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Serving

Streaming

What is streaming?

Streaming returns output tokens as they are generated rather than waiting for the complete response. It does not make generation faster; it makes the wait feel much shorter by replacing one long silence with immediate, continuous feedback.

The perceptual difference is large. A five-second wait for a complete answer feels slow; the same answer streaming from half a second feels immediate, even though the last token arrives at the same moment.

It complicates anything that needs the whole response before acting — validation, moderation, structured parsing. Those either buffer, giving up the benefit, or operate incrementally.

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