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From Single-Shot LLMs to Intelligent Agents - Building Scalable AI Systems with Spring AI and MCP

Spring I/O via YouTube

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Learn to build sophisticated AI agents that interact with real-world systems in this conference talk from Spring I/O 2025. Explore the evolution from basic Large Language Model API calls to fully functional AI agents using Spring AI and the Model Context Protocol (MCP). Discover architectural patterns for scalable AI systems and understand the trade-offs between predictable workflows and flexible autonomous agents. Watch live coding demonstrations showing how Spring Boot starters and MCP's standardized interfaces simplify AI-enabled application development, including seamless integration with web services, file systems, and business tools. Master practical approaches to model portability, structured output handling, and best practices for balancing simplicity with sophisticated AI features through real-world examples and expert guidance from the Spring AI and MCP Java SDK project leads.

Syllabus

From Single-Shot LLMs to Intelligent Agents: Building Scalable AI Systems with Spring AI and MCP

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Spring I/O

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