During a one-month contribution to microsoft/ai-agents-for-beginners, Cloud_8945 focused on improving documentation quality rather than feature development. They identified and corrected a key terminology error in the README, updating a misleading reference from "OpenAI defined tools" to "OpenAPI defined tools" to better reflect the repository’s actual technology stack. This targeted fix, implemented using Markdown and documentation best practices, enhanced the accuracy and consistency of user-facing materials. By clarifying OpenAPI terminology, Cloud_8945 reduced onboarding confusion and helped streamline the developer experience. The work demonstrated attention to detail in documentation, though the technical depth was limited to minor textual corrections.