DeepMind's Andrew Lampinen defends anthropomorphic metaphors for describing AI
AndrewLampinen · x · 2026-10-10
Researcher Andrew Lampinen published In defense of metaphor on Substack, pushing back against warnings that anthropomorphic AI language misleads.
- He starts from the role of metaphor in language and cognition: analogy is arguably a core feature of human intelligence, letting us reason about abstract concepts through familiar concrete ones ("spending time", "attacking an argument").
- Core claim: describing LMs as reasoning or having goals and beliefs clearly meets the bar for useful metaphor — imperfections don't require discarding it, just using it with acknowledged limits.
- He argues that contorting language to avoid human-AI metaphors actively harms understanding, and sketches a middle way for communicating about AI more effectively.
- The piece is a rare methodological reflection on how we should talk about AI, grounded in cognitive science.
Related event: DeepMind researcher defends anthropomorphic metaphors for AI(2 posts)→
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