ASDE provides a framework for optimizing omics workload deployment in serverless environments. Enhanced by an AI engine, it continuously monitors deployment telemetry, refining future deployments. This technology streamlines automated, flexible foundational infrastructure deployment through AI and real-time telemetry, ensuring optimal performance for similar workloads.