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Build a Reliable Streaming Chat UI

Last updated: May 11, 2026

Quick Overview

This question evaluates understanding of real-time front-end architecture and state management in React, focusing on transient streaming state, concurrency control, UI consistency during tokenized updates, and the appropriate use of hooks such as useRef versus useState in the Software Engineering Fundamentals domain.

  • hard
  • OpenAI
  • Software Engineering Fundamentals
  • Software Engineer

Build a Reliable Streaming Chat UI

Company: OpenAI

Role: Software Engineer

Category: Software Engineering Fundamentals

Difficulty: hard

Interview Round: HR Screen

You are building a React-based chat interface where responses stream into the UI token by token in real time. Before writing code, explain how you would approach building the feature. In your answer, cover: - What architecture and data flow you would use for live updates. - Two pieces of state that exist only while a stream is active and should be cleaned up after the stream finishes. - How to manage React state so streamed tokens do not flicker or overwrite existing content. - What can go wrong if multiple responses stream at the same time. - How to prevent race conditions between concurrent streams. - When you would use `useRef` versus `useState` in this scenario.

Quick Answer: This question evaluates understanding of real-time front-end architecture and state management in React, focusing on transient streaming state, concurrency control, UI consistency during tokenized updates, and the appropriate use of hooks such as useRef versus useState in the Software Engineering Fundamentals domain.

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OpenAI logo
OpenAI
Apr 4, 2026, 12:00 AM
Software Engineer
HR Screen
Software Engineering Fundamentals
0
0

You are building a React-based chat interface where responses stream into the UI token by token in real time.

Before writing code, explain how you would approach building the feature. In your answer, cover:

  • What architecture and data flow you would use for live updates.
  • Two pieces of state that exist only while a stream is active and should be cleaned up after the stream finishes.
  • How to manage React state so streamed tokens do not flicker or overwrite existing content.
  • What can go wrong if multiple responses stream at the same time.
  • How to prevent race conditions between concurrent streams.
  • When you would use useRef versus useState in this scenario.

Solution

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