How LLMs Generate Text: Tokens, Temperature, and Top-K Sampling

When you ask ChatGPT a question, you’re not watching it think through the problem from start to finish. You’re watching it predict one word at a time, guided by mathematical levers that control how adventurous or cautious those predictions are. Understanding how LLMs generate text means understanding three core mechanisms: tokens (the building blocks), …