Across education settings, educators are moving from ad hoc AI experiments toward structured support and tools for safety, assessment, and classroom practice. The National Council of Teachers of English is circulating a draft framework for using generative AI in English/language arts, emphasizing critical thinking, transparency, and helping students verify AI-generated claims. In parallel, a district near Seattle is using an AI-driven “LessonLens” tool that critiques recorded classroom lessons against selected teaching frameworks, with feedback oriented toward instructional improvement rather than performance evaluation. Separately, an Emerging Educators pilot in Bibb County, Georgia is using AI-based parent engagement simulations to help new teachers rehearse tense conversations with parent avatars. The approach aims to accelerate confidence and readiness through structured practice, feedback, and debriefing.