Tokens

How a model reads your words

Models don't see letters or whole words — they see tokens. Type something and watch it split.

AI␣Together␣Summit␣is␣coming␣to␣Charlotte␣in␣October␣2026.

15 tokens · 58 characters · ␣ marks a leading space (approximate — real models use learned BPE)

Prediction

How an LLM writes: one token at a time

A model doesn't plan a whole sentence — it predicts a likely next token, adds it, and repeats. Step through it:

The best way to keep up with AI is to

␣learn41%
␣get23%
␣stay19%
␣build17%
Images & video

How AI paints from noise

Image models don't “draw.” They start from random noise and remove a little each step — steered by your words — until a picture appears. Step through it:

Prompta neon Charlotte skyline at night, reflections on wet streets, cinematic

step 0 / 6 · denoising — 100% noise remaining

Tool calling

How AI does real work: calling tools

A model can't look up live data or take actions on its own. It asks for a tool — your code runs it and hands back the result — then it answers. That loop is what turns a chatbot into an agent.

You

How many VIP tickets are left?

Voice

How AI hears you — and talks back

Talking to AI is really three steps in a row: turn your speech into text, let the model answer, then turn that answer back into speech. Newer models fuse them so it feels like a real conversation.

  1. You speak
  2. Speech-to-text
  3. The model answers
  4. Text-to-speech

The tools you'll get hands-on with

AgentsSoftware that acts on a goal
ImageText becomes art, instantly
VideoA prompt becomes a scene
VoiceReal-time, natural speech
CodeAI that ships software
RoboticsAI that moves in the world

That's the intuition. Go deeper — hands-on — across two days at the Summit.