In this episode of the Neo4j podcast, hosts Jennifer R. and Jason K. are joined by Leann Chen, a developer advocate at Diffbot, to discuss knowledge graphs and their applications. Leann explains Diffbot’s technology, which extracts and structures web data into the largest knowledge graph on Earth. She shares her journey into the world of knowledge graphs, inspired by articles and projects that visualize relationships in data. Leann emphasizes the importance of knowledge graphs in enhancing the accuracy and explainability of LLM-based applications. The conversation also touches on tools and resources for working with knowledge graphs, such as Neo4j, Langchain, and Diffbot’s graph transformer. The episode highlights the NODES 2024 call for proposals, encouraging listeners to submit their graph-related projects and experiences. Leann shares insights on creating engaging content and the iterative process of video production. The hosts and Leann provide tips for submitting conference proposals and emphasize the value of sharing experiences to contribute to the collective understanding of AI and knowledge graphs.