Worked on integrating fuzz testing for the TinySPARQL library within the google/oss-fuzz repository, focusing on enhancing automated security testing and defect detection. Developed a Dockerfile and supporting build scripts using Shell and YAML to enable reproducible fuzz targets, allowing seamless integration with existing CI/CD pipelines. This setup established a foundation for ongoing fuzzing coverage, making it easier to identify vulnerabilities across different environments. The contribution did not involve bug fixes but centered on build systems, containerization, and fuzzing technologies, providing a maintainable approach for continuous security assessment and supporting the broader OSS-Fuzz project’s goals for robust open-source software.