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.
Transforms can be stateless or stateful. A stateless transform is just a function that takes chunks and returns transformed chunks:
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Он отметил, что почти все машины, ввезенные в этом году, оформлялись на физических лиц.。业内人士推荐体育直播作为进阶阅读
without requiring changes to Python’s grammar;，更多细节参见体育直播
США впервые ударили по Ирану ракетой PrSM. Что о ней известно и почему ее назвали «уничтожителем» российских С-400?20:16