Some systems need deeper specialist tracks. High risk systems need Annex IV planning, conformity work, human oversight design, logging design, post market monitoring, and, in certain contexts, FRIA and EU database registration. GPAI providers need model level documentation, copyright policy, training content summary publication, and systemic risk response readiness.
Do not bury these specialist tracks inside generic AI governance. They need named SMEs, templates, and evidence standards of their own.