The "Final Boss" of Deep Learning
Despite consuming hundreds of billions of operations per token, current large language models fail at reliable arithmetic and algorithmic reasoning, revealing a fundamental limitation that tool use cannot fix; the path forward requires categorical deep learning to provide the unifying theoretical framework that geometric deep learning cannot.