During the month, contributed to both the aiven/aiven-docs and Aiven-Open/karapace repositories by focusing on documentation clarity and API usability. Improved Kafka Tiered Storage documentation to clarify default behaviors for new topics, enhancing onboarding for developers. In karapace, enhanced FastAPI-generated API documentation by displaying explicit titles and full version numbers, making version tracking more transparent. Addressed a middleware issue by enabling direct access to FastAPI auto-generated docs, bypassing unnecessary content-type validation. Leveraged Python, FastAPI, and Markdown to deliver these updates, resulting in reduced support queries and more accurate, accessible documentation across both backend and API development workflows.