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Displaying posts with tag: ai (reset)
Porting PostgreSQL Extensions to MySQL using Agent Skills

VillageSQL is a tracking fork of MySQL that adds the VillageSQL Extension Framework (VEF). Extensions are written in C++ (with a Rust SDK coming soon), packaged as .veb bundles, and installed with SQL. The fastest way to understand what VEF can do is to build something with it. To make getting started a bit easier, we published a skill you can run in a local CLI agent session (for example, Claude Code) to build new or port an existing extension.

Agents are “smart” so they could probably figure out how to build an extension on their own through trial and error. This skill allows you to save tokens by skipping some of that trial and error and using a framework/workflow that consistently works and has been improved through multiple iterations.

If you don't have VillageSQL installed already, you can get it with this install script:

curl -fsSL …
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Building an AI Vision Search Engine with MySQL HeatWave GenAI

Modern AI systems increasingly rely on multimodal data: text, images, documents, audio, and video. Among these modalities, image understanding has become one of the most important capabilities for AI-powered applications.
Traditionally, implementing these capabilities required specialized computer vision infrastructure, external vector databases, custom ML pipelines, and multiple frameworks.
With MySQL HeatWave GenAI, many of these capabilities can now be implemented directly inside SQL workflows using built-in AI routines.
In this article, we will build the foundations of a Vision Model Evaluation Assistant using MySQL HeatWave GenAI. The objective is not to create another image classifier, but rather a semantic image understanding platform.

The post Building an AI Vision Search Engine with MySQL …

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MyVector v1.26.5: Component Architecture Arrives

MySQL 9.7 LTS Support Lands Released May 8, 2026 · GitHub Release

v1.26.5 introduces a MySQL Component build for MySQL 8.4 LTS and 9.7 LTS, a unified logging abstraction, and a set of plugin stability fixes. The plugin path for MySQL 8.0, 8.4, and 9.0 is unchanged.

Why the Component architecture matters

MySQL has been deprecating the legacy plugin API in favor of the Component architecture since 8.0. Components install via INSTALL COMPONENT, integrate through typed service interfaces, and are better isolated from server internals — meaning fewer breakages across MySQL minor versions and a supported path forward as the plugin API winds down. For MyVector, this move isn’t optional in the long run: the component model is where MySQL’s extension ecosystem is heading, and building on it now means users on …

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MySQL 9.7 is out and the community wins 

May 2026 · 5 min read. Alkin Tezuysal

Cross blog from Oracle https://blogs.oracle.com/mysql/mysql-9-7-is-out-and-the-community-wins

MySQL 9.7 came out on April 21 and I’ve been going through the release notes so you don’t have to. The short version: Oracle has made several previously Enterprise-only features available in the Community Edition; the Hypergraph Optimizer is now free for everyone; and if you’re still on MySQL 8.0, it has reached End-of-Life. Like right now. We’ll get to that.

Let’s go through what matters most.

First: MySQL 8.0 has reached End-of-Life

MySQL 8.0.46 shipped alongside 9.7, and it is the last 8.0 release. As of April 2026, 8.0 is officially End-of-Life. No more security patches. No …

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MySQL MCP Server v1.7.0 is out

April 19, 2026

It took three release candidates and more CI tweaks than I’d like to admit, but v1.7.0 is finally tagged GA. Here’s what actually changed and why it matters.

The thing I kept getting asked about: add_connection

Almost every multi-database user hits the same wall: you configure your connections at startup, and that’s it. Want to point Claude at a different instance mid-session? Restart the server. Not great.

add_connection fixes that. Enable it with MYSQL_MCP_EXTENDED=1 and MYSQL_MCP_ENABLE_ADD_CONNECTION=1, and Claude can register a new named connection on the fly — DSN validation, duplicate-name rejection, and a hard block on the root MySQL user all happen before the connection is accepted. Once it’s in, use_connection it works as usual.

It’s intentionally opt-in behind two flags. Allowing …

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MyVector v1.26.3: Maintenance, CI, and Readiness for MySQL 9.7

In my recent series on Scoped Vector Search, we looked at the query patterns that make vector search a first-class citizen in MySQL. While the logic for those searches is now established, the infrastructure supporting them requires constant attention as the MySQL ecosystem moves toward its new release model.

Today, I’m announcing MyVector v1.26.3. This is a foundational release focused on environment compatibility and CI/CD robustness.

What’s in v1.26.3?

This release ensures that MyVector remains stable and buildable across the shifting landscape of MySQL Innovation and LTS releases.

  • MySQL 8.4 & 9.6 Compatibility: We’ve updated the component sources and build logic to align with the headers and …
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MySQL + Neo4j for AI Workloads: Why Relational Databases Still Matter

So I figured it was about time I documented how to build persistent memory for AI agents using the databases you already know. Not vector databases - MySQL and Neo4j.

This isn't theoretical. I use this architecture daily, handling AI agent memory across multiple projects. Here's the schema and query patterns that actually work.

The Architecture

AI agents need two types of memory:

  • Structured memory - What happened, when, why (MySQL)
  • Pattern memory - What connects to what (Neo4j)

Vector databases are for similarity search. They're not for tracking workflow state or decision history. For that, you need ACID transactions and proper relationships.

The MySQL Schema

Here's the actual schema for AI agent persistent memory:

-- Architecture decisions the AI made
CREATE TABLE architecture_decisions (
    id INT …
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Scoped Vector Search with the MyVector Plugin for MySQL — Part III

From Concepts to Production: Real-World Patterns, Query Plans, and What’s Next

In Part I, we introduced scoped vector search in MySQL using the MyVector plugin, focusing on how semantic similarity and SQL filtering work together.

In Part II, we explored schema design, embedding strategies, HNSW indexing, hybrid queries, and tuning — and closed with a promise to show real-world usage and execution behavior.

This final part completes the series.

Semantic Search with Explicit Scope

In real systems, semantic search is almost never global. Results must be filtered by tenant, user, or domain before ranking by …

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Fiddling with MySQL MCP Server During Holidays

I was able to get the MySQL MCP Server up and running and it was time to try it first time against a sample data set outside of its test suite.

Let’s start with Stack Overflow and the value of its data for modern LLMs and AI systems. As most of you already know, the questions in forums has significantly dropped since the launch of OpenAI, aka ChatGPT

Source : https://x.com/alojoh/status/2009366134513127462

This is probably true for traditional search engines like Google, although they’re already adopting built-in AI solutions. Other sources, such as Reddit, also provided valuable, quick, and easy information to the masses.

I wanted to spin a subset of StackExchange questions. These are loaded into a local MySQL server. I intended to put the MCP server to a …

[Read more]
Fiddling with MySQL MCP Server During Holidays

I was able to get the MySQL MCP Server up and running and it was time to try it first time against a sample data set outside of its test suite.

Let’s start with Stack Overflow and the value of its data for modern LLMs and AI systems. As most of you already know, the questions in forums has significantly dropped since the launch of OpenAI, aka ChatGPT

Source : https://x.com/alojoh/status/2009366134513127462

This is probably true for traditional search engines like Google, although they’re already adopting built-in AI solutions. Other sources, such as Reddit, also provided valuable, quick, and easy information to the masses.

I wanted to spin a subset of StackExchange questions. These are loaded into a local MySQL server. I intended to put the MCP server to a …

[Read more]