Budget cuts are forcing educators to do more with less, yet no two learners, teachers, or classrooms are alike. This hands-on session explores how agentic AI can move schools beyond one-size-fits-all approaches toward genuine specialization and optimization. We'll examine practical, human-centered ways AI can shorten lesson-plan and study-material creation, support students on IEPs along with their parents, paraprofessionals, and teachers, and analyze learning and teaching styles to suggest best-fit implementation. Attendees will leave with a framework for designing responsible AI agents—complete with guardrails—that elevate educators and personalize learning for every child without sacrificing trust, dignity, or accountability.