AI Agent Teams as Tutors

Instead of a single chatbot, classrooms will use coordinated teams of specialized AI agents (a diagnoser, problem‑selector, hinter, reasoning evaluator, and critic) that work with teachers to create 'productive struggle' and personalized practice. This design treats AI as orchestration infrastructure — a set of collaborating tools that augment pedagogy rather than replace it. — If implemented at scale, agentic tutoring changes what counts as a teacher’s job, how curriculum is procured and evaluated, and which schools gain advantage, raising questions about training, procurement, regulation, and equity.