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Lessons from Luck: Do LLM-Written Lessons Carry Chance into an Agent's Next Decision?

This story is from 2026-10-27. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2610.33029v1 Announce Type: new Abstract: Self-improving agents write lessons from the outcomes of their runs; when outcomes are noisy, a lesson can carry chance into later decisions. We measure one link of this chain in a registered study. In 256 synthetic worlds, each a recurring task with…

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  1. 2026-10-27 04:00 · arXiv cs.LG
    Lessons from Luck: Do LLM-Written Lessons Carry Chance into an Agent's Next Decision?

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