“Repeat Your Self - XLarge)” — what this page in the network covers. Brain surgery on Artificial minds A basement neuroscientist (@dnhkng on x) turned AI surgeon discovered Transformers have real “brain anatomy” early layers translate, late layers decode, middle layers do pure reasoning in a universal thought-space By scanning thousands of layer-duplication configs on two RTX 4090s, he found the perfect 7-layer reasoning circuit. He copied it once, stitched it back in, and the model suddenly thought deeper No new knowledge added.
#1 on the leaderboard, pure out-of-sample gains, and the start of a new way to upgrade LLMs: gentle silicon brain surgery The full version stays on the original page, which this listing opens directly.