The Collaboration Paradox: Why Generative AI Requires Both Strategic Intelligence and Operational Stability in Supply Chain Management

Research reveals a 'collaboration paradox' where AI agents using Large Language Models in supply chain management perform worse than non-AI baselines due to inventory hoarding behavior. The study proposes a two-layer solution combining high-level AI policy-setting with low-level collaborative execution protocols to achieve operational stability.