Arithmetic Without Numbers – How LLMs Do Math (alvaro-videla.com) AI

The article explains how large language models can produce exact arithmetic despite having no human-style “variables” or scratch space, by describing internal mechanisms like residual streams, attention, and next-token generation—then discusses experiments showing how numeric continuations fail at carry boundaries due to token/chunk coordination limits.