Over a two-month period, Delima enhanced the ansible/ansible-chatbot-stack by implementing automated integration testing and modernizing the CI/CD pipeline. They introduced a comprehensive test suite and established GitHub Actions workflows to ensure continuous validation on every code change, leveraging Python and YAML for robust automation. Delima also improved dependency management by linking requirements.txt generation to uv.lock, stabilizing environment setup. In addition, they migrated container builds from Docker to Buildah, increasing compatibility and performance, and upgraded the chatbot service to Python 3.12, streamlining runtime support. These efforts improved release reliability, maintainability, and set a clear path for future upgrades.