# I Turned Structured Output Into a Game 🎮

**Published:** October 13, 2026
**Author:** Hugging Face
**Source:** YouTube — Hugging Face
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/i-turned-structured-output-into-a-game

The model’s top prediction can still break the rules. I built Token Arcade to make structured output and constrained decoding easier to understand: see the next-token probabilities, pick a card, and find out whether it’s allowed. Watch a capital letter break the “heads or tails”…

> From the original source: **YouTube — Hugging Face**
> [Read full article at YouTube — Hugging Face](https://www.youtube.com/shorts/LNy__Ge8OLQ)

**Tags:** #Hugging Face #YouTube

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*AI Qazaqstan — non-commercial informational portal about AI in Kazakhstan. Machine translations and summaries are AI-generated.*