🎉As 2025 comes to a close, I'm taking a moment to reflect on an extraordinary year of innovation with Spring AI - From MCP integration to agents, explainable AI, token optimization, ... Read the full story 👇 www.linkedin.com/pulse/2025-y...

🤖 Building AI agents? You can capture WHY the LLM makes decisions—not just what it decides. #SpringAI's Tool Argument Augmenter captures LLM reasoning alongside tool calls—useful for building memory-enhanced agents. No tool modifications needed! 📖 spring.io/blog/2025/12...

#SpringAI Tool Search Tool - Build smarter AI apps that discover tools when they need them 📖 Blog: spring.io/blog/2025/12... 🔗 GitHub: github.com/spring-ai-community/spring-ai-tool-search-tool ✅ On-demand tool discovery ✅ Multiple LLMs ✅ 34-64% token savings @spring-ai.bsky.social

JSON is the go-to format for LLM tool responses, but alternatives like TOON, XML, CSV, YAML can potentially improve token efficiency and performance. Find how to configure #SpringAI tool responses formats and optimize for your use case: spring.io/blog/2025/11... @spring-ai.bsky.social

A few thoughts from Chicago.

🚀 Spring AI 1.1.0 GA Released 🔧 Better MCP Integration ... 🔐MCP OAuth2 server protection 🔄 Recursive Advisors ...📦 Developer Experience: ... Over 850+ commits Kudos to the entire Spring AI community! 🙌 Find more: spring.io/blog/2025/11... @spring-ai.bsky.social

🤖⚖️ LLM-as-a-Judge with #SpringAI Evaluating LLM output is challenging. Traditional metrics fall short, and human evaluation doesn't scale. LLM-as-a-Judge uses LLMs to evaluate AI-generated content, matching human judgment 📖 spring.io/blog/2025/11... 🛠️ github.com/spring-proje...

Self-Improving AI Agents with #SpringAI Recursive Advisors - enabling iterative AI workflows that can loop, validate and retry until goals are achieved Think of observable tool calling, evaluations, validation... agentic loops. Find more: spring.io/blog/2025/11...

Excited to be speaking at @vaadin.com Create 2025! 🚀 📅 Day 1: "Spring AI & MCP for all things AI" talk 🔧 Day 2: Hands-on lab with @marcushellberg.dev Discover how JVM rules the AI world! vaadin.com/vaadin-creat... @spring-ai.bsky.social #MCP

Excited to be speaking at @devoxx.com with @chemicl.bsky.social 🎉 We'll be diving into #MCP Java SDK and #SpringAI hands-on, showing you how to build AI apps that actually know what's going on around them. More details: m.devoxx.com/events/dvbe2...

#SpringAI (1.1.0-SNAPSHOT) & MCP Java SDK, makes #MCP Server development a breeze! Inspired by the FastMCP Context, it brings fluent APIs for logging, progress notifications, client elicitation, LLM sampling and more ...💡 @spring-ai.bsky.social

At the MCP Dev Summit keynote, David Soria Parra (MCP co-creator) called out the MCP Java SDK - "really really popular"! Grateful to be part of it. Shoutout to @thedsp.bsky.social and the #MCP & @spring-ai.bsky.social communities for building something special together! 💚

#MCP Security with #SpringAI Great contribution by @garnier.wf

Connect Your #AI to Everything with #SpringAI's new #MCP Boot Starters and Java Annotations. This intro blog demonstrates building both MCP Servers and Clients, showcasing basic and advanced MCP features 👉 spring.io/blog/2025/09... @spring-ai.bsky.social

Excited to present at @ai4devs.bsky.social Amsterdam this Friday, September 19th! I'll be sharing the latest Spring AI and MCP (Model Context Protocol) advancements for Java developers: amsterdam.ai4devs.io/speakers/chr...

