This week's episode of This Week in Neo4j covers various topics, including Knowledge Graph Construction. The LLM Knowledge Graph Builder has received new features in 2025, which include community summaries, parallel retrievers, and expanded model support for better knowledge graph construction from text. In contrast, Deepseek-R1 7B is compared to Mistral 7B for their effectiveness in generating meaningful graphs and reducing hallucinations. Meanwhile, BloodHound Viewer has been developed as a Chrome extension that enhances the BloodHound Community Edition with additional features such as query history navigation and improved layout controls. Additionally, strategies for managing graph assets in Retrieval-Augmented Generation (RAG) applications are discussed, focusing on optimized schema design, efficient querying, automation, security, and AI integrations. The episode also highlights various upcoming events, including Neo4j Live: Cypher Workbench and Stunning Graph Visualizations with NVL, as well as conferences and meetups in different locations.