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. Ways to Stand Out from the Crowd: Hands-on experience building or optimizing vertical-specific solutions, such as GenAI inference pipelines on EC2 P5/G6 instances, robotics simulation, NVIDIA NIM microservices integrated with Amazon Bedrock, or large-scale ML training on EKS with GPU-optimized node groups.