Contributed targeted documentation to the NVIDIA/nv-ingest repository, focusing on the Agentic Retrieval Pipeline. The work involved creating an introductory documentation page in Markdown that details the pipeline’s architecture, usage, and performance metrics, providing clear guidance for onboarding and ongoing development. Leveraging expertise in AI, information retrieval, and machine learning, the documentation established a baseline for performance metrics, supporting future optimization efforts. This contribution improved cross-team collaboration by clarifying architectural decisions and reducing support time for new users. No major bugs were addressed during this period, with efforts concentrated on enhancing documentation quality and technical clarity for the project.