Worked on enhancing the Oracle AI Database documentation within the langchain-ai/docs repository, focusing on expanding coverage for hybrid and text search features to better support AI workloads. The approach centered on technical writing and AI integration, using Markdown to update guidance and improve documentation structure for greater discoverability. All examples were locally validated with the documentation development environment, ensuring accuracy and usability. Collaboration with a co-author ensured alignment with contributing guidelines and maintained documentation quality. No code changes were required, as the work prioritized clear, comprehensive documentation to assist users and contributors in leveraging new Oracle AI Database capabilities effectively.