AINeutralarXiv – CS AI · 15h ago6/10
🧠
Reliability and Effectiveness of Autonomous AI Agents in Supply Chain Management
Researchers demonstrate that autonomous AI agents can exceed human performance in supply chain management using the MIT Beer Game, yet reveal critical reliability issues including 'agent bullwhip'—amplified decision instability across multi-level systems. A reinforcement learning framework using Group Relative Policy Optimization successfully mitigates this instability and improves reliability.