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Chatbots like ChatGPT have come under scrutiny as of late for the lack of guardrails their companies have in place to prevent acts of violence or self-harm. Recently, chatbots have given advice on how to build bombs or even engage in scenarios of full-on nuclear fallout.，推荐阅读heLLoword翻译官方下载获取更多信息
In voice systems, receiving the first LLM token is the moment the entire pipeline can begin moving. The TTFT accounts for more than half of the total latency, so choosing a latency-optimised inference setup like Groq made the biggest difference. Model size also seems to matter: larger models may be required for some complex use cases, but they also impose a latency cost that's very noticeable in conversational settings. The right model depends on the job, but TTFT is the metric that actually matters.
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