The Neo4j community is actively engaging in various events and conferences, including NODES 2024, where a call for papers closes on June 15. Upcoming events include livestreams, meetups, and webinars, showcasing the versatility of graph databases like Neo4j. Featured community member Jonathan Looi will share insights into using Neo4j for cyber threat detection within cloud environments at NODES 2024. Additionally, Llamaindex introduces a new Property Graph Index feature, enabling more flexible knowledge graph construction and querying. The Graph Data Science plugin is also highlighted, allowing users to uncover malicious threat actor behavior in cybersecurity applications. Furthermore, Semantic Search techniques using Neo4j GDS can enhance document retrieval in RAG applications, while an introduction to Neo4j provides a basic understanding of its capabilities for data modeling and querying. Entity resolution with knowledge graphs improves data accuracy and clarity, and Qdrant's integration with APOC procedures brings advanced vector search capabilities to graph database applications.