Worked on the AutoMQ/automq repository to enhance the release script by improving the formatting of error messages, focusing on log readability and developer experience. Using Python scripting, addressed a dependency-related issue that previously blocked CI builds, thereby stabilizing the release process without altering core functionality or error handling. The approach maintained existing release semantics, ensuring predictable behavior while reducing triage time and developer friction. Demonstrated attention to detail in tooling and debugging, with an emphasis on scripting for CI reliability. The work contributed to faster, more reliable releases by refining developer-facing scripts and resolving build blockers in the release workflow.