Unverified50% confidenceFactExact time
A standard large language model typically takes several seconds to complete one inference, making it nearly unusable in real-time scenarios that require millisecond-level responses.
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50%
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Long-term
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9/30/2026
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VerifiedA single LLM inference call can easily take hundreds of milliseconds or even seconds, whereas the execution time of deterministic code is typically at the microsecond level.77% similarUnverified对于BERT-base模型推理会话初始化通常耗时数百毫秒，重复执行会使延迟增加1-2个数量级77% similarUnverifiedReasoning models need to think before outputting, and TTFT calculated by the classic definition can be as long as several seconds or even require users to wait 5–30 seconds to see the first meaningful output, even when the model is functioning normally.75% similarUnverifiedThe construction of the state machine (the automaton induction process) takes only milliseconds.74% similarUnverifiedThe method operates at inference time, requires no model retraining, can run in real time, and has a 95th-percentile decision latency below 61 milliseconds, which falls within the 80-millisecond single-frame budget.73% similar
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