Worked on the silogen/cluster-forge repository to enhance observability and deployment reliability within Kubernetes environments. Delivered an external logging feature by exposing the Loki service on port 3100, updating both Kubernetes manifests and container configurations using YAML to enable external log access for improved monitoring and troubleshooting. Developed an init-container for workload registration, streamlining onboarding and readiness checks, and synchronized release-candidate image versions across configuration files to ensure consistent deployment of the airm API, UI, and dispatcher components. Focused on configuration management and DevOps practices, the work emphasized automation, deployment consistency, and cross-environment observability without addressing bug fixes during this period.