Cognitive Governance in AI-Mediated Education: A Conceptual Framework for Learner Agency

Abstract

The integration of artificial intelligence (AI) into education is reshaping learning environments, raising critical questions about the relationship between technological innovation, learner autonomy, and educational oversight. While AI offers significant opportunities for personalization, adaptive support, and pedagogical innovation, its increasing role in automating cognitive processes also raises concerns about cognitive offloading, reduced critical engagement, and the weakening of learner agency. This conceptual paper introduces the notion of cognitive governance, defined as the pedagogical and ethical dimension of educational governance concerned with preserving learner cognitive agency in AI-mediated environments. Drawing on literature on AI in education, metacognition, learner agency, and human-centered pedagogy, the paper proposes the Cognitive Governance Framework, structured around four core dimensions: student-centered learning and cognitive agency protection, governance and human oversight, AI as cognitive scaffold, and educational mediation and human development. To illustrate the framework’s practical relevance, the paper discusses the conceptual application of a middle school educational project, Banknote for the Future, in which students used AI-assisted design tools while critically intervening to preserve cultural meaning, creative autonomy, and reflective agency. The discussion argues that effective AI integration in education requires governance models that position technology as a form of intellectual augmentation rather than substitution. The paper concludes that preserving meaningful learner agency in AI-mediated education depends on robust cognitive governance capable of aligning technological innovation with human-centered educational values.