Unverified50% confidenceFactExact time
Hermes Agent存在Token消耗过高的问题，倾向于'过度思考'，运行大量命令和搜索操作，导致Token消耗较大且响应时间较长
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026
Sources
Hermes Agent部署教程：用Telegram实现手机AI编程工作流
bilibili63号炼金工坊6/11/2026
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UnverifiedAgent交接时传递上下文过多会增加Token消耗和延迟，传递过少则导致接手Agent缺乏关键背景67% similarUnverified长时 Agent 运行时间越长幻觉风险越累积，代码仓库足够大时 Agent 只看 README 或开头几句话，极易产生幻觉64% similarUnverifiedReasoning Effort档位越高，模型可消耗的思考Token上限越大，但延迟和Token成本相应线性乃至超线性增长64% similarUnverifiedToken消耗与用户行为、输入复杂度高度相关，随机性比传统云资源消耗更强，这使AI FinOps面临新挑战64% similarUnverified模型有时会陷入过度思考，在特定任务中产生超过52倍的额外token63% similar
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