🍃 From Assistants to Agents: Self-Improving Agentic Systems with Spring AI by @tzolov.bsky.social @ Spring I/O 2026 ▶️ Video: youtu.be/_ZZuzakjgxQ #springio26

What a discussion! It was a pleasure to moderate AI panel at @geecon.bsky.social Thank you @dylanbeatt.ie @tzolov.bsky.social @askowronski.bsky.social and @fmartin.ch hope that we manage to tackle a least a few important questions 😀

Excited to be speaking today at #GeeCON 2026! 🎉 📅 15:10 - Building Self-Correcting AI Agents AI agents are relentless context orchestrators - and the Advisor Pattern is all you need to compose them 🌱 #SpringAI #AI #Java 2026.geecon.org/schedule/

2nd talk at @springio.net today 🌱 — One abstraction rules them all 💍 The Advisor pattern is all you need for any Agentic Harness — Tool Calling, Memory, RAG, Guardrails, LLM-as-a-Judge & more. Self-Improving Agentic Systems with #SpringAI 📅 14:30–15:20 · Track 2 2026.springio.net/sessions/fro...

@tzolov.bsky.social introduces the @spring-ai.bsky.social roadmap at Spring I/O keynote! 🧵 #spring #java #springio26

File-based long-term memory for #SpringAI agents - no vector store, no database, just files. Plain Markdown files, MEMORY index, the agent manages it all via tool calls. Claude auto-memory compatible but portable to any LLM provider. 📖 spring.io/blog/2026/04... #Java #AI

Spring-AI deep-dive by @tzolov.bsky.social at #vdams26. Fast-paced with lots of info, at the same time slowly building up to show how all features are based on a small nr of core principles and techniques, very nice!

Prepping slides & demos for my Voxxed Days Amsterdam 2026 deep dive tomorrow Packing in Memory, Advisors, RAG, Tool Calling & MCP, Agentic Patterns, A2A & ACP, LLM-as-a-Judge, Guardrails… and somehow fitting it all into 2 hours! See you there 👉 amsterdam.voxxeddays.com/talk/?id=12905

Spring AI 2.0.0-M3 is now available and with it comes the ability to set metadata for tools and resources. And that makes MCP Apps possible. Read about how I’ve been tinkering with MCP Apps and how to blend AI chat with traditional UI design at spring.io/blog/2026/03...

🚀 Speaking at @amsterdam.voxxeddays.com — April 1–2! "Spring AI: From Fundamentals to Agentic Patterns" — a hands-on deep dive into context window curation, RAG, MCP, subagent orchestration, and LLM-as-a-Judge. All in Java. 🎟️ amsterdam.voxxeddays.com/talk/?id=12905 #SpringAI #Java #Agentic #AI

Java is #AI infrastructure front-runner ⚡ Benchmark of MCP server implementations across 4 major languages puts #MCP #Java & #SpringAI at the top of the performance charts: sub-ms latency, highest throughput, and the best CPU efficiency 📖 www.tmdevlab.com/mcp-server-p...

Subagent Orchestration delegate tasks to focused subagents with isolated contexts and run in parallel #SpringAI TaskTool provides a portable, model-agnostic implementation inspired by Claude Code's subagents 📖 spring.io/blog/2026/01... @spring-ai.bsky.social #AI #Java #Agents

🚀 Spring AI 2.0.0-M2 is here! ✨ Highlights: - Anthropic Custom Skills support, - Null-safe API with JSpecify, - New vector stores: S3, Infinispan, Bedrock KB, - Redis Semantic Cache, - Structured outputs for Mistral AI & Ollama, - MCP SDK 0.17.2 and bug fixes spring.io/blog/2026/01...

Tomorrow, I’ll have the privilege to kick off the jChampions Conference, a free online event with sessions presented by Java Champions ☕️ I’ll talk about Modular RAG with Spring AI, Arconia, and Docling at 3:00 pm CET 🍃 www.youtube.com/watch?v=ZcB4... Schedule: jchampionsconf.com/schedule.html

#SpringAI is among the official adopters of the Agent Skills specification: agentskills.io It is nice to see a Java toolkit next to Claude, Cursor, Gemini, GitHub... Find more about the Spring AI Skills integration: www.linkedin.com/feed/update/... #Java #AI @spring-ai.bsky.social

If AI agent drops steps on complex tasks, add TodoWriteTool-a #SpringAI tool that enables LLMs to create, track, and update task lists during execution. It transforms implicit planning into explicit, trackable workflows. 📖Blog: spring.io/blog/2026/01... #Java #AI

#SpringAI AskUserQuestionTool - AI agents that ask clarifying questions before answering, gather requirements interactively, and create a specification aligned with your actual needs 📖Blog: spring.io/blog/2026/01... #AI #Java #Agent @spring-ai.bsky.social

Bringing Agent Skills to Java and #SpringAI 🚀 Modular, reusable capabilities for your AI agents -discovered at startup, loaded on demand. Portable across any LLM. Inspired by & compatible with Claude Code Skills. Part 1 of the Agentic Patterns series: spring.io/blog/2026/01... @spring-ai.bsky.social

🎉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.