Worked on enhancing the integration of AI Resource Manager with AI Workbench in the silogen/cluster-forge repository by delivering comprehensive documentation and setup guidance. Focused on improving onboarding through expanded Markdown-based installation steps, detailed component references for API, Agent, RabbitMQ, and PostgreSQL, and clear validation procedures. Addressed potential misconfigurations by documenting the devuser@localhost email limitation and provided guidance on custom GPU metrics labels to support better resource management. Leveraged skills in Kubernetes and Helm to align documentation with core platform standards, ultimately reducing onboarding time and mitigating common deployment issues for teams adopting AIRM within the AIWB environment.