Unverified50% confidenceOpinionExact time
In agent scenarios, a single complex task often requires multiple LLM calls chained in series, making control of P99 latency more practically meaningful than average latency.
1
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50%
Confidence
Long-term
Relevance
9/15/2026
First Seen
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Unverified企业级CI/CD场景对AI模型有极高工程要求，P99响应延迟通常需控制在2秒以内，API可用性SLA须达到99.9%以上77% similarUnverifiedAgent tasks require multiple model invocations, and a 12B model on a consumer-grade GPU already takes several seconds per inference, causing the time cost of multi-step tasks to accumulate significantly.71% similarUnverifiedEvery interaction an AI agent has with a large model consumes tokens; a single complex task may trigger dozens of model calls, with each call typically incurring a latency of 1–10 seconds.71% similarUnverifiedTraditional Agents execute tool calls serially, with a single call taking 6–9 seconds, making the user experience unacceptable in high-frequency scenarios.71% similarUnverifiedThe latency requirement for control loops in the industrial robotics field is typically within 10 milliseconds.68% similar
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