FREE LEARNING

Learn AI.

Hands-on ways to understand what AI can do for your business — and what it really costs.

💡 Concepts made simple

How AI actually works.

Short visual explainers on the ideas behind the tools — no maths, and every animation can be replayed.

EXPLAINER · 9 MIN

What is an agent harness?

Everyone argues about which model is best. Almost every agent that fails in production fails in the scaffolding around it. The six parts of that scaffolding, one at a time, with animation.

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EXPLAINER · 7 MIN

Why AI forgets

Every chatbot sits on a model that remembers nothing. Six short animations show how Claude, Claude Code and ChatGPT fake remembering — and what that means for cost and accuracy.

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More explainers on the way

New concepts land here as we write them.

🧰 Tools

Try the numbers yourself.

Interactive tools you can play with — change any input and see the result instantly. Nothing to install, nothing to sign up for.

CALCULATOR

Token economics

What does an AI support conversation actually cost? Compare models side by side, and see why long chats get expensive when every reply resends the whole history.

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VISUALIZER

Tokenization visualizer

AI doesn't read words — it reads tokens. Type any sentence and watch it get split into tokens step by step, the same way most AI models learn their vocabulary.

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EXPLORER

Embedding projector

AI stores meaning as position. Every word becomes a point in space, and words with similar meanings land close together. Search for “doctor” and see which words sit nearest to it.

Built by Google’s TensorFlow team · opens in a new tab

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More tools on the way

New tools land here as we build them.