Our systems span the edge-cloud-HPC continuum, harmonizing resource-limited edge devices with centralized HPC and cloud resources — as in the Cyberinfrastructure Knowledge Network (CKN), an edge AI distributed framework built as part of the NSF ICICLE AI Institute.