Worked on the nf-core/modules repository to deliver a unified logging feature across the FastK and GeneScopeFK modules, focusing on improving observability and traceability in bioinformatics workflows. Implemented logging functionality that captures both stdout and stderr to dedicated log files, enabling more effective debugging and streamlined release audits. Standardized the version recording format for GeneScopeFK and updated related tests to reflect the new logging behavior, ensuring snapshot stability. Utilized Nextflow for workflow orchestration and leveraged Groovy and YAML for configuration and scripting. This work established a foundation for faster issue diagnosis and more reliable module maintenance within the repository.