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10 free tools · No login needed

AI concepts, made to touch.

Reading about tokens and context windows only gets you so far. Play with them instead — type, drag, and watch the concept click. Trusted by 350K+ learners on explainx.ai.

Tokenizer Playground

Tokenizer Playground

Type anything and watch it split into tokens live — the units LLMs actually read and get billed for.

Try it →
Context Window Visualizer

Context Window Visualizer

See how much of a model's context window your text fills up, and what happens when you run out of room.

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FROG in a Bowl Prompt Builder

FROG in a Bowl Prompt Builder

Fill in Format, Role, Objective, Goal, and Context — get a copy-ready structured prompt in seconds.

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Machine Learning Types

Machine Learning Types

Three tiny games show what supervised, unsupervised, and reinforcement learning actually mean.

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Neural Network Playground

Neural Network Playground

Drag two sliders and watch a real, tiny neural network turn them into a decision, live.

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Generative AI Playground

Generative AI Playground

Watch AI write one word at a time by predicting what's most likely to come next.

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RAG Playground

RAG Playground

Ask a question, watch notes get retrieved, then see a grounded answer versus a hallucination.

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Embedding Map

Embedding Map

Click two words and see why similar meanings sit near each other — the idea behind vector search.

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Attention Visualizer

Attention Visualizer

Click a word and see which others a toy transformer looks at — including the classic “it” puzzle.

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Prompt Injection Lab

Prompt Injection Lab

Watch a pasted email try to override a support agent, then flip a switch that treats it as data.

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Frequently asked questions

Do I need an account to use these tools?+

No. Every tool under /practice runs entirely in your browser, with no login, signup, or data collection. Nothing you type is saved or sent to a server.

Are these tools free?+

Yes, all of them, permanently. They're built to make abstract AI concepts — like tokens and context windows — concrete by letting you experiment directly instead of just reading about them.

Will more practice tools be added?+

Yes. This page will grow with more hands-on tools for AI concepts. Each one pairs an interactive playground with a short, linked explainer article for anyone who wants the deeper background. Newest: RAG, embeddings, attention, and prompt injection.