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Paper models irreversible human dependence on AI tools

A new paper models the co-evolution of human competence and tool reliance, finding that tool availability can lead to a bistable outcome where users become irreversibly dependent. The study suggests that above a critical threshold of tool availability, human competence collapses to a low floor, and lowering tool availability does not reverse this collapse until a much lower threshold. This research, tested against datasets including GPS, map usage, and large language models, reframes how tools, particularly artificial intelligence, should be developed and deployed. AI

IMPACT Suggests a need for careful AI deployment to avoid irreversible user dependence and calls for tool-resistant education.

RANK_REASON Academic paper on AI and human-tool interaction. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Paper models irreversible human dependence on AI tools

COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · David C. Krakauer ·

    Competitive and Complementary Tools

    arXiv:2607.18460v1 Announce Type: cross Abstract: Humans have always externalized thought onto tools, from the tally and the abacus to the map and, now, large language models. I model the agent, the tool, and the task as one dynamical system in which competence (what the user ret…