Worked on stabilizing logging and observability for the PerfKitBenchmarker repository, focusing on resolving a TypeError in the logging format string argument handling within auto_registry.py. Addressed the issue by modifying the logging call to pass arguments individually rather than as a tuple, which eliminated a runtime crash during registry operations. The solution was implemented and validated using Python, with an emphasis on debugging and effective use of the logging module. This change improved the reliability of log emission during automated benchmarking and registry auto-configuration, ensuring compatibility and maintaining traceability throughout standard benchmark workflows without introducing regressions in logging behavior.