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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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In this podcast episode, hear my process of preparing for an upcoming conference with insights on how outlines enhance presentations and blog posts, as well as code and architecture. Also discuss how constant improvement is key with an online course as an example. Finally, I highlight a historical read on cryptography, and share reflections from Gr…
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In this episode, I share recent blog posts. The first is about tackling challenges with GitHub repositories, offering solutions on syncing forks and using git rebasing, diffs, and pruning. Next, I created examples with Cypher DSL, providing beginner-friendly details to help users get started. Additionally, I started prepping for the Devnexus confer…
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In this episode, I’m following up on a few things I’ve mentioned before. I dive into some updates on the Aura CLI (the official product version). I also explored the Neo4j GenAI Java library a bit more, including a connection hiccup I ran into with Neo4j Desktop. Then, I get into my experience with the Cypher DSL library and how Cypher fits into th…
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In this episode, hear updates on a few projects, including Neo4j's new Aura CLI and NeoConverse. Plus, the promised blog post from last week's episode on Spring Data Neo4j entity updates. Shout-out to the JAXJUG and TampaJUG groups. If you're not involved with a tech group, there are options! Finally, a review of the DZone RefCard on Java container…
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Dive into my latest experiences with Spring Data Neo4j, specifically exploring new methods for updating nodes. After revisiting my 2023 blog post on this topic, I share insights on custom Cypher queries and projections. I also discuss the challenges of finding good examples for update operations. In addition, Neo4j announced the release of The Deve…
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In this episode, dive into a few exciting areas I've been exploring, including generative AI and graph technologies. I worked with Neo4j’s generative AI plugin for an experiment, and it wasn't all smooth sailing. Next, my highlights from an article in the Descript community on how to expand your educational YouTube audience—especially applied for t…
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Topics: Trends/Events over the year GQL release https://neo4j.com/blog/cypher-gql-world/ GraphRAG https://neo4j.com/blog/graphrag-manifesto/ Memorable events/experiences NODES 2024, obviously :) https://neo4j.com/nodes2024/agenda/ GenAI Graph Gathering AI Eng World Fair Neo4j product releases? New Aura console LLM KG Builder https://neo4j.com/labs/…
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Speaker Resources: NODES 2024 YouTube playlist: https://www.youtube.com/playlist?list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3 NODES 2024 agenda webpage: https://neo4j.com/nodes2024/agenda/ Highlighted sessions: Building a Perfect Supply Chain Chatbot: https://www.youtube.com/watch?v=ksbfgGYQy5M&list=PL9Hl4pk2FsvU6t-fXNeQfkpnmgMm4w5h3&index=27 Fireside C…
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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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