Uncommon Knowledge Social media fragments common knowledge. When different groups consume different news, share different assumptions, and inhabit different epistemic worlds, the recursive structure of common knowledge fails.
Limits of the Transformer Architecture and a QCD-like Alternative The transformer architecture has no physics below the token scale. You cannot ask "what is the next character" if you trained on subword units — the question is literally undefined.
The Transformer as Renormalization Group Flow The forward pass through a transformer implements a Kadanoff-Wilson renormalization group flow, coarse-graining microscopic token representations into stable semantic attractors.
GPT-4 Tuning for Writing Style Here's an example of what you'd get if you asked GPT-4 "Please draft a three paragraph argument in favor of open borders": Paragraph 1: Open borders have long been a subject of contentious debate; however, there are compelling reasons to consider the merits of