---
title: "Generate & Stream Your First Tokens"
description: "Generate your first tokens with Hugging Face transformers, see why sampled output varies between runs, stream tokens as they arrive, and time it honestly."
canonical_url: "https://fanout.sh/inference-eng/curriculum/01-03"
md_url: "https://fanout.sh/inference-eng/curriculum/01-03.md"
access: "public"
---

# Generate & Stream Your First Tokens

Generate your first tokens with Hugging Face transformers, see why sampled output varies between runs, stream tokens as they arrive, and time it honestly.

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