--- title: "Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25" source_name: "Spring I/O" original_url: "https://www.youtube.com/watch?v=cLWFu33kM3E" canonical_url: "https://www.traeai.com/articles/37c29051-0691-4b3b-be7b-5f94500e0bca" content_type: "video" language: "英文" score: 5 tags: ["Spring AI","Vaadin","AI Patterns","Java"] published_at: "2025-10-02T13:59:32+00:00" created_at: "2026-04-18T13:44:36.186419+00:00" --- # Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25 Canonical URL: https://www.traeai.com/articles/37c29051-0691-4b3b-be7b-5f94500e0bca Original source: https://www.youtube.com/watch?v=cLWFu33kM3E ## Summary 该内容为 Spring I/O 2025 大会演讲视频链接，标题提及 Spring AI 与 Vaadin 的实际 AI 模式，但正文未提供实质性技术细节。 ## Key Takeaways - 文章仅为 YouTube 视频页面，缺乏文字内容 - 无法提取具体技术实现或架构模式 - 信息密度低，不适合直接作为技术参考 ## Content Title: Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25 URL Source: http://www.youtube.com/watch?v=cLWFu33kM3E Markdown Content: # Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25 - YouTube Back [![Image 1](http://www.youtube.com/watch?v=cLWFu33kM3E)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=cLWFu33kM3E) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3Dhttps%253A%252F%252Fwww.youtube.com%252Fwatch%253Fv%253DcLWFu33kM3E&hl=en&ec=65620) [![Image 2](http://www.youtube.com/watch?v=cLWFu33kM3E)](http://www.youtube.com/ "YouTube Home") [](http://www.youtube.com/watch?v=cLWFu33kM3E) [](http://www.youtube.com/watch?v=cLWFu33kM3E) [](http://www.youtube.com/watch?v=cLWFu33kM3E) [](http://www.youtube.com/watch?v=cLWFu33kM3E) [Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25](http://www.youtube.com/watch?v=cLWFu33kM3E) [](http://www.youtube.com/watch?v=cLWFu33kM3E) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=cLWFu33kM3E)](http://www.youtube.com/watch?v=cLWFu33kM3E) ## Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25 Spring I/O 7,837 views 6 months ago [](http://www.youtube.com/watch?v=cLWFu33kM3E) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=cLWFu33kM3E) [![Image 5](http://www.youtube.com/watch?v=cLWFu33kM3E)](http://www.youtube.com/watch?v=cLWFu33kM3E) If playback doesn't begin shortly, try restarting your device. • You're signed out Videos you watch may be added to the TV's watch history and influence TV recommendations. 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Please try again later. ![Image 6](http://www.youtube.com/watch?v=cLWFu33kM3E) 0:00 [](http://www.youtube.com/watch?v=cLWFu33kM3E)[](https://www.youtube.com/watch?v=yQQEnXRMvUA "Next (SHIFT+n)") 0:00 / 0:00 Live •Watch full video • • [49:55 Modular RAG Architectures with Java and Spring AI by Thomas Vitale @ Spring I/O 2025 Spring I/O 17K views • 8 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=yQQEnXRMvUA)[56:01 Building Java AI Agents with Spring AI by Yuriy Bezsonov OpenValue 1.7K views • 5 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=NplxRLwKp34)[46:13 How I use Claude Code (Meta Staff Engineer Tips)John Kim 385K views • 2 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=mZzhfPle9QU)[49:51 Practical Agentic RAG with SpringAI in Modern Enterprise Applications by Dan Dobrin @ Spring I/O 25 Spring I/O 10K views • 9 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=l4Azzw1e0ns)[54:06 From Single-Shot LLMs to Intelligent Agents: Building Scalable AI Systems with Spring AI and MCP Spring I/O 6.3K views • 7 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=l38CPjOYsHk)[17:16 Prompt Engineering is dead.Confluent Developer 236K views • 2 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=Cs7QiSi8KLY)[1:06:32 Skill Issue: Andrej Karpathy on