Embeddings, AI, and SQL Server 2025 with David Mauri, in Mr. Maeda’s Cozy AI Kitchen

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​ In this episode of the Cozy AI Kitchen, we’re cooking up something special. Join host John Maeda and special guest Chef David Mauri, PM for AI and SQL at Microsoft, as they explore how SQL Server 2025 and Azure SQL are evolving with AI-powered capabilities like vector search, embeddings, and LLM integration.

From generating embeddings with T-SQL to building full RAG (Retrieval-Augmented Generation) patterns and exposing SQL as REST endpoints, this episode is packed with practical demos and delicious metaphors. Whether you’re a seasoned data chef or just getting started with AI in databases, this one’s for you.

Chapters:
00:00 – Intro: SQL is like bread 🍞
00:21 – Meet Chef David Mauri
01:04 – Using AI to find SQL samples
01:28 – Embeddings in SQL Server 2025
02:03 – Bring your own model (BYOM)
02:42 – Generating embeddings with T-SQL
03:22 – Storing and chunking embeddings
04:41 – Chunking strategy explained
05:24 – Vector similarity search demo
06:34 – Searching across multiple fields
07:57 – Calling GPT-4 from SQL
09:00 – Building an agent pattern in SQL
10:01 – REST endpoints with Data API Builder
11:04 – Full-stack AI app with SQL
12:22 – Final thoughts and call to action

What You’ll Learn:
How to generate and store embeddings in SQL Server 2025
How to perform vector similarity search using T-SQL
How to integrate LLMs like GPT-4 into your SQL workflows
How to expose SQL logic as REST or GraphQL endpoints
How to build secure, scalable AI apps with your own data

📂 Links & Resources:
Demo: https://aka.ms/AIinSQL
Cozy AI Kitchen repo: https://aka.ms/CAIK-repo
Semantic Kernel Repo: https://aka.ms/CAIK-SemanticKernelRepo
Continue learning with the AI Learning Hub: https://aka.ms/CAIK-AILearningHub

👥 Speakers:
David Mauri – Principal Program Manager, Microsoft
LinkedIn: https://www.linkedin.com/in/davidemauri/
X (Twitter): https://x.com/mauridb

John Maeda
LinkedIn: https://www.linkedin.com/in/johnmaeda/
X: https://x.com/johnmaeda

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📣 Follow the Series
All Cozy AI Kitchen episodes: All Cozy AI Kitchen episodes: https://aka.ms/CAIK-YTPlaylist

🏷️ Tags & Keywords
#SQLServer2025, #AzureSQL, #AzureOpenAI, #GenerativeAI, #AIAgents, #VectorSearch, #Embeddings, #MicrosoftDeveloper, #DataAPIBuilder, #LegacyModernization, #RAGPattern, #TSQL, #GPT4, #Developers, #SoftwareDevelopment   Read More Microsoft Developer 

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