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ResearchOctober 23, 2026

Feedback That Backfires in Games: Do LLM Players Repeat the Move They Just Watched Fail?

arXiv:2610.30205v1 Announce Type: new Abstract: When an LLM agent's move fails, the harness writes the move and the failure message into the transcript and asks again. In tool calling, this record makes small models more likely to repeat the failed action. We test whether the…

Esmail Gumaan·arXiv — cs.AI
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Key Takeaways
  • 01.arXiv:2610.30205v1 Announce Type: new Abstract: When an LLM agent's move fails, the harness writes the move and the failure message into the transcript and asks again
  • 02.In tool calling, this record makes small models more likely to repeat the failed action
  • 03.We test whether the…

This material is provided as an extended analytical summary.

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