C.W.K.
Stream
Lesson 01 of 06 · published

Why Streaming Matters

~22 min · streaming, ux, ttfb

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Streaming transforms the user experience by delivering tokens as they're generated. Instead of waiting 5-10 seconds for a complete response, users see the first token within 200-500ms — a dramatic improvement in perceived performance.

Key Benefits

  • Time-to-first-token (TTFT) — Users see output almost immediately, reducing perceived latency by 80-90%.
  • Progressive disclosure — Content unfolds naturally, like reading someone's thoughts in real-time.
  • Cancel early — Users can stop generation if the response is going off-track, saving tokens and money.
  • UI responsiveness — The interface feels alive and responsive rather than frozen.

Both the Chat Completions and Responses APIs support streaming, but they use different formats. Chat Completions uses flat data: lines with delta objects. The Responses API uses typed semantic events with event: and data: fields.

External links

Exercise

For 5 prompts of varying lengths, measure TTFT and total wall-time both with and without streaming. Make a 2x5 table. The takeaway should land in your bones, not your slides.

Progress

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