The Graph Layer Behind NASA’s Breakthroughs | Michael Hunger

The AI Native Dev - from Copilot today to AI Native Software Development tomorrow

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5M ago 36:24

MP3•Αρχική οθόνη επεισοδίου

Michael Hunger of Neo4j, joins Simon Maple to unpack how graph databases inject structure, intent, and traceability into modern AI systems.
On the docket:

why relationships in data encode intent
the black-box problem in vector based RAG
why devs should build their own MCP server

AI Native Dev, powered by Tessl and our global dev community, is your go-to podcast for solutions in software development in the age of AI. Tune in as we engage with engineers, founders, and open-source innovators to talk all things AI, security, and development.
Connect with us here:

Michael Hunger- https://www.linkedin.com/in/jexpde/
Simon Maple- https://www.linkedin.com/in/simonmaple/
Tessl- https://www.linkedin.com/company/tesslio/
AI Native Dev- https://www.linkedin.com/showcase/ai-native-dev/

(00:00) Trailer
(01:03) Introduction & Neo4j Origins
(03:02) Persisting Relationships for High-Performance Queries
(04:00) Modeling Business Intent & Key Use Cases
(05:00) Fraud Detection at Scale with Graph Algorithms
(06:11) Graph-Enhanced RAG vs. Vector-Only Retrieval
(09:02) Explainability & Drill-Down Evaluation in RAG
(13:05) Fusing Structured & Unstructured Data for Context
(15:00) MCP for Developer Productivity: Schema-to-Code & API Wrapping
(21:16) Security & Sandboxing Best Practices for MCP
(29:08) MCP Server Recommendations & Outro

Join the AI Native Dev Community on Discord: https://tessl.co/4ghikjh
Ask us questions: [email protected]

Κεφάλαια

1. Trailer (00:00:00)

2. Introduction & Neo4j Origins (00:01:03)

3. Persisting Relationships for High-Performance Queries (00:03:02)

4. Modeling Business Intent & Key Use Cases (00:04:00)

5. Fraud Detection at Scale with Graph Algorithms (00:05:00)

6. Graph-Enhanced RAG vs. Vector-Only Retrieval (00:06:11)

7. Explainability & Drill-Down Evaluation in RAG (00:09:02)

8. Fusing Structured & Unstructured Data for Context (00:13:05)

9. MCP for Developer Productivity: Schema-to-Code & API Wrapping (00:15:00)

10. Security & Sandboxing Best Practices for MCP (00:21:57)

11. MCP Server Recommendations & Outro (00:29:49)

83 επεισόδια

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