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
Here's the correct sequence diagram. Unfortunately I can't update the post
