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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Mayor Zohran Mamdani, a Democrat, played down the fracas earlier this week as a “snowball fight that got out of hand” and suggested he did not think criminal charges were warranted.
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