MACS: A Hybrid Multi-Agent Framework for Reliable Conversational E-Commerce Recommendation
arXiv:2608.14068v1 Announce Type: cross Abstract: Conversational recommendation for e-commerce is increasingly mediated by large language models (LLMs), yet many real-world deployments operate under a