As the field of artificial intelligence continues its shift from theoretical constructs to infrastructure-level technologies, the importance of high-quality labeled data has escalated dramatically. The performance, safety, and interpretability of contemporary AI systems, particularly those grounded in supervised learning, remain directly proportional to the precision and context richness of the…