These works establish the theoretical foundations for understanding cognition as something that can extend beyond the individual and be deliberately or inadvertently outsourced to external systems.
Clark, A. & Chalmers, D. (1998). The Extended Mind. Read
Risko, E. F. & Gilbert, S. J. (2016). Cognitive Offloading. Read
This research examines the risks of delegating cognitive tasks to automated systems, including over-reliance, skill decay, and diminished independent judgment.
Goddard, K. et al. (2012). Automation Bias: A Systematic Review of Frequency, Effect Mediators, and Mitigators. Read
Macnamara, B. N. et al. (2024). Does Using Artificial Intelligence Assistance Accelerate Skill Decay and Hinder Skill Development Without Performers’ Awareness? Read
These studies examine how generative AI is changing learning, metacognition, and skill development, as well as the conditions under which AI assistance can either support or undermine human capability.
Bastani, H. et al. (2025). Generative AI Without Guardrails Can Harm Learning: Evidence from High School Mathematics. Read
Dizon, J. I. W. T. et al. (2026). Assessing AI-Driven Metacognitive Offloading: Initial Development and Validation of the Metacognitive Laziness Scale. Read
Fan, Y. et al. (2025). Beware of Metacognitive Laziness: Effects of Generative Artificial Intelligence on Learning Motivation, Processes, and Performance. Read
Lodge, J. M. & Loble, L. (2026). Artificial Intelligence, Cognitive Offloading and Implications for Education. Read
Martin, A. J. et al. (2025). Integrating Generative AI and Load Reduction Instruction to Individualize and Optimize Students’ Learning. Read
Strömberg, D. et al. (2026). The Generative AI Learning Penalty: Evidence from Chinese Secondary Education. Read
Wang, S. & Zhang, H. (2026). Pedagogical Partnerships with Generative AI in Higher Education: How Dual Cognitive Pathways Paradoxically Enable Transformative Learning. Read
This emerging line of research considers a deeper consequence of AI reliance: the gradual relinquishment of independent reasoning, judgment, and cognitive agency to artificial systems.
Shaw, S. D. & Nave, G. (2026). Thinking—Fast, Slow, and Artificial: How AI is Reshaping Human Reasoning and the Rise of Cognitive Surrender. Read
