Unverified50% confidenceFactExact time
Long-horizon workflows refer to complex tasks that require a model to complete over an extended time span across multiple steps and tool calls.
1
Sources
50%
Confidence
Long-term
Relevance
10/21/2026
First Seen
Sources
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Related Claims
UnverifiedA long-chain task is a complex task requiring multiple consecutive steps, where each step depends on the result of the previous one and errors are very likely along the way; its difficulty lies in error accumulation.76% similarUnverified长周期任务要求系统将数十乃至数百步子动作正确排序执行，工业界和学术界普遍采用分层架构应对（高层规划器分解目标，底层控制器执行动作）75% similarUnverifiedIn classic paradigms such as ReAct, tool-call decisions are made by the same large model, and when the task chain is long the loop can run dozens to hundreds of rounds, with latency and cost accumulating linearly.74% similarUnverifiedEach step of the iterative loop consumes API call quota for the large model, and costs can accumulate quickly for complex tasks.74% similarUnverifiedA well-designed asynchronous architecture can compress overall task completion time from the sum of serial wait times down to approximately the duration of the single longest step.72% similar
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