christzolov's profile picture. R&D Software Engineer at @Broadcom's @SpringCentral team | #SpringAI lead | MCP Java SDK founder | @TheASF Committer

Christian Tzolov🇧🇬🇪🇺🇺🇦 🦋@tzolov.bsky.social

@christzolov

R&D Software Engineer at @Broadcom's @SpringCentral team | #SpringAI lead | MCP Java SDK founder | @TheASF Committer

🤖 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/2025/12/2…

christzolov's tweet image. 🤖 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/2025/12/2…

Christian Tzolov🇧🇬🇪🇺🇺🇦 🦋@tzolov.bsky.social đã đăng lại

Now we have a simple choice: either money today, or blood tomorrow. I’m not talking about Ukraine only, I’m talking about Europe. This is our decision to make. And only ours. All European leaders must finally rise to the challenge.


#SpringAI Tool Search Tool - Build smarter AI apps that discover tools when they need them ✅ On-demand tool discovery ✅ Multiple LLMs (OpenAI, Anthropic, Gemini, .) ✅ 34-64% token savings 📖 Blog: spring.io/blog/2025/12/1… 🔗 GitHub: github.com/spring-ai-comm… @SpringAICentral

christzolov's tweet image. #SpringAI Tool Search Tool - Build smarter AI apps that discover tools when they need them

✅ On-demand tool discovery
✅ Multiple LLMs (OpenAI, Anthropic, Gemini, .)
✅ 34-64% token savings

📖 Blog: spring.io/blog/2025/12/1…
🔗 GitHub: github.com/spring-ai-comm…
@SpringAICentral

Christian Tzolov🇧🇬🇪🇺🇺🇦 🦋@tzolov.bsky.social đã đăng lại

Spring AI 1.1 is out with many updates to the MCP support. @starbuxman, @dashaun, and I walked through all the great stuff in our latest Coffee & Software episode: youtube.com/watch?v=qAOA6P…

JamesWard's tweet card. Spring AI 1.1 is GA!!

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Spring AI 1.1 is GA!!


Christian Tzolov🇧🇬🇪🇺🇺🇦 🦋@tzolov.bsky.social đã đăng lại

A few days left on our birthday anniversary hackathon: huggingface.co/MCP-1st-Birthd…


🚀 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/2025/11/1…

christzolov's tweet image. 🚀 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/2025/11/1…

Christian Tzolov🇧🇬🇪🇺🇺🇦 🦋@tzolov.bsky.social đã đăng lại

🚀 Exciting news: Spring AI 1.1.0 GA is here! A major update with enhanced MCP support, prompt caching, model integrations, advanced AI advisors, vector stores, chat memory, observability enhancements, and 850+ improvements, bug fixes, and updates. 👉 spring.io/blog/2025/11/1…


🤖⚖️ 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/2025/11/1… 🛠️ github.com/spring-project…

christzolov's tweet image. 🤖⚖️ 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/2025/11/1…
🛠️ github.com/spring-project…
christzolov's tweet image. 🤖⚖️ 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/2025/11/1…
🛠️ github.com/spring-project…

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/2025/11/0… @SpringAICentral

christzolov's tweet image. 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/2025/11/0…
@SpringAICentral
christzolov's tweet image. 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/2025/11/0…
@SpringAICentral

Looking forward to speaking at DevCon 2025! Quick walk through the journey from building a "monolithic" LLM-enabled AI app to re-working it into an MCP client-server architecture. 📅 November 5, 2025 📍 NORD Events Center by Globalworth dev-con.ro/agenda/8-java-… @SpringAICentral

christzolov's tweet image. Looking forward to speaking at DevCon 2025!
Quick walk through the journey from building a "monolithic" LLM-enabled AI app to re-working it into an MCP client-server architecture.
📅 November 5, 2025
📍 NORD Events Center by Globalworth
dev-con.ro/agenda/8-java-… 
@SpringAICentral

Christian Tzolov🇧🇬🇪🇺🇺🇦 🦋@tzolov.bsky.social đã đăng lại

As a Spring user, I want to build AI Agents with:


Christian Tzolov🇧🇬🇪🇺🇺🇦 🦋@tzolov.bsky.social đã đăng lại

@christzolov and mine @Devoxx Belgium talk titled Unifying AI integration with Model Context Protocol is now available on YouTube youtube.com/watch?v=PJOthB… #MCP #SpringAI

chemicL's tweet card. Unifying AI integration with Model Context Protocol by Christian...

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Unifying AI integration with Model Context Protocol by Christian...


Excited to be speaking at @Devoxx Belgium with Dariusz Jędrzejczyk (@chemicL) 🎉 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/dvbe25/… @MCP_Community

christzolov's tweet image. Excited to be speaking at @Devoxx Belgium with Dariusz Jędrzejczyk (@chemicL)   🎉 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/dvbe25/…
@MCP_Community

#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 ...💡 @SpringAICentral @MCP_Community

christzolov's tweet image. #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 ...💡
@SpringAICentral @MCP_Community
christzolov's tweet image. #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 ...💡
@SpringAICentral @MCP_Community

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 @dsp_ and the community for building something special together!💚 @mcpsummit @SpringAICentral @MCP_Community


🔐 New: #MCP Security for #SpringAI! Secure your #Java Model Context Protocol servers with #OAuth2 and API keys. Thanks @kehrlann for this great contribution! 🙌 Check out the blog: spring.io/blog/2025/09/3… @MCP_Community @SpringAICentral

christzolov's tweet image. 🔐 New: #MCP Security for #SpringAI! Secure your #Java Model Context Protocol servers with #OAuth2 and API keys. Thanks @kehrlann for this great contribution! 🙌 Check out the blog: spring.io/blog/2025/09/3…
@MCP_Community @SpringAICentral

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