Contributed targeted improvements to the NVIDIA/GenerativeAIExamples repository, focusing on enhancing the NeMo Auditor onboarding experience and deployment documentation. Addressed user confusion by refining the Getting Started Guide, correcting typographical errors, and clarifying API key workflows using Markdown and Python. Improved maintainability by verifying variable references and updating prompts within the Auditor notebook. Extended documentation to support Kubernetes deployments, adding a direct reference to the parent Helm chart and simplifying port-forwarding instructions. The work emphasized code correction and clear documentation, resulting in a smoother onboarding process and more accessible deployment guidance for users integrating NeMo Auditor into their workflows.