Every LLM product streams, and almost nobody can write the server. The interesting part is not the async generator, it is what happens when the user hits stop, the provider dies at token 90, or moderation flags text you have already put on the screen.
Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.
Every LLM product streams, and almost nobody can write the server. The interesting part is not the async generator, it is what happens when the user hits stop, the provider dies at token 90, or moderation flags text you have already put on the screen.
No lesson covers this question directly yet. These teach the surrounding topic from the beginning.
No comments yet — be the first to share your approach.
