Transformers in Practice

The Batch / 5/13/2026

💬 OpinionIdeas & Deep AnalysisTools & Practical Usage

Key Points

  • The article explains how transformer-based models generate text by producing output one token at a time.
  • It connects the token-by-token generation process to observed model behaviors, helping readers build intuition for why transformers act the way they do.
  • The focus is on practical understanding of text generation mechanisms rather than on deploying or releasing any new technology.

Understand text generation: see how transformers produce output one token at a time, and why that explains so much about their behavior.