Spring AI

Can you use Java for AI? Yes. And if you're building AI into real applications instead of training models, it might be the better choice. The training era belonged to Python. The integration era looks a lot like the JVM. danvega.dev/blog/can-you-u…

New blog post alert 🚨 "Building AI Agents with Spring AI and Amazon Bedrock AgentCore – Part 8 Use Spring AI AgentCore long-term Memory for MCP client on AgentCore Runtime". @java #AWS @springboot #agenticai #mcp @SpringAICentral vkazulkin.com/building-ai-ag…

A system prompt can ask an AI to stay within certain boundaries, but it can't enforce them. In this recipe, you'll learn how Spring AI's SafeGuardAdvisor stops forbidden prompts before they ever reach the LLM. @thetalkingapp/spring-ai-recipe-applying-input-guardrails-with-safeguardadvisor-6177541fb22f" target="_blank" rel="nofollow noopener">medium.com/@thetalkingapp… #SpringAI #Java #LLM #Guardrails

New blog post alert 🚨 "Building AI Agents with @SpringAICentral and Amazon Bedrock AgentCore – Part 7 Use Spring AI AgentCore short-term Memory for MCP client on AgentCore Runtime" @java @springboot #mcp #agentcore #agenticai #genai @springframework vkazulkin.com/building-ai-ag…

Updated the content of my article "Building AI Agents with Spring AI and Amazon Bedrock AgentCore – Part 3 Develop local MCP client" and the example application to @SpringAICentral 2.0 and @springboot 4.1. #AWS @java #mcp #agenticai #genai vkazulkin.com/building-ai-ag…

Portable across every Spring AI-supported provider. Defaults unchanged, so existing code keeps working. Full blog ↓ spring.io/blog/2026/06/2… #SpringAI #Java #LLM @SpringAICentral

LLMs are text-in, text-out. Enterprise software is structured-in, structured-out. #SpringAI bridges that gap — and 2.0 makes it self-correcting. spring.io/blog/2026/06/2… 🧵

Join me in Denver next month to learn about Spring AI, MCP, and Bedrock!

Talking to an AI application feels surprisingly natural, until it answers with a wall of text. In this recipe, you’ll enable your Spring AI application to speak its responses aloud. @thetalkingapp/spring-ai-recipe-adding-voice-to-ai-802a16b3683e" target="_blank" rel="nofollow noopener">medium.com/@thetalkingapp… #SpringAI #Java #SpringBoot #OpenAI #VoiceAI #TextToSpeech

🚀 Spring AI 2.0.0 GA is now available! 🏗️ Improved foundations: Spring Boot 4 baseline, null-safety, Jackson 3, re-designed options 🤖 Agentic improvements: unified tool calling, tool search, self-correcting output 🔌 MCP 2025-11-25 spec integration spring.io/blog/2026/06/1…

🚀 Spring AI 2.0.0-RC2 is out and one more step to GA! ✅Configurable HTTP clients for OpenAI & Anthropic ✅ Restored Spring Framework < 7.0.4 compatibility ✅ Multi-turn thinking fixed for Ollama & OpenAI, bug fixes and more on spring.io/blog/2026/06/0…

🎉 Spring AI 2.0.0-RC1 is now on Maven Central! Highlights: 🔧 Unified tool execution via ToolCallingAdvisor 🔍 On-demand tool discovery with ToolSearchToolCallingAdvisor 📦 MCP SDK upgraded to 2.0.0-RC1 and more details on spring.io/blog/2026/06/0…

🚀 Spring AI 2.0.0-M8 is out! This milestone brings improved Mistral AI Jackson mapping, and key bug fixes — including the OpenAI API no auth key and transitive auto-configuration dependency issues. More details on: spring.io/blog/2026/05/2…

Spring AI 1.0.8, 1.1.7, and 2.0.0-M7 are out now! 🚀 2.0.0-M7 highlights: 🔧 ToolCallAdvisor is now the default ✨ New ToolSpec fluent API along with important improvements, stability enhancements, and bug fixes on 1.1.7 and 1.0.8: spring.io/blog/2026/05/2…

In this Spring AI Recipe, learn how to define reusable MCP prompts that deliver consistent, high-quality LLM interactions across clients with Spring AI. @thetalkingapp/spring-ai-recipe-defining-mcp-prompts-6a1f2302aeae" target="_blank" rel="nofollow noopener">medium.com/@thetalkingapp… #SpringAI #AI #GenAI #MCP

Head up: I’ve scheduled more Spring AI recipes to auto-publish this week even while I’m on a ship sailing in Alaska. But, my ability to push the code to GitHub and the updates to habuma.com will depend on connectivity that I may not have. Sorry for the delays.

New blog post alert 🚨 "Building AI Agents with Spring AI and Amazon Bedrock AgentCore – Part 2 Deploy Conference Search application on AgentCore Runtime". vkazulkin.com/building-ai-ag… #AWS @java @SpringAICentral @springboot #AWS #mcp #genai #agenticai #bedrockagentcore

New blog post alert 🚨 "Building AI Agents with Spring AI and Amazon Bedrock AgentCore – Part 3 Develop local MCP client for Conference application". @java #AWS @springboot @SpringAICentral #mcp #agenticai #Java #bedrockagentcore vkazulkin.com/building-ai-ag…

New blog post alert 🚨 "Building AI Agents with Spring AI and Amazon Bedrock AgentCore – Part 4 Provide MCP tools for Conference application via AgentCore Gateway". @java #AWS @springboot @SpringAICentral #mcp #agenticai #Java #bedrockagentcore vkazulkin.com/building-ai-ag…

🍃 Beyond local tools: Deep dive into MCP with Spring AI by @JamesWard / @maschnetwork @ Spring I/O 2026 ▶️ Video: youtu.be/gH9bheS0ifU 🔗 Slides: 2026.springio.net/slides/beyond-… #springio26