At the 2024 Inclusion · Bund Conference, Ant Group shared its latest progress in building knowledge-enhanced professional intelligent agents and launched the research and development achievement of combining knowledge graphs with large models—the Knowledge-Enhanced Large Model Service Framework KAG. This framework, introduced by Liang Lei, head of the knowledge graph at Ant Group, aims to guide decision-making and retrieval through graph logical symbols, significantly improving the precision and logical rigor of decisions in vertical domains.