Teacher professional development for AI is the leverage point across teacher-ai-competency, ai-tpack-preservice-math-teachers, every-learner-faculty-development-genai-playbook-2025, and quest-ai-inquiry-preservice-teachers: competency frameworks and structured training — not tool access — determine classroom outcomes (faculty-development, teacher-role).