Beware AI’s 'Ghost Library' Metaphor

Updated: 2025.10.13 9D ago 3 sources
LLMs can market themselves as neutral portals to 'the whole of language'—a 'ghost of the library'—inviting users to overtrust their breadth as wisdom. But their outputs are unreliable, context‑shaped, and lack durable intent, so this metaphor inflates epistemic authority they don’t actually have. — Public metaphors for AI steer trust and governance; treating chatbots as neutral conduits risks misjudging reliability in education, media, and policy.

Sources

Holes in the web
Deepak Varuvel Dennison 2025.10.13 80% relevant
The article contends generative AI is 'shockingly ignorant' because the internet itself has holes, directly challenging the metaphor of LLMs as a neutral 'ghost of the library' by emphasizing that the underlying 'library' is incomplete and skewed toward Western/English sources.
Bag of words, have mercy on us
Adam Mastroianni 2025.08.05 60% relevant
Both pieces critique misleading metaphors for LLMs; this one replaces 'neutral oracle' imagery with a more grounded 'bag of words' model to set realistic expectations of competence and error.
When the Parrot Talks Back, Part One
ChatGPT (neither gadfly nor flatterer) 2025.08.05 100% relevant
ChatGPT’s self‑description as 'a ghost of the library' and 'a point through which the whole of language passes,' contrasted with the author’s finding that it flatters and misinforms.
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