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A bite-sized tech podcast for busy developers where we’ll briefly cover technical topics, new snippets, and more in short time blocks. Your host, Jennifer Reif, is an avid developer and problem-solver with special interest in data, learning, and all things technology.
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GraphStuff.FM: The Neo4j Graph Database Developer Podcast

Jason Koo, Jennifer Reif, Andreas Kollegger, Alison Cossette

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New to networks? Looking into links? Realising the relevance of relationships? Welcome to GraphStuff, your one-stop podcast for all things connected. Join your hosts Jennifer Reif, Andreas Kollegger, Alison Cossette, Jason Koo and guests as they dive into the world of graph databases. They’ll cover everything from how they’re constructed and where they’re used; introductory to advanced topics from modeling data to finished applications, highlighting best practices and showcasing tools and op ...
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Speaker Resources: Neo4j+Senzing Tutorial: https://neo4j.com/developer-blog/entity-resolved-knowledge-graphs/#neo4j When GraphRAG Goes Bad: A Study in Why you Cannot Afford to Ignore Entity Resolution (Dr. Clair Sullivan): https://www.linkedin.com/pulse/when-graphrag-goesbad-study-why-you-cannot-afford-ignore-sullivan-7ymnc/ Paco’s NODES 2024 sessi…
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Speaker Resources: Mod: https://mod.studio/rd/grapho/ Michela's NODES 2024 session: https://neo4j.com/nodes2024/agenda/spatial-graph-visualisation-and-storytelling-with-grapho-xr/ NeoDash: https://neo4j.com/labs/neodash/ Tools of the Month: Google Notebook LM: https://notebooklm.google/ HeyGen (AI Digital Avatar): https://www.heygen.com IntelliJ ID…
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Speaker Resources: Eastridge Analytics: https://www.eastridge-analytics.com/ Graph Data Science with Python and Neo4j book: https://a.co/d/hkfkxPr LinkedIn profile: https://www.linkedin.com/in/timeastridge/ NODES 2024 (look for more info on Tim's talk soon!): https://dev.neo4j.com/nodes24 Neo4j GraphAcademy: https://graphacademy.neo4j.com/ Graph Al…
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This week, we discuss retrieval augmented generation (RAG) and how it’s being used to improve responses (or prevent hallucinations) from an LLM. We also chat about an article on how tech conferences have changed and how you can still find value in speaking or attending, plus how to justify the benefits at your organization.…
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Do you ever feel like some people have all the luck? Sometimes we need to see things in a new light to break through the barrier or overcome the obstacle. Plus, I took a look at a new-ish tool from Neo4j called the LLM Graph Builder. I’ll give a quick intro on that, plus what I’m doing with it and how it’s going.…
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Speaker Resources: Ashleigh’s YT Channel: https://www.youtube.com/@AshleighFaith Tools of the Month: Abk: Any Airline using Windows 3.1 😆 Ashleigh: Zentity: https://zentity.io/ Jason: Cypher Co-pilot: https://neo4j.com/developer-blog/cypher-co-pilot/ Alison: System https://www.system.com Announcements / News: Articles: Turning Your Tabular Data Int…
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Speaker Resources: Testcontainers https://testcontainers.com/ NODES 2024 https://dev.neo4j.com/nodes24 Tools of the Month: Neo4j Kubernetes documentation https://neo4j.com/docs/operations-manual/current/kubernetes/ ragas framework https://ragas.io/ Haiper.ai https://haiper.ai/home (Neo4j GenAI Package + DreamStudio.ai) Announcements / News: Neo4j G…
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Speaker Resources: Diffbot https://www.diffbot.com/ Tomaz Bratanic’s Medium blog: https://bratanic-tomaz.medium.com/ What is DSP/DSPy? https://github.com/stanfordnlp/dspy Tools of the Month: cypher-shell command line tool https://neo4j.com/docs/operations-manual/current/tools/cypher-shell/ Langchain/Diffbot graph transformer https://python.langchai…
