Agentic workflows — AI systems that plan and execute multi-step tasks — are evaluated educationally in tool-invariant-framework-agentic-ai, persistent-ai-agents-academic-research, and agentic-ai-education-scoping-review, with the central question being whether agent initiative supports or displaces learner agency (agentic-ai, human-in-the-loop).