Why Better Models Can Create Riskier Systems: Evidence from LLM Agents in Financial Markets

arXiv:2609.04373v1 Announce Type: new Abstract: Large language models LLMs are being deployed at scale in consequential realworld systems, from financial markets to content moderation to hiring. We show that improving individual model capability can degrade rather than improve systemlevel outcomes.