As artificial intelligence (AI) technologies increasingly integrate into educational practice, a critical design challenge emerges: how might we move beyond AI as a reactive assistant and toward agentic AI systems that function as digital apprentices--systems that actively learn from and co-develop with educators? This article introduces a conceptual framework for designing agentic AI as pedagogical apprentices capable of observing, adapting to, and co-constructing instructional practice in partnership with human teachers.