Not sure if there is formal arXiv paper to be released other than this long form Goodfire AI blog post (love the animations!), but if what Nick demonstrated/observed were indeed true, this will resolve the Super intelligence alignment issues that p(doom)-ers have been crying aloud in the past few years.

The most iconic line was the last sentence:

   a bitter lesson for interpretability: the simple thing, at absurd scale, works

Also, I suspect what Nick hinted at, might be the discovery of earliest RSI work.

   with modern agentic tools and a much closer look, the picture looks totally different.