Artificial Intelligence
Author: Joseph Cottingham
Joseph is a member of the AWS Generative AI Innovation Center, where he designs and delivers AI systems that move organizations from idea to production. His technical background spans firmware, software, and machine learning, with deep expertise in high-throughput, event-driven architectures that keep AI workloads performant at scale. Joseph focuses on the intersection of state-of-the-art research and operational reality, delivering solutions that materially transform organizations and the systems they operate.
AI-powered metadata correction and harmonization
Metadata harmonization (standardizing labels, identifiers, and formats so datasets can work together) is still largely manual. This post shows how AI-powered metadata correction works in practice, covering two approaches, human-in-the-loop validation and autonomous agent-driven workflows, plus governance considerations for production deployment.