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Next-Word Machine

Every impressive AI answer is generated the same humble way: probabilities over the next word, pick one, repeat. Here you get to BE the model — watch the distribution, turn the temperature dial, and feel why low temperature is reliable-but-boring and high temperature is creative-but-chaotic.

You are the sampler

Build a sentence like an LLM does

A language model writes one word at a time: look at the text so far, get a probability for every possible next word, pick one, repeat. Do it yourself below.

My favorite Filipino food is

0.1 · play it safe 2.0 · get weird

The word options here are hand-written, but the temperature math is the real formula (each probability is raised to 1/T and renormalized). A real model does exactly this — over a vocabulary of ~100,000 tokens, at every single word. More in What Is AI, Actually?

The model's next-word probabilities

tap a bar to pick manually

At temperature 1.0 you see the model's honest probabilities. Slide down and the favorite dominates; slide up and the long shots get their chance.

Want the “why” behind this tool?

Tools build the reflex; the guide builds the understanding. They're better together.