Repositories that use Spring Profiles ( application-dev.yml vs application-prod.yml ) to switch effortlessly between local Ollama instances and cloud-hosted OpenAI/Anthropic APIs.
What specific (e.g., OpenAI, Azure, AWS Bedrock, local Ollama) do you plan to run?
Implement log parsing that maps correlation IDs across HTTP threads and asynchronous vector store lookups to trace slow LLM API calls. 6. Advanced Patterns: Function Calling and Agents spring ai in action pdf github
@RestController @RequestMapping("/api/ai") public class ChatController private final ChatClient chatClient; public ChatController(ChatClient.Builder builder) this.chatClient = builder .defaultSystem("You are a helpful and concise software architecture assistant.") .build(); @GetMapping("/generation") public String generateAnswer(@RequestParam(value = "message") String message) return this.chatClient.prompt() .user(message) .call() .content(); Use code with caution. Achieving Structured Output
When a user asks: "Where is my order #10294?" , the LLM realizes it doesn't know the answer natively, intercepts the query, executes the checkoutOrderStatus bean with 10294 , receives the data, and formats a human response. 6. Sourcing "Spring AI in Action" Materials on GitHub Repositories that use Spring Profiles ( application-dev
Are you integrating this with (WebFlux) or standard MVC?
Here's a sample code snippet that demonstrates the chatbot's implementation: use official companion code on GitHub
Spring AI successfully bridges the gap between traditional enterprise software development and cognitive computing. By bringing AI concepts under the familiar umbrella of dependency injection, standard configurations, and robust interfaces, Java developers can move from basic concepts to production-grade applications with minimal friction.
: The home of the framework itself. It includes official example projects covering everything from basic chat to complex RAG pipelines.
| Type | Source | URL / Access | |------|--------|---------------| | Official docs & guides | Spring AI Reference | docs.spring.io | | Free sample code | GitHub (official) | github.com/spring-projects/spring-ai/tree/main/spring-ai-samples | | Video course (free) | Spring Developer YouTube | Spring AI Playlist | | Book (if exists) | Manning Early Access | Search Manning.com for "Spring AI" | | O’Reilly (paid) | O’Reilly Online Learning | Includes Spring AI chapters in some Spring Boot books | | Community tutorials | Baeldung, Thorben Janssen | Baeldung Spring AI tutorial |
Follow legal channels, use official companion code on GitHub, and prefer purchasing or borrowing to support authors.