Artificial intelligence, conceptions of distillation and the reframing of reasoning

This article, which takes a specific example in order to look at how concepts shape developments in AI models, claims that the deployment of the concept of distillation is facilitating a particular reframing of reasoning within artificial intelligence. The concept of distillation is circulating through AI development cultures and has taken certain shape in recent developments. The launch of DeepSeek-R1 reasoning model represents a pivotal and potentially disruptive moment in the direction of AI. This article explores how the concept of distillation has been central to its framing and impact, and how that concept will continue to shape AI into the future. Through a close reading of the research paper that accompanied the launch of DeepSeek-R1, this article looks at how distillation, as an existing idea within AI research, is reanimated as a concept. The article explores the way in which distillation is involved in the advancement of what we have called here power without scale. We then look directly at how distillation is applied to reframe reasoning, before then looking at how measures and benchmarking of reasoning are established in order to validate the transformative effect of distillation in AI models. The article deals with the role of the concept of distillation in shaping perceptions, infrastructures, planning and expectations of AI.