Worked on the ansible/ansible-chatbot-stack and ansible/ansible-chatbot-service repositories, delivering three features and one bug fix over two months. Introduced a comprehensive integration testing framework and automated CI workflows using GitHub Actions and Makefile, which improved release reliability and accelerated feedback cycles. Addressed dependency management by linking requirements.txt generation to uv.lock, ensuring stable environment setup. Modernized the CI/CD pipeline by adopting Buildah for container image builds, replacing Docker to enhance compatibility and performance. Upgraded the chatbot service to Python 3.12, removing Python 3.11 dependencies and aligning the codebase with modern Python features for future maintainability.