As a developer, you're trained to think in rows and tables. But what if that's the exact reason you're missing the most powerful connections in your data? There's a fundamental "Graph Problem" hiding in plain sight in almost every application, and once you see it, you'll wonder how you ever missed it.

In this episode, we reveal this "obvious" secret and show you how to leverage it to build smarter, more accurate, and context-aware AI.

In this episode/video, we cover:

The "Graph Problem" explained: Why you have more graph problems than you think.
Why basic RAG isn't enough, and how Graph RAG provides the context your AI is missing.
How to uncover the hidden relationships in your unstructured data and build a knowledge graph.
Real-world examples (from Amazon to your own notes) that reveal the graph structure all around you.
The #1 reason knowledge graph projects fail and how to avoid it.

This conversation is for any developer who feels their projects are hitting a wall. If you're ready for the "aha!" moment that will change how you look at data forever, this episode is for you.

Timestamps:
00:00:00 - Intro
00:00:39 - From Unstructured Data to a Knowledge Graph
00:02:00 - The Experiment: What Happens When You Break a Knowledge Graph?
00:05:41 - What Are Ontologies in the Graph World?
00:07:35 - The Graph Problem You Didn't Know You Had
00:09:09 - Why Graphs Are So Good for GenAI Context
00:10:10 - The Best Way to Create Vector Embeddings for Graphs
00:12:50 - Using Graphs to Solve Extreme Corporate Complexity
00:17:14 - Real-World Problems That Are Actually Graph Problems
00:19:31 - How to Find The Right Expert in Your Company
00:23:33 - The Rise of Federated RAG Agents
00:25:31 - The #1 Reason Knowledge Graph Projects Fail
00:29:37 - A Standard Query Language for Graphs (GQL)
00:32:53 - Why Teams Are Moving From RAG to Graph RAG
00:34:34 - Should Your Company Build Its Own AI Assistant?
00:38:28 - The "Fear of Missing Out" Driving Bad AI Projects
00:40:21 - The Dangers of Chaotic vs. Laser-Focused Company Priorities
00:44:05 - Why Gantt Charts Don't Work for Software
00:47:08 - How Top Engineers Actually Learn New Technologies

#GraphDatabase #KnowledgeGraph #SoftwareArchitecture

Most Developers Don't Know They Have Graph Problems

Beyond Coding