jmhreif

Breaktime Tech Talks

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.

Author

jmhreif

Category

Technology

Podcast website

jmhreif.podbean.com

Latest episode

Jul 10, 2026

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Episodes

Ep32: Official CLI + Bread Code Framework 31.01.2025

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 the retrieval part of RAG systems. Finally, I take a...

Ep31: Database CLI + Containerization Refcard 24.01.2025

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 containerization with its clear guidance on Docker contai...

Ep30: SDN update entity + Knowledge Graph ebook 17.01.2025

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 Developer's Guide: How to Build a Knowledge Graph ,...

Ep29: Neo4j GenAI plugin + How-To for Technical Content 10.01.2025

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 those creating technical content. Key tips include...

Ep28: 2024 Recap, 2025 Look-Ahead + Always Be Launching 27.12.2024

Take a moment to reflect on 2024, exploring highlights in AI advancements, personal growth, and professional achievements, along with exciting 2025 goals. Then delve into an article that discusses marketing strategies but aligns well with developer advocacy.

Ep27: Lexical vs Semantic Search + Downside of Vector Databases 20.12.2024

Explore the distinction between lexical and semantic search technologies, the growing use of vector databases , and the potential challenges and solutions that may arise as these technologies mature.

Ep26: Git Troubles + Dungeons & Dragons Graph 06.12.2024

Git issues, finally resetting local branch , cherry-picking , and cleaning up . Then a fun graph presentation - Dungeons, Dragons, and Graph Databases .

Ep25: Github Actions + AI Coding Assistant 29.11.2024

In this episode, hear some positive tech experiences from the week: the upgrade from GitHub Actions ( upload/download artifact ) to v4 through a  3rd party repo , and the new AI coding assistant feature in IntelliJ IDEA.

Ep24: Graph Data Science + Building Knowledge Graphs 22.11.2024

This episode, my refresher with the Graph Data Science library with highlights and challenges. Then an overview of the Building Knowledge Graphs book , a guide on everything from concepts to technical details.

Ep23: Spring Data Neo4j course + Event recap 15.11.2024

Hear learnings from the new Spring Data Neo4j course - building blocks, updates/deletes, and modeling. Then recap XtremeJ and  NODES 2024 , + upcoming at CJUG .

Ep22: LLM Graph Builder + Devrel unlocks “aha” moment 08.11.2024

In this episode, get my latest experiences with the Neo4j LLM Graph Builder , both the benefits and challenges. Then, an article focusing on the concept of the "Aha moment" —a key moment when developers discover the value of a technology.

Ep21: Data is cool + NODES 2024 preview 01.11.2024

In this episode, hear why data (a less glamorous topic) is actually fascinating and crucial. Then, look forward with a preview of next week's NODES 2024 event, which features a range of sessions on graph technologies, AI, data science, and security. Finally, get a teaser for the next episode.

Ep20: What is a graph + Goodhart’s Law 25.10.2024

Cover the basics of graphs , explaining mathematical roots and applications. Introduce Goodhart's Law and highlight the risks of over-focusing on metrics, whether in tech or personal growth.

Ep19: RAG vs Agents + Naming Things 18.10.2024

Explore agents in AI, distinguishing them from RAG ( article1 , article2 ). And discuss naming and the importance of conveying relevance and clarity.

Ep18: What is Vector search + JConf/Dev2next experiences 11.10.2024

Want to take our previous vector topic a step further with vector similarity search . Then, I’ll give my thoughts on 2 recent tech conferences - JConf and dev2next .

Ep17: Using Asciidoc for Tech Content + Current Productivity Reads 04.10.2024

The Asciidoc markup language is powerful and useful for developers and technical writing. Also highlighting productivity books - Atomic Habits and Deep Work - and applications for a developer.

Ep16: Mapping Relationships in Applications + Software Estimates 27.09.2024

Documenting how to map relationship entities from a database to an application. Then, delving into one author’s viewpoint on software project estimates and some ideas to adapt this inaccurate process for better results.

Ep15: What is GraphRAG + Developing Better Software 20.09.2024

The term GraphRAG has recently popped up in the current AI industry, so I review a blog post on what it is and how it fits into the current landscape. I also read an article on ways to improve software development .

Ep14: Making Tech Relatable + Java Entity Mapping 13.09.2024

I’m always refreshing my memory and learning new things. How to explain technical concepts to broader audiences, then a question from the community took me into the Java driver docs and entity mapping/ OGMs .

Ep13: GraphQL vs GQL vs Cypher + Road to NODES 06.09.2024

Happy Fall! This week, we talk about confusion around GraphQL , GQL , and graph query languages. Then, I am excited to gear up for NODES 2024 by showcasing pre-conference workshops called Road to NODES !

Ep12: What is RAG + Case for Conferences 30.08.2024

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.

Ep11: What is a Knowledge Graph + DevUp Conference 23.08.2024

A recent blog post defines "knowledge graph", a term that has been around awhile and is part of many recent AI conversations. And then we chat about the DevUp conference I attended last week. Hopefully my thoughts will help you decide how to choose the best event for you.

Ep10: What are embeddings + LLM use case and prompt 16.08.2024

With the amount of new information, sometimes it’s hard to review earlier concepts. In this episode, we explain what an embedding is and talk about aligning your prompt with your use case for improving LLM answers ( example app code repository ).

Ep9: Graphs for Conference Scheduling + Spring AI 1.0 09.08.2024

In preparing for the NODES 2024 conference, I’ll talk about how my colleague and I made scheduling easier by using Neo4j (a database). Spring AI also moved to a 1.0 milestone, and I’ll talk about the easier-than-expected migration (more in my related blog post ).

Ep8: Luck Favors the Prepared + LLM Graph Builder Tool 02.08.2024

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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