Algorithmic drift in generative adaptive learning.

arXiv:2610.31041v1 Announce Type: new Abstract: Generative artificial intelligence promises to democratize personalized tutoring, yet the longitudinal stability of adaptive systems remains under-theorized. Current ethical discourse focuses on static bias. This