This is the story of how two strange observations, a homebrew “brain scanner” for Transformers, and months of hacking in a basement led to the discovery of what I call LLM Neuroanatomy, and a finding about the internal structure of AI that still hasn’t been published until now *.
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This work builds on impressive projects and ideas. Gaëtan Gilbert made rocq-lean-import, and Benjamin Pierce wrote the Software Foundations textbooks to educate generations of PL students. Kaiyu Yang and Quinn Dougherty generously provided hard problems from VerinaBench and FVAPPS, respectively, for our time horizon baseline. Thomas Kwa helped us understand the METR result methodology.
Bill Farren-Price, senior research fellow at the Oxford Institute for Energy Studies, told the BBC's Today programme that markets had already expected the IEA oil reserves release so had "priced it in".