Code Agents, AutoResearch, and the Loopy Era of AI No Priors: AI, Machine Learning, Tech, & Startups 716K views • 4 weeks ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=kwSVtQ7dziU)[51:44 Top 10 Rest API Design Pitfalls by Victor Rentea @ Spring I/O 2025 Spring I/O 19K views • 7 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=u_5JppAExDs)[35:26 How AI agents & Claude skills work (Clearly Explained)Greg Isenberg 118K views • 9 days ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=S_oN3vlzpMw)[55:32 Claude just killed ALL Note-Taking Apps. Here is proof.ICOR with Tom | AI Productivity 278K views • 3 weeks ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=geIKyDaXwGg)[56:40 Don't learn AI Agents without Learning these Fundamentals KodeKloud 676K views • 5 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=ZaPbP9DwBOE)[47:41 Virtual Threads, Structured Concurrency and Scoped Values: Putting it all together @ Spring I/O Spring I/O 14K views • 7 months ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=kz_R6-fdSZc) Sign in to confirm you’re not a bot This helps protect our community. [Learn more](https://support.google.com/youtube/answer/3037019#zippy=%2Ccheck-that-youre-signed-into-youtube) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3D%252Fwatch%253Fv%253DcLWFu33kM3E&hl=en) # Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25 [![Image 7](https://yt3.ggpht.com/WZblQzigEED1WlfnrsMds4u-uL5y7_sgN4K_Ct5_MmCQmXfd-iULG4061RquXHBv7l_Jb3NNjc0=s48-c-k-c0x00ffffff-no-rj)](http://www.youtube.com/@SpringIOConference) [Spring I/O](http://www.youtube.com/@SpringIOConference) Spring I/O 48.6K subscribers Subscribe Subscribed 151 Share Save Download Download 7.8K views 6 months ago 7,837 views • Oct 2, 2025 Spring I/O 2025 - 21-23 May, Barcelona Slides: [https://speakerdeck.com/thomasvitale/...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbEVyWW9EMlE0TTg0TlE1N1JzeG0wWkl6Q0RHQXxBQ3Jtc0ttZjlVcVNQdGhiQk53TWNjQUxwblU5VHo1c21lWHdsYmJtNWpPSnRZWWpBUWRQNnhYbEJFdVpJcXVuOWxIZi1jZ0F4UDBpMHZQTmhONmMzNWNPdHJJQWJQUXZnS3otRktsMl9yQU5kRF9iWlZvTjRicw&q=https%3A%2F%2Fspeakerdeck.com%2Fthomasvitale%2Freal-world-ai-patterns-with-spring-ai-and-vaadin&v=cLWFu33kM3E)…...more ...more Transcript Follow along using the transcript. Show transcript [![Image 8](http://www.youtube.com/watch?v=cLWFu33kM3E) ### Spring I/O 48.6K subscribers](http://www.youtube.com/@SpringIOConference) [Videos](http://www.youtube.com/channel/UCLMPXsvSrhNPN3i9h-u8PYg/videos)[About](http://www.youtube.com/channel/UCLMPXsvSrhNPN3i9h-u8PYg/about) Show less [](http://www.youtube.com/watch?v=cLWFu33kM3E) # Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25 7,837 views 7.8K views Oct 2, 2025 151 Share Save Download Download ## 3 Comments Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=cLWFu33kM3E)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=cLWFu33kM3E) ![Image 9: Default profile photo](https://yt3.ggpht.com/a/default-user=s48-c-k-c0x00ffffff-no-rj) Add a comment... ![Image 10](https://yt3.ggpht.com/ytc/AIdro_kquavp26QYM3L51VgUy84dkzJDoax7pZFw8LbMU_s=s88-c-k-c0x00ffffff-no-rj) ### [@balazsklezli5702](http://www.youtube.com/@balazsklezli5702) [6 months ago](http://www.youtube.com/watch?v=cLWFu33kM3E&lc=UgxjEktjrICmg83K5Y54AaABAg) Loved the IT Crowd reference :) Show less Read more Like Dislike Reply ![Image 11](https://yt3.ggpht.com/zQQQl4lfgFwqyvqaVzIPyi-2MihC1Ha8GKB-YNFSJjVV-54NCkzVV2uyUTBLsbRiv_QKBGw=s88-c-k-c0x00ffffff-no-rj) ### [@HeffDeff](http://www.youtube.com/@HeffDeff) [6 months ago](http://www.youtube.com/watch?v=cLWFu33kM3E&lc=UgwltYCp-mqyOmq873l4AaABAg) Can you share the GitHub link as