Technical depth in AWS cloud infrastructure and Amazon developer tooling, including GenAI model deployment, robotics simulation and autonomy stacks, high-performance cloud computing, AI/ML training and inference, and Amazon-native frameworks such as SageMaker, Bedrock, and EMR, with contributions to product integrations and software libraries. 5+ years of direct experience with cloud platform developer ecosystems, large-scale distributed systems, or AI/ML infrastructure — with direct work alongside hyperscaler developer communities (e.g., AWS, Azure, or GCP), enterprise GenAI application development, or MLOps and model deployment at scale.