MACS: A Hybrid Multi-Agent Framework for Reliable Conversational E-Commerce Recommendation

Juli Huang, Hannah Clay, Sajjad Beygi +3

Conversational recommendation for e-commerce is increasingly mediated by large language models (LLMs), yet many real-world deployments operate under a stricter requirement: recomme…