Worked on upgrading and expanding the Health Monitoring Agent for the aws/sagemaker-hyperpod-cli repository, focusing on delivering support for the new P6-B200 instance type. Leveraged DevOps practices and Helm to manage deployment and configuration, using YAML for defining infrastructure changes. Enhanced the agent’s error handling by classifying Neuron core out-of-memory conditions as software errors, which improved robustness and compatibility across diverse environments. The release included minor improvements and stability updates, contributing to better maintainability. The work demonstrated a targeted approach to feature delivery, addressing specific reliability needs for SageMaker HyperPod users while maintaining a clear focus on operational excellence.