🍃 From Single-Shot LLMs to Intelligent Agents: Building Scalable AI Systems with Spring AI and MCP by @tzolov.bsky.social @ Spring I/O 2025 ▶️ Video: youtu.be/l38CPjOYsHk 🔗 Slides: 2025.springio.net/slides/from-... 🛠️Repo: github.com/spring-proje... #springio25

Spring AI 1.1.0-M1 is here! Featuring: • Comprehensive MCP integration including the support for Streamable HTTP client & server transports • New MCP annotations framework • Google GenAI SDK integration • Anthropic Claude prompt caching and more spring.io/blog/2025/09...

Speaking at @springio.net on May 23 about building Agentic systems with LLMs, Tools & MCP! Details: 2025.springio.net/sessions/fro...

Spring AI 1.0.0-RC1 and MCP Java SDK 0.10.0 just released! 🚀 Check release notes: - Spring AI: spring.io/blog/2025/05/13/spring-ai-1-0-0-RC1-released - MCP Java SDK: github.com/modelcontextprotocol/java-sdk/releases/tag/v0.10.0 #SpringAI #MCP

Honored to be speaking at #GOSIM AI 2025 in Paris! My talk, "Unifying AI Integration with Model Context Protocol", explores how #MCP can streamline AI model interoperability across platforms: paris2025.gosim.org/schedule/uni... @gosimfoundation @SpringAICentral

#SpringAI supports dynamic tool updates via #MCP! Add, remove & modify tools at runtime without restarting your app or server. Build adaptive AI systems that evolve with your needs. 📘 Blog: spring.io/blog/2025/05... 💻 Code: github.com/spring-proje...

Just released a 100% Java GitHub #MCP using #SpringAI @ github.com/stephanj/Git... You can now chat with your GitHub projects, search project files, commits etc. #Enjoy

Building AI Agents with Model Context Protocol (MCP) - my @amsterdam.voxxeddays.com talk about how #SpringAI - #MCP standardizes tool integration, resource management, and prompt handling for building AI apps and agents youtu.be/oSGVQIZxi7s

Prompt Engineering in Java: #SpringAI turns Google's Prompt Engineering Guide into code. Implements zero-shot, few-shot, chain-of-thought & more in our new blog post: spring.io/blog/2025/04... #Java #PromptEngineering #SpringAI

🚀 MCP Java SDK 0.9.0 is now available! 📷 Enhanced structured logging & sampling support 📷 Bug fixes, DevEx improvements 📷 Integrated inside #SpringAI M7 Find more: github.com/modelcontext... #MCP #Java #ModelContextProtocol #Spring

Just finished upgrading some AWS + Spring AI + MCP samples from Spring AI M6 to the new M7. Pretty straightforward but if you need a reference, check out the samples: github.com/aws-samples/...

Great article by @jamesward.com on defining AI agent tools with simple annotations, connecting to external systems, and deploying on #AWS easily. #SpringAI #MCP components integrate with Amazon Bedrock for powerful AI applications. community.aws/content/2v8A...

Join me at @amsterdam.voxxeddays.com to explore the LLMs to Agents journey with #MCP Java SDK and #SpringAI amsterdam.voxxeddays.com/talk?id=19305

🚀 The MCP Java SDK core module provides default STDIO & SSE client/server transports - no external web frameworks needed! Build MCP clients/servers in plain Java with both Async (Reactor) & Sync APIs. Spring support is optional. 🔗 Minimal deps: central.sonatype.com/artifact/io....

MCP Java SDK 0.8.0 is now available! ✨ New session-based server architecture for concurrent connections 🧠 Sampling support for AI model interactions 📦 OSGi metadata generation support ⚠️ Migration guide: shorturl.at/0SzQJ #MCP #Java #ModelContextProtocol

As founder of #MCP Java SDK and co-lead for #SpringAI, bringing these technologies together has been exciting. I'm grateful to @jetbrains.com for the highlight! Big thanks to the Spring community and @thedsp.bsky.social for the amazing support! Can't wait to see what developers build! 🚀

Full house in @tzolov.bsky.social's talk on Spring AI agents.

