Don't Forget What You Just Learned: Self-Directed Repair Turns Agent Mistakes Into Lasting Lessons
Self-Direction is introduced, a mechanism for agents to learn from mistakes that combines the benefits of temporary in-context retries and policy updates and reduces repeated mistakes across future encounters of a task, nearly doubling the reliability of an agent's corrections.
Yuval Kansal, Karen Ullrich, Polina Kirichenko et al.
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