分析大语言模型代理在执行超过三到四步的长程任务时为何会失败。

测试调试📅 2026/04/16
来源@xwang2775
#开发者#GitHub#低风险#手动触发#半自动#代码仓库#报告#测试
展示多步具身任务序列中大语言模型代理失败节点的示意图
Do you know how your OpenClaw agent fails?
The Long-Horizon Task Mirage?

LLM agents seem capable… until tasks get long.
Even extending a few steps can break them. In embodied tasks, 3–4 steps already fail.

Real-world failures are happening.
But we still don’t understand why.🤔 https://t.co/kVejvDT98r