VISION documents the institutional services needed beyond a SuperPOD reference architecture

Engage university IT, research-computing staff, institutional identity administrators and data owners around fragmented access to shared compute. Ask which campuses can authenticate, how users move datasets, and where research outputs must be retained. A bounded readiness engagement could inventory integration gaps for one participating institution. The value hypothesis is a usable shared service with fewer onboarding failures, to be tested locally. The reference design provides a discussion starting point rather than a complete implementation scope. Do not promise turnkey security, universal eligibility, backup protection for every storage tier or a production-ready institutional assistant based on this documentation.

Diagram the path from institutional identity through service authorization, job submission, storage and data export. Require agreed identity mappings, project membership rules, retention policy and recovery destinations. Validate one user's permitted workflow and a denied cross-project request, then test offboarding and a restored output artifact. Decide which services belong on premises and which external identity or access dependencies remain. For a future assistant, independently review model endpoints, prompt storage and tool permissions. The proof of value should demonstrate the complete access-and-data lifecycle, not merely a successful GPU job or login.

Assign identity operations, HPC operations and research data stewards distinct responsibilities under a named service owner. Implement account provisioning, quotas, project storage and export instructions before scaling enrollment. Dependencies include participating identity providers, approved datasets and user support capacity. Train researchers to keep durable outputs in an approved destination and provide accessible alternatives to command-line instructions. Governance checkpoints should precede institution onboarding and any new inference service. Proposed acceptance criteria are successful authorized access, denied unauthorized access, timely offboarding and a demonstrated restore from durable storage. Risks include orphaned accounts, misunderstood scratch retention and uneven onboarding support.