Experience implementing enterprise MLOps infrastructure that enables validation, deployment, fallback, multi-model routing, load balancing, quota management, inference metrics, and provider abstraction (leveraging technologies such as AWS Bedrock, JFrog Artifactory, and LiteLLM). This role partners closely with team members and stakeholders to evaluate emerging technologies, translate requirements into production-ready solutions, and ensure operational excellence through automation, observability, and reliability engineering practices.