Learning to Sell: Reinforcement Learning for Strategic Large Language Model Agents in Multi-Product Markets

Autonomous large language model (LLM) agents operating in multi-product markets must make sequential decisions under information asymmetry and resource constraints. We develop a machine learning approach for training such agents to act effectively as sellers in a multi-item bargaining environment, w