arXiv:2603.27626cs.CLcs.AI2026-03被引 1

通过改造语言认知环境,让AI思维模式发生本质改变。

Umwelt Engineering: Designing the Cognitive Worlds of Linguistic Agents

  • 用限定词汇重构AI思考方式,如禁用'有'和'是'等动词
  • 禁用'有'使伦理判断提升19.1个百分点,模型整体表现更稳定
  • 多智能体协作可实现100%问题覆盖,关键在于引入反事实视角

本文提出“环境工程”——即对语言认知环境进行主动设计——作为智能体架构的第三层,位于提示与上下文工程之上。两个实验验证了改变推理媒介会重塑认知本身这一假设。实验一中,三个语言模型在七项任务上(共4,470次试验)分别在无'拥有'(No-Have)和无'是'(E-Prime)两种词汇约束下推理。No-Have使伦理推理提升19.1个百分点(p < 0.001),分类准确率提升6.5个百分点(p < 0.001),认识论校准度提升7.4个百分点,且约束合规率达92.8%。E-Prime则呈现显著但依赖模型的效果,跨模型相关性高达r = -0.75。实验二中,16个语言受限智能体解决17个调试问题。单个受限智能体未超越对照组,但3个智能体组合实现100%真实答案覆盖,而随机选取的3智能体组合仅8%能达到此效果,且所有成功组合均包含反事实智能体。两种机制浮现:认知重构与认知多样性。主要局限是缺乏与约束提示复杂度相当的主动对照组。

原文摘要 · Abstract (English)

I propose Umwelt engineering -- the deliberate design of the linguistic cognitive environment -- as a third layer in the agent design stack, upstream of both prompt and context engineering. Two experiments test the thesis that altering the medium of reasoning alters cognition itself. In Experiment 1, three language models reason under two vocabulary constraints -- No-Have (eliminating possessive "to have") and E-Prime (eliminating "to be") -- across seven tasks (N=4,470 trials). No-Have improves ethical reasoning by 19.1 pp (p < 0.001), classification by 6.5 pp (p < 0.001), and epistemic calibration by 7.4 pp, while achieving 92.8% constraint compliance. E-Prime shows dramatic but model-dependent effects: cross-model correlations reach r = -0.75. In Experiment 2, 16 linguistically constrained agents tackle 17 debugging problems. No constrained agent outperforms the control individually, yet a 3-agent ensemble achieves 100% ground-truth coverage versus 88.2% for the control. A permutation test confirms only 8% of random 3-agent subsets achieve full coverage, and every successful subset contains the counterfactual agent. Two mechanisms emerge: cognitive restructuring and cognitive diversification. The primary limitation is the absence of an active control matching constraint prompt elaborateness.

认知架构语言约束多智能体协同

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