Christian Tzolov
@tzolov.bsky.social
Spring AI lead | Spring Framework team at Broadcom
🚀 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
🔧 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
November 13, 2025 at 8:01 AM
🚀 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
🔧 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...
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...
November 10, 2025 at 10:17 AM
🤖⚖️ 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...
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...
Think of observable tool calling, evaluations, validation... agentic loops.
Find more: spring.io/blog/2025/11...
November 4, 2025 at 10:42 AM
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...
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
📅 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
October 20, 2025 at 6:54 AM
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
📅 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...
More details: m.devoxx.com/events/dvbe2...
October 9, 2025 at 8:55 AM
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...
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
@spring-ai.bsky.social
October 7, 2025 at 11:48 AM
#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
@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! 💚
October 4, 2025 at 12:01 PM
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! 💚
Speaking at @springio.net on May 23 about building Agentic systems with LLMs, Tools & MCP!
Details: 2025.springio.net/sessions/fro...
Details: 2025.springio.net/sessions/fro...
May 18, 2025 at 6:59 PM
Speaking at @springio.net on May 23 about building Agentic systems with LLMs, Tools & MCP!
Details: 2025.springio.net/sessions/fro...
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
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
May 14, 2025 at 5:10 AM
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
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
Here's the correct sequence diagram. Unfortunately I can't update the post
May 5, 2025 at 5:42 AM
Here's the correct sequence diagram. Unfortunately I can't update the post
#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...
📘 Blog: spring.io/blog/2025/05...
💻 Code: github.com/spring-proje...
May 4, 2025 at 1:14 PM
#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...
📘 Blog: spring.io/blog/2025/05...
💻 Code: github.com/spring-proje...
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
#Java #PromptEngineering #SpringAI
April 14, 2025 at 7:49 AM
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
#Java #PromptEngineering #SpringAI
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
March 31, 2025 at 10:32 AM
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....
Build MCP clients/servers in plain Java with both Async (Reactor) & Sync APIs. Spring support is optional.
🔗 Minimal deps: central.sonatype.com/artifact/io....
March 30, 2025 at 1:45 PM
🚀 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....
Build MCP clients/servers in plain Java with both Async (Reactor) & Sync APIs. Spring support is optional.
🔗 Minimal deps: central.sonatype.com/artifact/io....
🚀 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...
Learn how to implement 5 powerful agentic patterns using Spring AI:
• Chain Workflow
• Parallelization
• Routing
• Orchestrator-Workers
• Evaluator-Optimizer
spring.io/blog/2025/01...
January 21, 2025 at 2:18 PM
🚀 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...
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
We'll talk about how the Model Context Protocol (MCP) facilitates the AI agent development. Live coding with #SpringAI & #MCP
January 16, 2025 at 4:23 PM
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
We'll talk about how the Model Context Protocol (MCP) facilitates the AI agent development. Live coding with #SpringAI & #MCP
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...
December 17, 2024 at 9:53 AM
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...
spring.io/blog/2024/12...
December 11, 2024 at 1:22 PM
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...
spring.io/blog/2024/12...
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...
December 8, 2024 at 8:36 AM
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...
Details: spring.io/blog/2024/12...
December 5, 2024 at 5:26 PM
#SpringAI: Craft a speech-to-speech chatbot with Marvin, the galaxy's most intelligent & depressed robot! 🤖
Details: spring.io/blog/2024/12...
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
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
November 30, 2024 at 9:36 AM
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
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...
Check out the docs: docs.spring.io/spring-ai/re...
November 27, 2024 at 12:08 PM
New in #SpringAI: Audio support for #OpenAI integration thanks to @thomasvitale.com 's contribution!
Check out the docs: docs.spring.io/spring-ai/re...
Check out the docs: docs.spring.io/spring-ai/re...
Next to Vertex Gemini, the Anthropic Claude is another AI Model supporting PDF multimodal input:
- Anthropic Claude - docs.spring.io/spring-ai/re...
- Vertex Gemini - docs.spring.io/spring-ai/re...
- Anthropic Claude - docs.spring.io/spring-ai/re...
- Vertex Gemini - docs.spring.io/spring-ai/re...
November 26, 2024 at 9:10 AM
Next to Vertex Gemini, the Anthropic Claude is another AI Model supporting PDF multimodal input:
- Anthropic Claude - docs.spring.io/spring-ai/re...
- Vertex Gemini - docs.spring.io/spring-ai/re...
- Anthropic Claude - docs.spring.io/spring-ai/re...
- Vertex Gemini - docs.spring.io/spring-ai/re...
The comparison table was also missing the new Amazon Bedrock Converse API integration, which introduces extensive features like Tools and Modality support. Amazon recommends this as their primary Chat/Message API moving forward:
November 25, 2024 at 1:28 PM
The comparison table was also missing the new Amazon Bedrock Converse API integration, which introduces extensive features like Tools and Modality support. Amazon recommends this as their primary Chat/Message API moving forward: