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Voice Turns, Barge-In and Playback Buffers

Voice interruption must stop unwanted generation and invalidate queued playback. Track turn identity, bound audio in milliseconds, and distinguish generated, submitted and actually played output.

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LESSONS THAT TEACH THIS

From Model to ServiceCapstone: bound the queue and cancel unused work75 min→

PRACTICE THIS IN REAL QUESTIONS

LLM Inference & ServingYou stream tokens to clients over HTTP. What can go wrong, and how does the server handle each case?→LLM Inference & ServingWhat changes when you serve a vision-language model instead of a text-only one?→LLM Inference & ServingDesign moderation in a streaming inference path without checking text after users have already seen it→Open-Weights Models & Serving EnginesThe open-weights model you are deploying is multimodal. What changes about serving it?→LLM Inference & ServingYour speech model runs faster than real time. Why do users still wait or hear gaps?→Coding for InfraWrite a producer-consumer pipeline with a bounded queue. What are the three bugs that show up in every first attempt?→