The 3×2A framework: a profile-based interpretive approach to human–AI coevolution and adaptive governance
The diffusion of generative AI (GenAI) and large language models (LLMs) is reshaping knowledge production, labor organization, institutional decision-making, and public governance. Existing research has identified ethical principles and governance challenges, but often treats functional redistribution, human–AI cooperation, alignment, adaptation, and accountability as separate concerns. This artic