Build and maintain automated simulation pipelines for design parameterization, solver integration, and results extraction.Scale simulation workloads across local and cloud compute using distributed execution, scheduling, and failure recovery.Develop parameter-sweep and design-space-exploration workflows.Implement checks for simulation convergence, physical validity, and dataset qual
