Same private AI core — configured for how you teach, ship, or govern systems.
Learn and build with private engines — keep side projects and IP off public AI.
Prototype to production path: agentic → code → Docker → VM with org SSO.
K–12 and higher ed labs with FERPA/CIPA-minded design and faculty controls.
Self-hosted training and simulation with residency and access control first.