The 3x2A Strategy for Societal Adaptation in the GenAI Era: A Framework for Human-AI Synergy
Abstract
This paper introduces the 3x2A Strategy, a conceptual framework for societal adaptation to Generative AI (GenAI) and large language models (LLMs). It maps six strategic dimensions - Automation, Augmentation, Alliance, Alignment, Adaptation, and Accountability - critical for fostering human-AI synergy. We apply the framework to education, healthcare, and scientific research, illustrating its role in guiding responsible integration and governance. The 3x2A Strategy contributes to foundational discourse on AI alignment and sociotechnical transformation, offering a structured approach to aligning GenAI advancements with societal needs, institutional structures, and long-term resilience.
Fields of Study & Subjects
Artificial Intelligence in Healthcare and Education
Ethics and Social Impacts of AI
Explainable Artificial Intelligence (XAI)
Publication details
- Journal / source
- Computer Science Journal of Moldova
- Volume
- 33
- Issue
- 3
- Pages
- 283–301
- Publication date
- 1 January 2026
- Language
- EN