During November 2024, Mylan enhanced the ash-project/ash_slug repository by improving slugification logic to robustly handle Ash.CiString inputs, addressing edge cases in resource identifier generation. Mylan introduced a new ci_string attribute to the test resource, enabling reliable slugging into text3_slug and supporting more consistent data handling. The work included developing targeted tests for Ash.CiString processing and ci_string slugification, which improved test coverage and continuous integration reliability. Utilizing Elixir for API development and testing, Mylan focused on increasing the reliability and automation readiness of resource identifiers, demonstrating a thoughtful approach to both feature implementation and quality assurance.