Unverified50% confidencePredictionExact time
As Agent autonomy increases and per-task calls grow, absolute Token usage will inevitably rise, but as long as task completion grows faster, cost per delivery will actually decline.
1
Sources
50%
Confidence
Long-term
Relevance
11/2/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn multi-Agent scenarios, an increase in the number of Agents makes tokens grow combinatorially, and because requests are highly asynchronous and vary in length, GPU utilization is often lower than in batch inference, further raising the actual compute cost per task.77% similarUnverified智能体工作流大量部署后，Token使用量和推理需求会显著增加，单次调用效率提升可能赶不上任务规模扩大的速度75% similarUnverifiedIf cost per delivery keeps climbing, it indicates the presence of ineffective loops or that task difficulty exceeds the Agent's capabilities—this is the signal that truly warrants investigation.75% similarUnverifiedTask granularity refers to the size of the subtasks split off for the agent: the finer the granularity, the easier each step's output is to verify and the more precise the error localization, but splitting overhead and the risk of losing context rise; too coarse a granularity makes verification difficult and rework costly.74% similarUnverifiedWhen a model improves substantially on certain tasks while remaining flat on others, the composite index averages out the changes and fails to reflect real task-level capability differences.73% similar
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