Mistake Notebook Learning: Batch-Clustered Failures for Training-Free Agent Adaptation

Xuanbo Su, Yingfang Zhang, Hao Luo +2

With the growing adoption of Large Language Model (LLM) agents in persistent, real-world roles, they naturally encounter continuous streams of tasks and inevitable failures. A key…