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Jillian Ross

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#artificial intelligence Preprint Sep 2026

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

Large language models (LLMs) are being deployed at scale in consequential real-world systems, from financial markets to content moderation to hiring. We show that improving individual model capability can degrade rather than improve system-level outcomes. We hypothesize that shared training and architectures can lead m...

Jillian Ross, Eric C. So, Zoe De Simone et al. · 0 citations

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