OpenAI makes changes to ‘opportunistic and sloppy’ Pentagon deal

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As social media companies seek to remove underage users from its platforms, or enlist the help of AI to search for censored content, the companies will have a hard time ensuring they can accurately remove access to anyone that is under a certain age. (Boeldt even referenced platforms like Instagram and TikTok that monitor language and how children have already found loopholes, using “PDF files” or “unaliving,” and creating new vocabulary that renders those censors useless: Children are savvy, after all.)

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.

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