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“Two and a half years later, our honest assessment is that some parts of this theory of change have played out as we hoped, but others have not,” Anthropic wrote. Now, its updated policy approaches safety relatively, rather than with strict red lines.

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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.