This is great, and I think this is the right way to use AI: treat it as a pair programming partner and learn from it. As the human learns and becomes better at

This is great, and I think this is the right way to use AI: treat it as a pair programming partner and learn from it. As the human learns and becomes better at both programming and the domain in question (eg. a Ruby JIT compiler), the role of the AI partner shifts: at the beginning it's explaining basic concepts and generating/validating smaller snippets of code; in later stages the conversations focus on advanced topics and the AI is used to generate larger portions of code, which now the human is more confident to review to spot bugs.