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Day 12: ⚡ Streaming Responses — Make AI Replies Feel Instant in Java | by Somya Golchha | May, 2025

softbliss by softbliss
May 17, 2025
in Machine Learning
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Somya Golchha

Learn how to stream responses from OpenAI in real time and implement it using Java. Deliver faster, interactive AI user experiences with Spring Boot or backend APIs.

📌 Part of the 30 Days of AI + Java Tips — daily concepts to build smarter, smoother AI apps.

By default, when you call an AI API like OpenAI’s chat/completions, the entire response is returned only after it’s fully generated.

That works fine for small messages — but for longer outputs, this delay:

  • Hurts user experience
  • Feels sluggish and slow
  • Breaks “conversation-like” flow

🧠 Streaming fixes this.
It lets the model send back data token by token, so your app can show the answer as it’s being typed — just like ChatGPT.

When you pass "stream": true in your API request, OpenAI responds with a server-sent events (SSE) stream.

That means your app receives:

  • A series of data: chunks
  • Each containing partial output tokens

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