Use this note as a starting point for academic discussion, course planning, faculty development, or institutional review. Adapt the examples and checklists to the discipline, learner profile, assessment method, and local policy context.
This starter resource should explain the shift from prompt-based AI use to agentic workflows, with examples for teaching, research, administration, and knowledge work.