arXiv:2604.00081cs.CYcs.AI2026-04

AI取代人类工作正引发深层社会危机,真正的人类监督亟需重建。

Beyond Symbolic Control: Societal Consequences of AI-Driven Workforce Displacement and the Imperative for Genuine Human Oversight Architectures

  • 区分形式监督与真实监督,强调人需具备理解与干预AI的能力。
  • 当前治理框架忽视此差距,导致技术权力过度集中于少数人。
  • 提出五项真实监督架构要求,警示未来10-15年为关键窗口期。

人工智能和机器人系统加速替代人类劳动,带来远超传统劳动力市场的结构性社会影响。本文系统分析其对经济结构、心理福祉、政治稳定、教育、医疗及地缘格局的多重影响。我们指出一个被严重忽视的关键问题:名义上的人类监督(形式权威)与真实人类监督(具备认知、技术与制度能力以理解、评估并干预AI输出)之间的治理鸿沟。这一差距在欧盟《人工智能法案》与NIST AI风险管理框架1.0中均未体现,是当前部署中主要的架构性失败。劳动力替代加剧了此问题,使重要决策权日益集中于少数技术与资本精英。本文提出五项真实人类监督系统的架构要求,并估算出未来10-15年为防止社会、经济与制度路径锁定的关键治理窗口。

原文摘要 · Abstract (English)

The accelerating displacement of human labor by artificial intelligence (AI) and robotic systems represents a structural transformation whose societal consequences extend far beyond conventional labor market analysis. This paper presents a systematic multi-domain examination of the likely effects on economic structure, psychological well-being, political stability, education, healthcare, and geopolitical order. We identify a critical and underexamined dimension of this transition: the governance gap between nominal human oversight of AI systems -- where humans occupy positions of formal authority over AI decisions -- and genuine human oversight, where those humans possess the cognitive access, technical capability, and institutional authority to meaningfully understand, evaluate, and override AI outputs. We argue that this distinction, largely absent from current governance frameworks including the EU AI Act and NIST AI Risk Management Framework 1.0, represents the primary architectural failure mode in deployed AI governance. The societal consequences of labor displacement intensify this problem by concentrating consequential AI decision-making among an increasingly narrow class of technical and capital actors. We propose five architectural requirements for genuine human oversight systems and characterize the governance window -- estimated at 10-15 years -- before current deployment trajectories risk path-dependent social, economic, and institutional lock-in.

AI治理社会影响人类监督

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