How do we teach with AI in 2026?

What happens when student interaction with AI agents like Claude, ChatGPT or others? It may sound like they are hitting some target model directly, but reality will it that they are probably being picked up by surogate models (subagents), guardrails, sanitization steps and other callbacks/handler pipelines before returning the generated ensambled result.