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In psychology, concepts can be divided into two categories: natural and artificial. Natural concepts are formed through direct or indirect experiences. For example, consider the concept of snow. If you live in a place with regular snowfall, such as Essex Junction, Vermont, you know snow through direct experiences. You’ve seen it fall, touched it, shoveled it, and played in it. You recognize its texture, appearance, and even its smell. In contrast, if you live on an island like Saint...
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The nativist approach to infant cognitive development proposes that infants are born with inherent knowledge structures that allow them to interpret the world almost immediately. This perspective contrasts with earlier developmental theories, such as those proposed by Jean Piaget, which emphasized a more gradual acquisition of cognitive abilities through interaction with the environment. One key concept in this approach is object permanence — the understanding that objects continue to...
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Learning is the process of acquiring knowledge or skills through practice or experience, leading to long-lasting behavioral changes. This acquisition occurs through interaction with the environment and requires practice or experience. For instance, mastering a skill such as surfing requires considerable practice and experience, highlighting the essential role of repeated interactions with the environment in learning.
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Controlled processes in human consciousness represent high-alert mental states where individuals deliberately focus their attention on achieving specific goals. Controlled processes can be seen in situations like mastering new technology, where a person might become so absorbed that they ignore surrounding distractions. Such processes involve selective attention, requiring one to concentrate on particular elements of experience while disregarding others. These are governed by executive...
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Related Experiment Video

Updated: Jan 7, 2026

High-definition Transcranial Direct Current Stimulation over Right Dorsolateral Prefrontal Cortex to Enhance Metacognitive Sensitivity
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High-definition Transcranial Direct Current Stimulation over Right Dorsolateral Prefrontal Cortex to Enhance Metacognitive Sensitivity

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The extended hollowed mind: why foundational knowledge is indispensable in the age of AI.

Christian R Klein1, Reinhard Klein2

  • 1Clinic of Internal Medicine, University Hospital Bonn, Bonn, Germany.

Frontiers in Artificial Intelligence
|December 29, 2025
PubMed
Summary

Generative artificial intelligence (AI) risks creating a "hollowed mind" by enabling users to bypass deep learning. Cultivating fundamental knowledge and metacognitive skills is crucial for achieving true cognitive sovereignty in the age of AI.

Keywords:
artificial intelligence in educationchoice architecturecognitive atrophycognitive sovereigntyfoundational knowledgesovereignty trap

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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

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Area of Science:

  • Cognitive Science
  • Neurobiology
  • Developmental Psychology

Background:

  • Generative AI offers cognitive extension but risks cognitive atrophy.
  • The 'hollowed mind' framework describes dependency on AI, bypassing effortful learning.
  • The 'Sovereignty Trap' explains ceding intellectual judgment to AI's perceived competence.

Purpose of the Study:

  • Introduce the 'hollowed mind' and 'Sovereignty Trap' concepts.
  • Synthesize multi-disciplinary evidence to explain AI's impact on learning.
  • Propose 'Fortified Mind' as a pedagogical goal for 'Cognitive Sovereignty'.

Main Methods:

  • Conceptual framework development.
  • Synthesis of evidence from cognitive science, neurobiology, and developmental psychology.
  • Analysis of the 'Expertise Duality' in AI interaction.

Main Results:

  • AI can lead to a 'hollowed mind' through the 'Sovereignty Trap'.
  • AI acts as a 'leveler' for novices and 'amplifier' for experts.
  • Environmental design, not user competence, is the key challenge.

Conclusions:

  • The pedagogical goal is a 'Fortified Mind' with indispensable knowledge and metacognitive skills.
  • Redesign AI tools into cognitive training environments promoting effortful engagement.
  • Cultivating fundamental knowledge is paramount in the AI era for genuine cognitive sovereignty.