I provide High-fidelity quality assurance for AI training datasets. I specialize in benchmarking manual dexterity data, visual instruction accuracy, and content relevance. I provide human-in-the-loop (HITL) auditing to eliminate model hallucinations and ensure data integrity for computer vision and multimodal models.