Unverified50% confidenceSolutionExact time
Means to prevent and control hallucinated sub-tasks include: performing goal backtracking validation on sub-tasks, introducing external tools to verify executability, and setting upper limits on replanning and loop counts.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedCommon solutions to long-horizon task planning include task graph mechanisms, the ReAct framework with self-correction capabilities, and the introduction of external memory modules.78% similarVerifiedDecomposing tasks into verifiable sub-steps can significantly improve execution reliability and reduce the probability of the model hallucinating74% similarUnverified面对目标漂移应强化任务锚定，面对状态漂移应频繁重新观测真实环境，面对策略漂移应引入循环检测和策略切换机制73% similarUnverifiedMeasures to mitigate multi-agent error propagation include introducing human review at critical nodes, establishing inter-agent verification mechanisms, and limiting the granularity of tasks executed autonomously in a single run.72% similarUnverified异步HITL模式面临幂等性保证挑战，系统需通过唯一任务ID和状态机校验防止重复执行71% similar
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