What a great audience at our workshop "Building Smart Agents with MCP and Spring AI!" The best part? That wow moment when everyone realizes just how easy it is to build powerful AI agents with Spring AI #TalentArena2025 @tzolov.bsky.social

Next Tues, @sergialmar and I will walk you through "Building Smart Agents with Model Context Protocol (MCP) and Spring AI"

4️⃣ Beyond the Hype: Building AI Agents with Spring / @asaikali.bsky.social & @tzolov.bsky.social Get a clear and practical introduction to building AI agents with Spring AI. 🔗 2025.springio.net/workshops/be...

🚀 New blog post: Building Effective Agents with Spring AI Learn how to implement 5 powerful agentic patterns using Spring AI: • Chain Workflow • Parallelization • Routing • Orchestrator-Workers • Evaluator-Optimizer spring.io/blog/2025/01...

Join me at Amsterdam JUG for "From LLMs to Agents: Transforming Applications with MCP and Spring AI": meetup.com/amsterdam-ja... We'll talk about how the Model Context Protocol (MCP) facilitates the AI agent development. Live coding with #SpringAI & #MCP

🎉 Happy New Year, Spring community! 🌱✨ We can't wait to see you in beautiful Barcelona for Spring I/O next year, let’s make 2025 unforgettable together!

Spring AI 1.0.0-M5 is out! 🥳 Lots of new features and improvements: Modular RAG, Kotlin support, Multimodality, MCP, new Models and Vector Stores ...

We are asking Ukrainians to defeat the armies of Putin and Kim Jong Un. In their efforts to do so, Ukrainians helped bring down Assad. Ukrainian resistance is one of the most stunning military achievements in modern history.

Real-time internet search capabilities for LLMs with #SpringAI and #MCP! Get instant, up-to-date information without RAG. Check out the code: github.com/spring-proje...

Introducing #SpringAI #MCP: A Java SDK for the Model Context Protocol! Standardize how your Java applications integrate with LLMs, connect to data sources, and build AI-powered tools. Get started now: spring.io/blog/2024/12...

#SpringAI integration with Amazon Bedrock Nova using the Converse API! Build powerful multimodal AI apps with text, image, video & document processing. Step-by-step guide and code examples: spring.io/blog/2024/12..., #SpringAI #AWS #Bedrock #AI

Few lines of #SpringAI to implement a voice-based chat assistant application, handling things like speech recognition, LLM, and audio playback. Find more: spring.io/blog/2024/12...

#SpringAI: Craft a speech-to-speech chatbot with Marvin, the galaxy's most intelligent & depressed robot! 🤖 Details: spring.io/blog/2024/12...

Community member, Alexandros Pappas contributed #Perplexity-AI integration to #Spring AI! Based on the OpenAI API it blends advanced language models with real-time search in your Spring Boot apps. 👉 More info: docs.spring.io/spring-ai/re... #SpringAI

New in #SpringAI: Audio support for #OpenAI integration thanks to @thomasvitale.com 's contribution! Check out the docs: docs.spring.io/spring-ai/re...

SpringAI 1.0.0 M4 Release - Amazon Bedrock Converse API integration - Tool/Function Calling: turn any java.util.Function & Java Method into a function callback endpoint; Added support for TooContext function parameter - Advanced and Modular RAG (preview) - Kotlin support ...

Join me at Big Data Conference to learn how to bring #GenAI to your existing Java / Kotlin apps! Opportunity to discover the latest #SpringAI features: Observability, advanced Function Calling, modular RAG & more: tinyurl.com/3fxzbc3k

#SpringAI continues its @anthropic.com.web.brid.gy integration with support for the newly released Claude 3.5 Sonnet model (claude-3-5-sonnet-20241022) Get started: docs.spring.io/spring-ai/re...