This week's episode of This Week in Neo4j covers various topics including a GitHub repository on working with Bill of Material for Software, Graph Data Modeling and Vector Search capabilities. Additionally, it highlights upcoming events like NODES 2023 and workshops, as well as features on featured speakers, software bills of material, data modeling, leveraging Large Language Models (LLMs) in graph data science pipelines and efficient semantic search over unstructured text in Neo4j. The episode also includes a tweet from GraphTFT showcasing its latest TFT set.