During June 2025, Nishant Chaturvedi focused on stabilizing Kubeflow MNIST deployments in air-gapped environments within the HPEEzmeral/aie-tutorials repository. He addressed a critical bug by correcting image tags and registry paths for the Katib and TFJob launchers, ensuring that Docker images were properly versioned and referenced. Using Python and YAML, Nishant refactored the airgap registry path to include the tutorial image prefix, which improved image resolution and deployment reliability for on-premises and offline setups. This work enhanced deployment reproducibility and supported customer-facing tutorials, contributing to more robust MLOps workflows in Kubernetes and Kubeflow environments.