
Hyperrealistic video tutors could transform learning experiences by making practice‑intensive skills—like speaking, interview rehearsal, and oral defense—more accessible and low‑stakes, potentially widening equity and freeing teachers for higher‑order feedback. As AI tutoring moves from efficiency gains to a new medium of interaction, understanding its pedagogical quality and integration challenges is crucial for educators shaping the future of education.
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