Worked on the GitGuardian/ggshield repository to deliver a targeted bug fix that improved the integrity of Docker scan JSON output. Addressed an issue where Docker stdout was leaking into JSON results, which previously caused parsing errors and unreliable data in automated pipelines. The solution involved precise I/O handling using Python and YAML, ensuring that scan outputs remained clean and structured for downstream ingestion. Leveraged skills in Continuous Integration and DevOps to validate the fix through CI pipelines, reducing manual remediation and enhancing the reliability of security automation across CI/CD workflows. The work focused on robust, maintainable automation improvements.