In this week's edition of This Week in Neo4j, the focus is on Knowledge Graphs and how they work, with a deep dive into their concept and organization. The team also explores how to start with Neo4j, learn about retrieving info from graphs, embeddings for chatbots, and analyzing Q1 earnings from PepsiCo. Additionally, there's an opportunity to join the Neo4j User Research panel, where participants can share their experiences and influence future products. Upcoming events include a livestream on Cognitive Sciences and Dynamic GraphRAG, meetups in London and other locations, and the registration for Nodes 2024 is now open. The community also features José Domínguez, Co-Founder of Blar, who presented on graph-powered code debugging with GenAI. Furthermore, articles cover Knowledge Graphs, getting started with Neo4j, building a chatbot using graphs and embeddings, and analyzing PepsiCo's Q1 earnings in a knowledge graph.