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Speaker Resources: ExpectAI: www.expectai.com Tools of the Month: Descript https://www.descript.com/ LLM Graph Builder by Neo4j https://neo4j.com/labs/genai-ecosystem/llm-graph-builder/ LangSmith https://www.langchain.com/langsmith Obsidian https://obsidian.md/ Announcements / News: NODES 2024: Submit Your Talk https://neo4j.com/blog/nodes-by-neo4j…
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Tools of the Month: apoc.create.vRelationship https://neo4j.com/docs/apoc/current/overview/apoc.create/apoc.create.vRelationship/ GenAI Starter Kits for Langchain, LlamaIndex, Spring.AI and Semantic Kernel, covering the most popular orchestration frameworks in Python, Java, and dotnet. https://neo4j.com/labs/genai-ecosystem/ Vish: Vector support in…
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Speaker Resources: Johannes Jolkkonen: https://www.linkedin.com/in/johannesjolkkonen/ Johannes's YouTube channel: https://www.youtube.com/@johannesjolkkonen Mar 12 Neo4j Live session: https://www.meetup.com/neo4j-online-meetup/events/299526466/ Tools of the Month: PDF-bot chunker (GenAI stack): https://github.com/docker/genai-stack/blob/main/pdf_bo…
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Tools of the Month: Streamlit https://streamlit.io/ Ollama https://ollama.ai/ Git https://git-scm.com/ Speaker Resources: LLMs as kernel of a new kind of OS https://twitter.com/karpathy/status/1707437820045062561?s=20 LangChain and LangServ Templates Apps (Neo4j example) https://www.youtube.com/watch?v=OV2ZIWFBe0s, https://docs.google.com/presentat…
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Tools of the Month: Remix for data-driven websites https://remix.run/ HTTPie: https://httpie.io/cli Pypeteer https://github.com/pyppeteer/pyppeteer Rectangle https://rectangleapp.com/ Fireflies.ai https://fireflies.ai/ Video Speed Controller https://chromewebstore.google.com/detail/video-speed-controller/gioehmkjkeamcinbdelehlpnpdcdjpdp?pli=1 Produ…
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Tools of the month: APOC OpenAI procedures: https://neo4j.com/labs/apoc/5/ml/openai/ Warp terminal: https://www.warp.dev/ Ollama for running LLMs: https://ollama.ai/ Graphacademy courses: LLM Fundamentals: https://graphacademy.neo4j.com/courses/llm-fundamentals/ Build a Neo4j-backed Chatbot using Python: https://graphacademy.neo4j.com/courses/llm-c…
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NODES 2023 YouTube playlist: dev.neo4j.com/nodes-2023 Tools of the Month: Spring AI: https://docs.spring.io/spring-ai/reference/ LangSmith: https://www.langchain.com/langsmith Cody AI: https://about.sourcegraph.com/cody Community Project(s): AD Miner: https://github.com/Mazars-Tech/AD_Miner Product Updates: Vector Search Index (5.13 GA): https://ne…
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neo4cyclone: https://github.com/javixeneize/neo4cyclone Neomodel: Python OGM for Neo4j Extends Version Support and Moves to Neo4j Labs: https://neo4j.com/developer-blog/neomodel-python-ogm-neo4j-labs/ Getting From Denmark Hill to Gatwick Airport With Quantified Path Patterns: https://neo4j.com/developer-blog/denmark-hill-to-gatwick-airport-quantifi…
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Spring Boot: Up and Running by Mark Heckler: https://bit.ly/springbootbook NODES 2023: https://neo4j.com/nodes-2023 Building an Educational Chatbot for GraphAcademy with Neo4j Using LLMs and Vector Search: https://medium.com/neo4j/building-an-educational-chatbot-for-graphacademy-with-neo4j-f707c4ce311b Livestream: Going Meta Ep 20 Build a Chatbot f…
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Dr Julian Grümmer's NODES 2022 talk: https://www.youtube.com/watch?v=7JfXoubUv3Q Knowledge Graph 101: What Is It, How it Works, & Why It Matters: https://neo4j.com/blog/what-is-knowledge-graph/ Building Knowledge Graphs: A Practitioner's Guide: https://neo4j.com/knowledge-graphs-practitioners-guide Knowledge Graphs & LLMs: Multi-Hop Question & Answ…
