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ICYMI, earlier this week I wrote up some thoughts and shared some experience in how to optimize an API's results in an MCP Server to trim unnecessary token usage. Check it out: thetalkingapp.medium.com/optimizing-api…

Spring AI team is happy to announce Spring AI 1.0 M6! Introducing Tool annotation support, new Model Context Protocol (MCP) support based on the just released MCP Java SDK, vector store refinements and more. spring.io/blog/2025/02/1…

Fresh Spring AI bytes now available for download!!! This is a big milestone! Tool annotations and MCP! Good thing I have a long weekend so that I can update all of my Spring AI examples.

And this is a big deal, too!!!

About a week ago, I started work on this MCP Server. It's the latest incarnation of an MCP Server I've created before. This time I started fresh to build it with the new stuff coming in Spring AI 1.0.0-M6. And for grins, I chose to write it in Kotlin. github.com/habuma/tpapi-m…

Following up on yesterday's MCP Server example, here's an MCP Client built with Spring AI 1.0.0-M6. Enjoy! github.com/habuma/spring-…

Attend CrAIg Walls's session at Arc of AI. In this session, we'll consider a handful of use cases for Generative AI and see how to implement them with Spring AI 💥 arcofai.com/speaker/bb125d… Use code JOIN-CRAIG-50OFF for discount! 📅 Mar 31-Apr 3, Austin TX 🎟️ arcofai.com

💡 Tim Berglund is back at the lightboard to show you the most exciting thing he’s seen in analytics in the last 40 years (not an exaggeration): Tableflow! No data copying, no transformation steps, just native open table formats—learn how Tableflow works: youtu.be/O2l5SB-camQ?fe…

Prompt Engineering Techniques with Spring AI spring.io/blog/2025/04/1… < many generative AI app frameworks, but don't dismiss what the Spring team created. This is a good guide for prompting techniques.

Great to see so much developer and community activity around Spring AI. Gen AI on the JVM is really taking off and will be increasingly important. Gen AI support should often be a layer on top of existing apps, not a reason for a new stack. spring.io/projects/sprin…

I took a moment to experiment with trying to recreate (some of) Google's ADK in Java with Spring AI under the covers. It's rough, has a lot of yet-to-be-done bits, but I think it's a nice start. github.com/habuma/spring-…

The LAST last milestone (we really mean it this time) for Spring AI dropped yesterday. spring.io/blog/2025/04/3… There are a few breaking changes, but they’re worth it. Go update those build files now!

it's go time! Spring AI RC1 is out! spring.io/blog/2025/05/1…

Spring AI 1.0.0-RC1 is now available! Looks like I have some updating to do… spring.io/blog/2025/05/1…

Just learned that my book Spring AI in Action (and other selected titles Manning Publications) are Deal of the Day today! What timing given the imminent release of Spring AI 1.0.0! Go to mng.bz/WrEx to get 45% off.

And did you see that spiffy new logo?

I really enjoyed this chat with JBaruch 🎩

This is the anthem. Here’s what you came for. This is the moment magic was made for… (Churro shake at Epcot)