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arxiv_agent_systems_research · Oct 22, 2026 · paper
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Don't Forget What You Just Learned: Self-Directed Repair Turns Agent Mistakes Into Lasting Lessons
arxiv.orgOct 22, 2026
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In brief
Intelligent agents should learn from their mistakes so that experience leads to continuous improvement. Yet today's agents recover from a mistake only temporarily: in-context reflections are easily forgotten across se...
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