AI不该只是聊天机器人,否则会损害社会与经济可持续性。
What if AI systems weren't chatbots?
- 反对将AI局限于聊天界面,主张多元系统设计。
- 聊天机器人导致技能退化、知识同质化和权力集中。
- 适合关注技术伦理、社会影响的政策制定者阅读。
人工智能快速向对话式聊天机器人界面趋同,这一趋势并非中立的技术选择,而是一种主导性的社会技术配置,正重塑社会、经济、法律与环境体系。本文指出,将AI主要视为对话助手存在结构性弊端:在复杂或高风险场景中常无法满足用户需求,却表现出过度自信与权威感;其普及改变了工作、学习与决策模式,导致技能退化、知识同质化及对专家能力的误判。此外,还引发劳动力替代、经济权力集中与大规模基础设施带来的环境成本上升。尽管承认其优势,但当前发展轨迹体现了特定价值取向,即优先追求通用对话能力,而非领域专用性、责任可追溯性与长期社会可持续性。论文最后提出超越统一聊天机器人的发展方向,强调任务导向工具、多元系统设计与制度性保障以减轻社会与经济危害。
原文摘要 · Abstract (English)
The rapid convergence of artificial intelligence (AI) toward conversational chatbot interfaces marks a critical moment for the industry. This paper argues that the chatbot paradigm is not a neutral interface choice, but a dominant sociotechnical configuration whose widespread adoption reshapes social, economic, legal, and environmental systems. We examine how treating AI primarily as conversational assistants has extensive structural downsides. We show how chatbot-based systems often fail to adequately meet user needs, particularly in complex or high-stakes contexts, while projecting confidence and authority. We further analyze how the normalization of chatbot-mediated interaction alters patterns of work, learning, and decision-making, contributing to deskilling, homogenization of knowledge, and shifting expectations of expertise. Finally, we examine broader societal effects, including labor displacement, concentration of economic power, and increased environmental costs driven by sustained investment in large-scale chatbot infrastructures. While acknowledging legitimate benefits, we argue that the current trajectory of AI development reflects specific value choices that prioritize conversational generality over domain specificity, accountability, and long-term social sustainability. We conclude by outlining alternative directions for AI development and governance that move beyond one-size-fits-all chatbots, emphasizing pluralistic system design, task-specific tools, and institutional safeguards to mitigate social and economic harm.
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