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Neo4j Graph Data Science: https://neo4j.com/docs/graph-data-science/current/introduction/ Use Graphs For Smarter AI With Neo4j and Google Cloud VertexAI: https://cloud.google.com/blog/products/ai-machine-learning/analyze-graph-data-on-google-cloud-with-neo4j-and-vertex-ai Harnessing LLMs with Neo4j: https://neo4j.com/developer-blog/harness-large-la…
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What's New In ArcGIS Knowledge: https://www.esri.com/arcgis-blog/products/arcgis-knowledge/announcements/whats-new-arcgis-knowledge-23q2/ StepZen + Neo4j GraphQL: https://neo4j.com/developer-blog/api-development-neo4j-graphql-stepzen/ Improving a node.js GraphQL server performance: https://medium.com/@angrykoala/645a4ae711c3 Neosemantics: https://g…
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Submit your audio question for the GraphStuff.FM podcast: https://www.speakpipe.com/GraphStuff The F#orce Awakens (video) https://www.youtube.com/watch?v=EI8a6hFFRGQ Star Wars social networks: the force awakens (blog post): http://evelinag.com/blog/2016/01-25-social-network-force-awakens/ JT’s Star Wars video from last year: https://www.youtube.com…
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Call for Community Speakers: https://dev.neo4j.com/submit-your-talk Neo4j User Survey: https://docs.google.com/forms/d/e/1FAIpQLSeDbYReEL8JXtlNKsBodtAUnlkuGsAdWJLAQornvxWihembMQ/viewform Data Importer File Filter: https://neo4j.com/developer-blog/neo4j-data-importer-introducing-file-filtering/ Bloom Slicer: https://neo4j.com/docs/bloom-user-guide/c…
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OpenCypher: http://opencypher.org/ ChatGPT: https://openai.com/blog/chatgpt Introduction To Cypher: https://neo4j.com/docs/getting-started/current/cypher-intro/ Create Neo4j Database Model with ChatGPT: https://neo4j.com/developer-blog/create-neo4j-database-model-with-chatgpt/ Use ChatGPT to Query Your Neo4j Database: https://towardsdatascience.com…
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Neo4j in 100 seconds by Fireship: https://www.youtube.com/watch?v=T6L9EoBy8Zk Under the Hood Series w/ Chris Gioran: https://www.youtube.com/playlist?list=PL9Hl4pk2FsvWn1M0HMOta_9YpN930Ai8R Nodes 2022 Keynote w/ Nicholas Christakis: https://www.youtube.com/watch?v=hCMv4UJo--4 How to get all connected nodes and relationships of a particular node: ht…
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Try the new GraphAcademy today: https://graphacademy.neo4j.com/ Introducing the New GraphAcademy blog post: https://medium.com/neo4j/introducing-the-new-graphacademy-45b0df491a23 Adam's "Improving the Neo4j Developer Experience with Neo4j" talk at NODES 2021: https://www.youtube.com/watch?v=D4dTBzZ4uC8&list=PL9Hl4pk2FsvXfH-q5aghB2g7AlIztqoaf&index=…
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Neo4j Sandbox: https://neo4j.com/sandbox/ OpenStreetMap Neo4j Sandbox: https://sandbox.neo4j.com/?usecase=openstreetmap Neo4j Graph Examples: https://github.com/neo4j-graph-examples Google dataset search: https://datasetsearch.research.google.com/ Meetup API: https://www.meetup.com/meetup_api/ Working with the Meetup API & Neo4j: https://github.com…
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NODES 2021 Keynote video: https://www.youtube.com/watch?v=4ZCs83_iHU8 Neo4j 4.3 blog post: https://neo4j.com/blog/introducing-neo4j-4-3-the-fastest-path-to-graph-productivity/ What New in Neo4j 4.3 video: https://www.youtube.com/watch?v=9klz_c7MPJ4 Neo4j 4.3 release notes: https://neo4j.com/release-notes/neo4j-4-3-0/ Neo4j 4.3 Blog Series: Relation…
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Neo4j Connectors page: neo4j.com/product/connectors Neo4j Connector for Apacha Kafka: neo4j.com/labs/kafka/ Neo4j Connector for Business Intelligence: neo4j.com/bi-connector/ Neo4j Connector for Apache Spark: neo4j.com/product/connectors/apache-spark-connector The Neo4j GraphQL library: neo4j.com/product/graphql-library/ Using Retool with Neo4j Gra…
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