Skip to content

Details

Dear Prairie PUG Members! This is a Zoom version of our February 18 meetup. You can find in-person event details here. A friendly reminder: if you want to attend in person, I need both your first and last name!

## Details

Dear Illinois Prairie PUG members,
Thank you so much for the great start to 2026! Coming up next: our February meetup will take place on February 18. We heard an overwhelming request for a talk on the most popular topic of our times, and here it is! Shaun Thomas is up for the challenge!

Speaker: Shaun Thomas, pgEdge

Talk title: The New Postgres AI Ecosystem

Talk Description:

We all know about pgvector these days; it's what makes AI on Postgres possible. There have been so many conference talks driven by this extension that it's easy to take for granted. But what do you do after pgvector? Is it enough to create embeddings for your content and call it a day? Of course not! Even if you know what an embedding is, that's merely the tip of the Postgres AI iceberg. Retrieval Augmented Generation (RAG) servers come next since LLMs are fantastic at sounding confident but absolutely terrible at being correct, and adding references to their context dramatically reduces hallucinations and increases output relevance. What about Model Context Protocol (MCP) servers? You need those to act as a bridge between data and actions, allowing LLMs to reason over your real schema, run queries, and trigger actions securely. It's easy to talk about these things and theory-craft, but why imagine? PgEdge has recently introduced a content vectorizer, RAG, and MCP servers, and other related tools that make producing a full AI app stack much easier. Let me tell you about them, and how Postgres sits at the center of a whole new world, not just vibe-coded vapor-ware.

About the Speaker

Shaun has spent decades working in the Postgres ecosystem, specializing in architecture and high availability. His "PostgreSQL High Availability Cookbook" serves as a treatise to the lessons he learned over that time. Perhaps you've read something from his PG Phriday blog series over the years?
Currently, he serves as a Principal Software Engineer and Postgres SME at pgEdge, striving to help make Postgres the distributed cluster-aware platform he knows it can be!

Please RSVP here only if you are going to attend virtually.

For the in-person event, please RSVP here.

Hettie Dombrovskaya
Illinois Prairie PostgreSQL User Group Organizer

AI summary

By Meetup

Online meetup for Illinois Prairie PostgreSQL User Group members; explore the Postgres AI ecosystem, including RAG and MCP, and how to build an AI-enabled Postgres stack.

Related topics

Database Development
PostgreSQL
Open Source

You may also like