Apr 11 · 5 min read · Spring AI ChatClient API: The Fluent Heart of AI Integration Introduction If you've ever tried integrating AI models into a Java application, you know the pain. HTTP clients, API keys scattered everywhere, vendor-specific SDKs that never quite fit. W...
AArchit commentedMar 29 · 9 min read · Upgrading a Spring Boot application across major versions can be daunting. Breaking API changes, dependency incompatibilities, package reorganizations, and test failures can turn what should be a rout
Join discussionMar 13 · 15 min read · Build an MCP Server with Spring Boot 4 Every MCP tutorial starts the same way: "First, install Python." Or TypeScript. Or Go. If you are a Java developer with a Spring Boot stack, you have been waiting for a Java option. Spring Boot 4 changes that. C...
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Feb 17 · 6 min read · Move beyond traditional RESTful thinking. Learn how to design APIs specifically for MCP (Model Context Protocol) servers. This guide covers the shift in mindset, a practical OpenAPI 3.1 example, and a Spring Boot implementation to make your services ...
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Feb 13 · 4 min read · Modern AI apps are not just about calling an LLM. They combine: LLMs Embeddings Vector databases Semantic search Retrieval-Augmented Generation (RAG) What is Spring AI? Spring AI is an abstraction layer provided by the Spring ecosystem that a...
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Jan 30 · 4 min read · Every job seeker knows the "Black Hole." You spend hours tailoring a resume, hit submit, and... silence. Usually, your CV didn't even reach a human; it was devoured by an ATS (Applicant Tracking System). While researching how to beat these gatekeepe...
Join discussionJan 20 · 5 min read · 那些坑 用 SpringAI 重写 零代码生成 时，前端展示工具调用这件事把我卡住了。 Langchain4j 写回调多舒服啊 public interface StreamingChatResponseHandler { default void onPartialToolCall(PartialToolCall partialToolCall) {} default void onPartialToolCall(PartialToolCall partialToolC...
Join discussionOct 28, 2025 · 11 min read · 1. Overview Modern Web Applications are rapidly integrating Large Language Models (LLM’s) with their system and these LLM’s now a days are not just limited to knowledge-based question-answering and provide the quick support and assistance by implemen...
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Sep 29, 2025 · 12 min read · Article Outcome This article provides a comprehensive guide to implementing a Retrieval Augmented Generation (RAG) system using Java and Spring AI. It explains the fundamentals of RAG, the benefits of using this approach over traditional large langu...
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