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Recent advances in large language models (LLMs) have revived a classical insight of the linguistic turn: language is not merely a vehicle for prior thoughts but a necessary condition for their very formation. This paper develops a Sellarsian–Brandomian account of communicative AI, treating LLMs as self-organising systems whose training dynamics yield stable inferential patterns. On an inferentialist view, semantic content consists in a role within a network of material inferences. I argue that advanced LLMs increasingly instantiate such roles and, under suitable institutional and procedural constraints, can occupy derivative positions in Sellars’ “space of reasons”. Derivative agency in this sense does not attribute consciousness or full moral responsibility, but a functional capacity to undertake and attribute commitments, offer and assess reasons, and revise outputs in response to criticism. The paper first analyses self-organisation in LLMs beyond mere statistical pattern matching. It then reconstructs their inferential practices (deductive, abductive, analogical, and pragmatic) and proposes public criteria for assessing the reliability, transparency, and revisability of their contributions. On this basis, it formulates conditions under which LLM-based systems can legitimately be treated as epistemic contributors or even authorities in scientific and social practices. Finally, the account is tested against prominent sceptical objections (Dreyfus, Chomsky, Bender, Marcus, Mizrahi) as well as recent more optimistic views. Rather than declaring LLMs either knowers or mere “bullshit machines”, the paper argues for a nuanced understanding of their possible roles as new players in our practices of giving and asking for reasons.
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