Admin review surface for candidates, cohort gaps, and mentor context.
Operator-safe planner surface for learner graph recompute, next slice, and reminder policy.
Agent jobs that create content candidates and scenario plans.
Operator intervention shell over sanitized mentor conversation read models.
Read-only operator view of delivery modes and activity boundaries.
Create creator-scoped course drafts with AI assistance.