Cognitive Offloading

Cognitive offloading — delegating mental work to AI — cuts across the wiki: cognitive-offloading-speedup-illusion, genai-performance-vs-learning, ai-making-us-stupid, and efficiency-gain-illusion-ai-overreliance document the speedup-illusion pattern where apparent productivity hides skill erosion (over-reliance, critical-thinking).

Related Pages

• genai-can-harm-teaching-rct-2026 — Teacher-side cognitive offloading harms students

• ai-making-us-stupid — Cash et al. (2026) Trends Cog Sci: offloading cognition to AI impedes skill acquisition & accelerates skill decay; risks use-dependent; basic abilities possibly more resilient

• llm-cognitive-diagnosis-handwritten-math — MathCog benchmark: 18 LLMs evaluated on cognitive skill diagnosis from handwritten math; all F1 < 0.5; systematic over-attribution and hallucination of evidence (2025)

• cognitive-offloading-speedup-illusion — CogSci 2026 study: N=1,237 users overestimate AI time savings for simple tasks

• code-review-genai-cs1

• shame-guilt-ai-regulation-computing-education -- Shame and guilt create cycles of hiding and moral tension around AI use in computing education

• ai-engineering-education-balancing-act -- Students attachment to LLM efficiency reflects 'cruel optimism' - benefits depend on critical thinking skills they are still developing

• metacognitive-awareness-experiential-vs-instructional — Experiential Versus Instructional Approaches for Eliciting Metacognitive Awarene

• genai-availability-grades-satisfaction — Generative AI Availability, Grades, and Student Satisfaction

• genai-mindtool-generative-learning

• genai-expertise-pathways-sysadmin

• cognitive-commons-ai-expertise-regeneration

📎 8 other pages tagged cognitive-offloading

• AI Assistance Reduces Persistence and Hurts Independent Performance
• ChatGPT Critical and Creative Thinking: Systematic Review
• Cognitive offloading and the speedup illusion in human-AI interaction
• Generative AI Can Harm Teaching
• Is AI making us stupid?
• Same AI, different pathways: Unpacking mechanisms of AI-mediated learning across discipline-institution contexts
• The Tragedy of the Cognitive Commons: How AI Could Disrupt the Regeneration of Professional Expertise
• Unanticipated Effects of Generative AI on Expertise Pathways and Performance Perception in System Administration