support computer vision model training.
I also iterated physical chore scenarios and micro-tasks, and audited multimedia recordings for compliance with platform data pipelines.

