In March 2025, Josh Harmison developed a new Ansible action plugin for the redhat-cop/agnosticd repository, focusing on deployment traceability and user-facing information. He engineered the agnosticd_user_info plugin to record and display user-specific data during AgnosticD deployments, leveraging Ansible and Python to enhance contextual deployment outputs. Additionally, he extended the ibm_instructlab_service role to capture and surface an authorization link in the deployment output directory, ensuring this information is available for post-deployment review. These changes improved auditability and transparency, addressing deployment troubleshooting needs. The work demonstrated depth in system administration and automation, though it was limited in scope.