Why it matters
Guided generation enables structured output. Understanding shapes reliable JSON.
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The architecture
Compute valid tokens per step.
Mask invalid.
Sample from valid.
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How it works end to end
Outlines: FSM / regex.
LMQL: query language.
XGrammar: production speed.
Provider APIs support increasingly.