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Game over. AGI is not imminent, and LLMs are not the royal road to getting there.

First slowly, and then all at once, dreams of LLMs bringing us to the cusp of AGI have fallen apart. The last few months have been devastating:• June, 2025: the Apple reasoning paper confirmed that even with “reasoning”, LLMs still can’t solve distribution shift, the core Achille’s heel in neural networks that I have been writing about for nearly 30 years. Several other papers, include the ASU “Mirage“ paper quickly extended this finding.• August, 2025: GPT-5 came late and fell short. • Septembe...

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