During November 2024, Dawid established comprehensive codebase standardization guidelines for the bot-wheels/docs repository, focusing on improving consistency and maintainability. He authored and integrated detailed documentation in Markdown, outlining naming conventions, in-code documentation standards, and file organization practices. By restructuring the documentation and renaming research files for clarity, Dawid reduced ambiguity and streamlined navigation for contributors. His work emphasized documentation best practices and project management, ensuring that future development and onboarding processes are more efficient. Although the scope was limited to one feature and no bugs were addressed, the depth of standardization laid a strong foundation for collaborative repository maintenance.