OpenAI recently introduced a powerful feature called Structured Outputs, which ensures that AI-generated responses adhere strictly to a predefined JSON schema. This feature significantly improves the reliability and usability of AI-generated content in real-world applications. Today, we're excited to announce that Spring AI (1.0.0-SNAPSHOT) has fully integrated support for OpenAI's Structured Outputs, bringing this capability to Java developers in a seamless, Spring-native way.

Following diagram shows how the new Structured Outputs feature extends the OpenAI Chat API:

Note: Spring AI already provides a powerful, Model-agnostic Structured Output utilities that can be use with various AI models including the OpenAI. The OpenAI Structured Outputs feature offers an additional, consistent, but a model specific solution, currently available only to the gpt-4o, gpt-4o-mini and later models.

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Hi, Spring fans! In this installment, I talk to Spring Cloud Dataflow, Spring Cloud Task, and Spring Batch legend Glenn Renfro

It's August! Egads, has that come quickly! AUGUST. The eigth month of the year, and we're almost done with the first week, in fact! It's not that I'm not grateful to be here, but, yah, wow that was quick. And, of course, the month of my all time double dutch favorite conference, SpringOne, happening August 26th, 2024! Will I see you there?

• In last week's installment of A Bootiful Podcast, I talk to Micrometer teammate Jonatan Ivanov
• In last week's installment of Spring Tips, I had special guest contributor and Spring Security lead Rob Winch
• Spring AI with Groq - a blazingly fast AI inference engine
• I love this blog from the MongoDB developer blog called Discover Your Ideal Airbnb: Implementing a Spring Boot & Atlast Search with Kotlin Sync Driver
• Spring AI enables quick delivery of Intelligent apps in javaspring-ai-enables-quick-delivery-of-intelligent-apps-in-java
• Supporting ProblemDetails in Spring
• …

Hi, Spring fans! HTMX is the progressive hypertext sensation that's sweeping the process of web app creation, and - thanks to a nice integration by Spring community legend Wim Deblauwe, it's easier than ever to use it with Spring Boot and Thymeleaf. And, it's the topic of today's installment!

#java #springboot #html #htmx #http #html5

Hi, Spring fans! In this installment we talk to observability legend Jonatan Ivanov about the latest and greatest in the wide and wonderful world of observability. (Turns out a library that's used by countless projects including and beyond the Spring ecosystem keeps quite busy!)

Hi, Spring fans! In this installment I have special guest Spring Security lead Rob Winch give us a master class in how the method security support works and some of its new features. Come for the security, stay for the incredible opportunity to look over a senior engineer's shoulders as he explains the nuances of API design!

#springboot #springsecurity #springframework #java #security #apidevelopment #softwaredevelopment #architecture

Faster information processing not only informs - it transforms how we perceive and innovate.

Spring AI, a powerful framework for integrating AI capabilities into Spring applications, now offers support for Groq - a blazingly fast AI inference engine with support for Tool/Function calling.

Leveraging Groq's OpenAI-compatible API, Spring AI seamlessly integrates by adapting its existing OpenAI Chat client. This approach enables developers to harness Groq's high-performance models through the familiar Spring AI API.

We'll explore how to configure and use the Spring AI OpenAI chat client to connect with Groq. For detailed information, consult the Spring AI Groq documentation and related tests…

Hi Spring fans! Welcome to another installment of This Week in Spring! It's July 29th, 2024! I can hardly believe it! We're less than a month away from SpringOne 2024! Have you registered for either in-person attendance or the free livestreams yet? As always, we've got a ton of stuff to cover so let's dive right into it!

• first, Ollama just announced support for tools, and that's now supported in Spring AI!
• In last week's installment of A Bootiful Podcast, I talked to cloud infrastructure legend Mark Fynes about Cloud Foundry, Kubernetes, continuous delivery, and so much more.
• Spring Cloud Data Flow 2.11.4 Released
• Generating HTTP clients from a Spring Boot application
• Seems interesting.. will have to check it out
• Implementing the strategy design pattern in Spring Boot
• From Prompts to Reality: Exploring Multimodal AI with Spring AI
• how to integrate open source models with Ollama (and Spring AI)
• …

Earlier this week, Ollama introduced an exciting new feature: tool support for Large Language Models (LLMs).

Today, we're thrilled to announce that Spring AI (1.0.0-SNAPSHOT) has fully embraced this powerful feature, bringing Ollama's function calling capabilities to the Spring ecosystem.

Ollama's tool support allows models to make decisions about when to call external functions and how to use the returned data. This opens up a world of possibilities, from accessing real-time information to performing complex calculations. Spring AI takes this concept and integrates it seamlessly with the…