Worked on the aimclub/OSA repository to enhance the reliability and maintainability of the README generation pipeline. Focused on improving documentation quality by introducing an integration test for the self-correction loop, ensuring that iterative refinements in README content are validated automatically. Enforced English-only prompts for Python docstring generation, which standardized documentation and improved cross-team usability. Utilized Python for both feature development and integration testing, applying mocking techniques to simulate pipeline behavior. Code formatting was standardized using Black, contributing to consistent code quality. No major bugs were reported or fixed during this period, reflecting a focus on proactive quality improvements.