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A unified theoretical framework showing the fundamental limits of LLMs. Discusses hallucination, context compression, reasoning degradation- rooted in computability, information theory, and learning constraints. Nice read to understand limits in LLMs even under scaling. Very early days, if you think about it. Abs: arxiv. org/abs/2511.12869
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