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

arXiv:2610.33029v1 Announce Type: cross 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 synt