[R] Don’t Forget What You Just Learned: Self-Directed Repair Turns Agent Mistakes Into Lasting Lessons --- Our paper on making agents fix their own mistakes not just now, but persisting and reusing those lessons for future!
Your AI agent just fixed its own mistake. 🎉 Next session, it makes the exact same one again. 😩 That's how most agents work today. They can recover in the moment by retrying, reflecting, or trying a different approach, but the lesson vanishes when the session ends. Notes in the prompt compete for…
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Timeline · 2 reports
- 2026-10-27 04:00 · arXiv cs.AI
Don't Forget What You Just Learned: Self-Directed Repair Turns Agent Mistakes Into Lasting Lessons - 2026-10-26 18:53 · r/deeplearning
[R] Don’t Forget What You Just Learned: Self-Directed Repair Turns Agent Mistakes Into Lasting Lessons --- Our paper on making agents fix their own mistakes not just now, but persisting and reusing those lessons for future!