分析AI开放生态如何影响全球价值链中的权力与治理。
Openness in AI and downstream governance: A global value chain approach
- 将AI开放视为企业间关系,用价值链理论解析其运作机制。
- 指出大厂通过外包基础模型控制下游治理,形成新权力结构。
- 适合关注AI产业权力分布与技术扩散的研究者阅读。
AI的快速发展使其成为投资热点,并可能对经济产生颠覆性影响。现有研究将其与数据权力和平台资本主义关联,认为权力和价值集中于少数‘大科技’企业。与此同时,AI领域的开放趋势(如开源、免费提供)也迅速兴起,催生了包含大量资本投入的开放模型、数据集与工具链生态系统。这引发疑问:开放资源能否促进技术转移与后发追赶?本文通过将AI开放概念化为一种独特的跨企业关系,引入价值链分析框架,探讨基础模型在价值链中的外包现象及其下游治理模式。该研究扩展了此前对AI价值链的描绘,构建起连接基础AI与下游链条的分析框架,深化了对AI作为生产性产业的理解。尽管仍批判头部企业的主导权,但开放可能因全球科技领导权竞争而带来潜在溢出效应。
原文摘要 · Abstract (English)
The rise of AI has been rapid, becoming a leading sector for investment and promising disruptive impacts across the economy. Within the critical analysis of the economic impacts, AI has been aligned to the critical literature on data power and platform capitalism - further concentrating power and value capture amongst a small number of "big tech" leaders. The equally rapid rise of openness in AI (here taken to be claims made by AI firms about openness, "open source" and free provision) signals an interesting development. It highlights an emerging ecosystem of open AI models, datasets and toolchains, involving massive capital investment. It poses questions as to whether open resources can support technological transfer and the ability for catch-up, even in the face of AI industry power. This work seeks to add conceptual clarity to these debates by conceptualising openness in AI as a unique type of interfirm relation and therefore amenable to value chain analysis. This approach then allows consideration of the capitalist dynamics of "outsourcing" of foundational firms in value chains, and consequently the types of governance and control that might emerge downstream as AI is adopted. This work, therefore, extends previous mapping of AI value chains to build a framework which links foundational AI with downstream value chains. Overall, this work extends our understanding of AI as a productive sector. While the work remains critical of the power of leading AI firms, openness in AI may lead to potential spillovers stemming from the intense competition for global technological leadership in AI.
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