was mentioned in the video? Show less Read more Like 5 Dislike Reply ![Image 12](https://yt3.ggpht.com/ytc/AIdro_lxByINJhdKKf5DF1JhNjA-XCO2hIzx4OQTqnkf1UbWN1k=s88-c-k-c0x00ffffff-no-rj) ### [@sopheaMak](http://www.youtube.com/@sopheaMak) [4 months ago](http://www.youtube.com/watch?v=cLWFu33kM3E&lc=UgwkpC8I_H41wN-yg6J4AaABAg) Can you share github repo? Show less Read more Like Dislike Reply Top is selected, so you'll see featured comments ![Image 13](http://www.youtube.com/watch?v=cLWFu33kM3E) ## Comments 3 [Top Show featured comments](http://www.youtube.com/watch?v=cLWFu33kM3E)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=cLWFu33kM3E) ![Image 14](http://www.youtube.com/watch?v=cLWFu33kM3E) ## In this video Transcript ![Image 15](http://www.youtube.com/watch?v=cLWFu33kM3E) ## Description Real-World AI Patterns with Spring AI and Vaadin by Marcus Hellberg / Thomas Vitale @ Spring I/O 25 151 Likes 7,837 Views Oct 2 2025 Spring I/O 2025 - 21-23 May, Barcelona Slides: [https://speakerdeck.com/thomasvitale/...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbWpZNUhSY054Y19LUGNUZk4tTUc5Mm4xMHdhZ3xBQ3Jtc0trX21VelFEckg4REl6U0FueDZlT0RPR0ozYkpqalFEU0hSdjJORC0xQTR0Y05TR3FwQU5KOUFadmhTbEh1ZmtuejBMNUxjdl95SkV0LU9xaHJqUXNDaWJFQURmTE1jYTFxNF9WQm1VMTNWd1ZpZnJfSQ&q=https%3A%2F%2Fspeakerdeck.com%2Fthomasvitale%2Freal-world-ai-patterns-with-spring-ai-and-vaadin&v=cLWFu33kM3E) For the past few years, we have been experimenting with large language models (LLMs) and have discovered effective ways to integrate AI capabilities into Java applications. But how do we transition from experimentation to actual production adoption? This talk will analyze the most common AI patterns used in real-world applications, complemented by live demos showcasing their implementation with Spring AI and Vaadin. You will learn how to: Provide short-term and long-term memory to a large language model (LLM). Integrate LLMs with your APIs through tool calling and build advanced agents. Protect your AI workflows from prompt injection attacks and sensitive data leaks using guardrails. Interact with models via text, image, audio, and video through multimodality. Enhance the context provided to LLMs from your data using advanced retrieval techniques. You will gain practical insights into how these patterns can be effectively integrated into your projects, with examples you can implement in your existing applications immediately, whether you are running your workloads on-premises or in the cloud.…...more ...more Show less Transcript Follow along using the transcript. Show transcript [![Image 16](http://www.youtube.com/watch?v=cLWFu33kM3E) ### Spring I/O 48.6K subscribers](http://www.youtube.com/@SpringIOConference) [Videos](http://www.youtube.com/channel/UCLMPXsvSrhNPN3i9h-u8PYg/videos)[About](http://www.youtube.com/channel/UCLMPXsvSrhNPN3i9h-u8PYg/about) ![Image 17](http://www.youtube.com/watch?v=cLWFu33kM3E) ## Transcript NaN / NaN [![Image 18](https://i.ytimg.com/vi/yQQEnXRMvUA/hqdefault.jpg?sqp=-oaymwFBCNACELwBSFryq4qpAzMIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB8AEB-AH-CYAC0AWKAgwIABABGE0gYShlMA8=&rs=AOn4CLAVaxcUU9E4bBbsezs2HktKWIFGSw) 49:55](http://www.youtube.com/watch?v=yQQEnXRMvUA) ![Image 19](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [Modular RAG Architectures with Java and Spring AI by Thomas Vitale @ Spring I/O 2025](http://www.youtube.com/watch?v=yQQEnXRMvUA) Spring I/O 17K views • 8 months ago [![Image 20](https://i.ytimg.com/vi/NplxRLwKp34/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLAXjRidC6b0y_pB3X998BawDah_Yw) 56:01](http://www.youtube.com/watch?v=NplxRLwKp34) ![Image 