During February 2025, Fxs130430 contributed to the MicrosoftDocs/azure-ai-docs repository by updating the ingestion architecture diagram within the documentation. They introduced a new asset, ingestions-architecture-iv.png, and revised references to ingestion-architecture.png to clarify the workflow for AI services and data ingestion. This work involved documentation engineering, asset management, and careful version control using Git, ensuring that the updated diagrams accurately reflected the intended data pipeline processes. By aligning the documentation with the latest architecture, Fxs130430 improved clarity for developers integrating AI data pipelines, reducing onboarding friction and maintaining consistency across technical content without introducing new bugs.