<em>Perspective</em>: Multi-shot LLMs are useful for literature summaries, but humans should remain in the loop

· · 来源:tutorial资讯

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A production voice agent cannot be built as STT → LLM → TTS as three sequential steps. The agent turn must be a streaming pipeline: LLM tokens flow into TTS as soon as they arrive, and audio frames flow to the phone immediately. The goal is to never unnecessarily block generation. Anything that waits for a full response before moving on is wasting time.