During March 2026, Madbabu contributed to the sonic-net/sonic-mgmt repository by enhancing the cleanup_scale_rules functionality to improve reliability in configuration management and test instrumentation. He introduced a wait_for_bgp option to the config_reload process, ensuring that syncd restarts fully and reducing flaky failures in memory-threshold tests. Using Python, he also refined memory usage reporting, shifting from megabytes to percentage metrics for clearer test observability and more accurate dashboards. Madbabu’s work focused on resource observability and debugging, delivering a targeted feature that addressed test stability and clarity, demonstrating depth in Python-based CI reliability improvements within a complex network management context.