21](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [Building Java AI Agents with Spring AI by Yuriy Bezsonov](http://www.youtube.com/watch?v=NplxRLwKp34) OpenValue 1.7K views • 5 months ago [![Image 22](https://i.ytimg.com/vi/mZzhfPle9QU/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLAjtGrLIkuhlICeYWvSunRjo1vW5Q) 46:13](http://www.youtube.com/watch?v=mZzhfPle9QU) ![Image 23](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [How I use Claude Code (Meta Staff Engineer Tips)](http://www.youtube.com/watch?v=mZzhfPle9QU) John Kim 385K views • 2 months ago [![Image 24](https://i.ytimg.com/vi/l4Azzw1e0ns/hqdefault.jpg?sqp=-oaymwFBCNACELwBSFryq4qpAzMIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB8AEB-AH-CYAC0AWKAgwIABABGEwgYyhlMA8=&rs=AOn4CLAWALAevfQHov1X-qxnWBY68CQ-GA) 49:51](http://www.youtube.com/watch?v=l4Azzw1e0ns) ![Image 25](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [Practical Agentic RAG with SpringAI in Modern Enterprise Applications by Dan Dobrin @ Spring I/O 25](http://www.youtube.com/watch?v=l4Azzw1e0ns) Spring I/O 10K views • 9 months ago [![Image 26](https://i.ytimg.com/vi/l38CPjOYsHk/hqdefault.jpg?sqp=-oaymwFBCNACELwBSFryq4qpAzMIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB8AEB-AH-CYAC0AWKAgwIABABGFogZShYMA8=&rs=AOn4CLDfUFBwIPVWFyi5jCY-C95PujwjEQ) 54:06](http://www.youtube.com/watch?v=l38CPjOYsHk) ![Image 27](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [From Single-Shot LLMs to Intelligent Agents: Building Scalable AI Systems with Spring AI and MCP](http://www.youtube.com/watch?v=l38CPjOYsHk) Spring I/O 6.3K views • 7 months ago [![Image 28](https://i.ytimg.com/vi/Cs7QiSi8KLY/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLBKkNIQl88JYpnjHhxrhDHEi40Atg) 17:16](http://www.youtube.com/watch?v=Cs7QiSi8KLY) ![Image 29](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [Prompt Engineering is dead.](http://www.youtube.com/watch?v=Cs7QiSi8KLY) Confluent Developer 236K views • 2 months ago [![Image 30](https://i.ytimg.com/vi/kwSVtQ7dziU/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLAaW4pwRJX_36pgockMHcyXuGN_8w) 1:06:32](http://www.youtube.com/watch?v=kwSVtQ7dziU) ![Image 31](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [Skill Issue: Andrej Karpathy on Code Agents, AutoResearch, and the Loopy Era of AI](http://www.youtube.com/watch?v=kwSVtQ7dziU) No Priors: AI, Machine Learning, Tech, & Startups 716K views • 4 weeks ago [![Image 32](https://i.ytimg.com/vi/u_5JppAExDs/hqdefault.jpg?sqp=-oaymwFBCNACELwBSFryq4qpAzMIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB8AEB-AH-CYAC0AWKAgwIABABGEcgYChlMA8=&rs=AOn4CLBmSdKNKma1DN-ShBiI27wyIb3pjw) 51:44](http://www.youtube.com/watch?v=u_5JppAExDs) ![Image 33](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [Top 10 Rest API Design Pitfalls by Victor Rentea @ Spring I/O 2025](http://www.youtube.com/watch?v=u_5JppAExDs) Spring I/O 19K views • 7 months ago [![Image 34](https://i.ytimg.com/vi/S_oN3vlzpMw/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLBOWGfE0RLdi8Ygam44r5LAmzOZ_w) 35:26](http://www.youtube.com/watch?v=S_oN3vlzpMw) ![Image 35](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [How AI agents & Claude skills work (Clearly Explained)](http://www.youtube.com/watch?v=S_oN3vlzpMw) Greg Isenberg 118K views • 9 days ago [![Image 36](https://i.ytimg.com/vi/geIKyDaXwGg/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLCbYbFfGk8ff5cy6iXSfY0X72mTEg) 55:32](http://www.youtube.com/watch?v=geIKyDaXwGg) ![Image 37](http://www.youtube.com/watch?v=cLWFu33kM3E) ### [Claude just killed ALL Note-Taking Apps. 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