manageability , telemetry , VMware, Kvm, Ras, Networking, Bmc, Python, Bash, Perl, Virtualization, OS kernel stacks, Linux OS internals, Redfish, Drivers, Multi-domain system validation, Cluster orchestration, Amc, BKC, Customer automation, AI tools, Kernel tuning, Test plan architecture, ROCm, Debug methodologies, CI regression