# Your AI Chat Will Break in Production: 3 Lifecycle Bugs Nobody Warns You About

Page: https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125/your-ai-chat-will-break-in-production-3-lifecycle-bugs-nobody-warns-you-about
Text version: https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125/your-ai-chat-will-break-in-production-3-lifecycle-bugs-nobody-warns-you-about.md
Podcast: [Programming Tech Brief By HackerNoon](https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125)
Published: 2026-06-06T16:00:37+00:00
Episode link: https://share.transistor.fm/s/35ff9916
Audio file: https://media.transistor.fm/35ff9916/e0a00114.mp3
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JSON: https://stenobird.com/v1/public/podcasts/programming-tech-brief-by-hackernoon-6364125/episodes/your-ai-chat-will-break-in-production-3-lifecycle-bugs-nobody-warns-you-about
Duration seconds: 832

## Resource

This story was originally published on HackerNoon at: https://hackernoon.com/your-ai-chat-will-break-in-production-3-lifecycle-bugs-nobody-warns-you-about . Your AI chat works in dev and breaks in prod. Three React lifecycle bugs in LLM streaming — stale closures, lost tokens, background kills — and how to fix them Check more stories related to programming at: https://hackernoon.com/c/programming . You can also check exclusive content about #react , #react-native , #llm , #streaming , #ai-streaming , #websocket-chat , #stream-lifecycle , #mobile-streaming , and more. This story was written by: @alexrixten . Learn more about this writer by checking @alexrixten's about page, and for more stories, please visit hackernoon.com . TL;DR: A stream and React are two different lifecycles — fail to sync them and your AI chat breaks silently in prod. Three fixes: (1) Stream Identity — unique ID per stream, every callback checks if it's still current; (2) Explicit Cleanup — close the connection, mark the chat stale, force-fetch on return; (3) Resume, not restart — pick the stream up from a sequence cursor instead of regenerating. Underlying rule: push-based data shouldn't live in React state directly.

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