AI-ed implementation studies how AI tools actually enter institutions: institutional-change-framework-ai, ai-changing-teaching-workflows, and ai-adoption-training-public-sector show the binding constraint is training, change management, and governance rather than tool capability (institutional-ai-readiness, faculty-development).
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