解析企业开源AI的动机,揭示其背后的社会、经济与技术驱动力。
Why Companies "Democratise" Artificial Intelligence: The Case of Open Source Software Donations
- 构建了企业开源AI的个人与组织级激励分类体系。
- 发现治理权开放是吸引贡献者、降本增效的关键结构性手段。
- 适合关注企业开源策略与AI生态建设的研究者与从业者阅读。
企业在将人工智能开源软件(OSS)捐赠给非营利基金会或发布AI模型时,常宣称旨在‘民主化’AI,但这一术语的真实含义及其背后的商业动因尚不清晰。随着AI对社会和经济的影响日益显著,理解这些举措背后的商业动机对于确保其服务于更广泛利益至关重要。本文采用混合方法研究了43项捐赠至Linux基金会的AI OSS案例,提出了个体与组织层面的社会、经济与技术激励分类体系。特别指出,将OSS项目治理权从单一公司转移至开放治理,是实现吸引外部贡献者、降低开发成本、影响行业标准等下游目标的结构性推手。此外,企业内部开发者常是推动开源的核心力量,凸显自下而上的激励作用。该分类体系为分析其他AI民主化行为(如模型发布)提供了框架与工具。文章最后探讨了未来研究方向。
原文摘要 · Abstract (English)
Companies claim to "democratise" artificial intelligence (AI) when they donate AI open source software (OSS) to non-profit foundations or release AI models, among others, but what does this term mean and why do they do it? As the impact of AI on society and the economy grows, understanding the commercial incentives behind AI democratisation efforts is crucial for ensuring these efforts serve broader interests beyond commercial agendas. Towards this end, this study employs a mixed-methods approach to investigate commercial incentives for 43 AI OSS donations to the Linux Foundation. It makes contributions to both research and practice. It contributes a taxonomy of both individual and organisational social, economic, and technological incentives for AI democratisation. In particular, it highlights the role of democratising the governance and control rights of an OSS project (i.e., from one company to open governance) as a structural enabler for downstream goals, such as attracting external contributors, reducing development costs, and influencing industry standards, among others. Furthermore, OSS donations are often championed by individual developers within companies, highlighting the importance of the bottom-up incentives for AI democratisation. The taxonomy provides a framework and toolkit for discerning incentives for other AI democratisation efforts, such as the release of AI models. The paper concludes with a discussion of future research directions.
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