Critical-Thinking

Research: What does “good enough” mean in AI-augmented systemic design? Date: 2026-03-11 Search queries used: “satisficing ‘good enough’ design philosophy Herbert Simon bounded rationality” “‘good enough’ AI-augmented design systems adequacy criteria” “systemic design ‘wicked problems’ good enough solution threshold adequacy” “Rittel Webber wicked problems ‘good enough’ solution stopping rule design adequacy” “satisficing bounded rationality ‘aspiration level’ design quality adequacy professional when to stop” “wicked problems ’no stopping rule’ Rittel Webber satisficing design adequacy good enough” “Donald Schon ‘reflective practitioner’ design judgment sufficiency professional tacit knowing” “AI augmented design ‘good enough’ quality judgment professional practice stopping criteria 2024 …

Research: The “Expert Benchmark” Fallacy in AI Evaluation Date: 2026-03-11 Search queries used: “Expert Benchmark fallacy AI evaluation critique” “AI benchmark human expert performance misleading evaluation problems” “AI surpasses human experts benchmark critique misleading capability claims philosophy” “benchmark saturation AI Goodhart’s law evaluation gaming problems 2024 2025” “Emily Bender Arvind Narayanan AI benchmark validity problems human level performance critique” “Melanie Mitchell AI benchmark broken critique generalization reasoning” Executive Summary The “Expert Benchmark Fallacy” is not yet a formally named philosophical concept, but it describes a well-documented epistemic error at the heart of AI capability claims. It occurs when AI systems score at or above “human expert level” on a narrow benchmark test, and this score is then treated as evidence of …

Research: How Does Cognitive Debt Accumulate in Knowledge Work That Relies Heavily on AI? Date: 2026-03-11 Search queries used: “cognitive debt AI knowledge work automation skill atrophy” “cognitive offloading AI tools skill atrophy knowledge workers” “extended mind theory AI cognitive offloading Clark Chalmers critique” “MIT ‘Your Brain on ChatGPT’ cognitive debt research 2025” “automation bias AI dependency knowledge workers decision making” “extracted cognition OR cognitive atrophy AI professionals expertise erosion 2024 2025” “Microsoft study AI critical thinking knowledge workers 2025 cognitive offloading” “‘hollowed mind’ OR ’extracted mind’ AI cognition philosophy Synthese 2025” Executive Summary Cognitive debt is a term coined by MIT Media Lab researchers (2025) to describe the long-term neural and behavioral costs that accumulate when AI systems …

AI augmentation of human thinking is not automatic. Multiple studies confirm that passive reliance on generative AI correlates with measurable decline in critical thinking capacity, while some collaborative modes preserve or expand it. The difference is not whether AI is used but how the human-AI interaction is structured. Three conditions — sustained self-confidence, Socratic interaction mode, and system-level constraints on availability — are what separate mind-extending from mind-replacing AI use.