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Programmer DD
Programmer DD
May 21, 2025 · Artificial Intelligence

What’s New in Spring AI 1.0 GA? A Deep Dive into Java AI Features

Spring AI 1.0 GA introduces a comprehensive suite of AI capabilities for Java developers, including a ChatClient supporting 20 models, vector‑store integrations, RAG pipelines, advanced chat memory, @Tool function calling, model evaluation, observability, Model Context Protocol, and autonomous agents, with examples for major cloud providers.

AI modelsJavaMCP
0 likes · 6 min read
What’s New in Spring AI 1.0 GA? A Deep Dive into Java AI Features
Java Architecture Diary
Java Architecture Diary
May 21, 2025 · Artificial Intelligence

Spring AI 1.0 Launch: Production‑Ready Java AI Framework Unveiled

Spring AI 1.0, the first production‑grade Java AI framework, introduces ready‑to‑use APIs, seamless model integration, enterprise‑level RAG engine, smart tool calling, and three development modes, empowering developers to rapidly build, customize, and fully control AI applications with major model providers like OpenAI, Anthropic, DeepSeek.

AI FrameworkDeepSeekJava AI
0 likes · 13 min read
Spring AI 1.0 Launch: Production‑Ready Java AI Framework Unveiled
Alibaba Cloud Developer
Alibaba Cloud Developer
May 21, 2025 · Artificial Intelligence

How to Seamlessly Integrate MCP Protocol with Spring AI for Powerful LLM Tool Calls

This article explains the challenges of integrating diverse tools without MCP, then demonstrates step‑by‑step how to configure Spring‑AI and the native MCP SDK to call LLMs, register tools, handle SSE and stdio services, and troubleshoot common issues, providing code snippets and best‑practice recommendations.

AI tool integrationBackend DevelopmentJava
0 likes · 16 min read
How to Seamlessly Integrate MCP Protocol with Spring AI for Powerful LLM Tool Calls
DeWu Technology
DeWu Technology
May 7, 2025 · Backend Development

Building and Using a Model Context Protocol (MCP) Server with Spring AI

The article explains Anthropic’s Model Context Protocol, outlines its architecture, and provides a step‑by‑step guide to creating a Spring AI‑based MCP server in Java—including adding the starter, defining @Tool‑annotated services, packaging the jar, configuring the Cline plugin, and demonstrating advanced tools such as Elasticsearch queries.

AI integrationJavaMCP
0 likes · 10 min read
Building and Using a Model Context Protocol (MCP) Server with Spring AI
Big Data Technology & Architecture
Big Data Technology & Architecture
Apr 25, 2025 · Artificial Intelligence

Introducing Spring AI: A Java Framework for Building Generative AI Applications

This article introduces Spring AI, a Java‑based AI framework inspired by LangChain, explains its core capabilities such as model management, inference, extension and Spring ecosystem integration, and provides step‑by‑step installation, configuration, sample code, and guidance for creating MCP services.

AI FrameworkJavaMCP
0 likes · 6 min read
Introducing Spring AI: A Java Framework for Building Generative AI Applications
Java Architecture Diary
Java Architecture Diary
Apr 16, 2025 · Artificial Intelligence

Mastering Prompt Engineering with Spring AI: Patterns and Practical Java Examples

An in‑depth guide shows how to configure Spring AI for various LLM providers, tune model parameters such as temperature and max tokens, and apply a range of prompt‑engineering patterns—including zero‑shot, few‑shot, chain‑of‑thought, self‑consistency, role‑based and automatic prompting—using concise Java code examples.

ChatOptionsLLMSpring AI
0 likes · 18 min read
Mastering Prompt Engineering with Spring AI: Patterns and Practical Java Examples
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
Apr 1, 2025 · Backend Development

Boost Spring AI with Tool Calls: Real‑World Spring Boot 3 Examples

This article explains how Spring AI's tool‑calling feature extends large language models by integrating custom Java tools for information retrieval and operations, and provides step‑by‑step Spring Boot 3 examples—including date‑time and weather tools—complete with configuration, code snippets, and execution results.

AI integrationJavaSpring AI
0 likes · 9 min read
Boost Spring AI with Tool Calls: Real‑World Spring Boot 3 Examples
Top Architect
Top Architect
Mar 22, 2025 · Artificial Intelligence

Spring AI: Intelligent Development Trend for Java Developers

The article introduces Spring AI as an emerging tool for Java developers, explains its background, goals, and core components such as data processing, model training, deployment and monitoring, showcases application scenarios like NLP, image processing, recommendation systems and predictive analytics, and also includes promotional offers for AI resources and community groups.

Artificial IntelligenceJavaMachine Learning
0 likes · 17 min read
Spring AI: Intelligent Development Trend for Java Developers
Top Architecture Tech Stack
Top Architecture Tech Stack
Mar 22, 2025 · Artificial Intelligence

Spring AI: An Overview of Intelligent Development Trends

This article introduces Spring AI, a Spring ecosystem module that simplifies building, training, and deploying AI applications for Java developers, covering its background, goals, core components such as data processing, model training, deployment, practical code examples, use cases, advantages, challenges, and future outlook.

Artificial IntelligenceJavaMachine Learning
0 likes · 12 min read
Spring AI: An Overview of Intelligent Development Trends
Architecture Digest
Architecture Digest
Mar 21, 2025 · Artificial Intelligence

Spring AI: Emerging Trends in Intelligent Development

This article introduces Spring AI, explains its background, goals, core components such as data processing, model training, deployment and monitoring, showcases practical use cases like NLP, image processing and recommendation systems, and discusses its advantages, challenges, and future outlook for Java developers.

Artificial IntelligenceJavaMachine Learning
0 likes · 16 min read
Spring AI: Emerging Trends in Intelligent Development
Alibaba Cloud Native
Alibaba Cloud Native
Mar 19, 2025 · Artificial Intelligence

Mastering Retrieval‑Augmented Generation with Spring AI: A Complete Guide

This article explains the Retrieval‑Augmented Generation (RAG) paradigm, walks through its four core steps, and provides a detailed Spring AI implementation—including configuration, vector storage, REST controller, multi‑query expansion, query rewriting, document joining, and error handling—plus best‑practice recommendations for production deployments.

AIJavaRAG
0 likes · 23 min read
Mastering Retrieval‑Augmented Generation with Spring AI: A Complete Guide
Programmer DD
Programmer DD
Mar 6, 2025 · Artificial Intelligence

Discover QwQ-32B: A 32B LLM Matching 671B DeepSeek‑R1 Performance

The QwQ-32B model, released by Alibaba Cloud, delivers DeepSeek‑R1‑level results with only 32 billion parameters, offers integrated agent capabilities, is open‑source under Apache 2.0, and can be quickly deployed locally via Ollama or integrated into Java applications using Spring AI.

AI inferenceLarge Language ModelModel Deployment
0 likes · 4 min read
Discover QwQ-32B: A 32B LLM Matching 671B DeepSeek‑R1 Performance
macrozheng
macrozheng
Mar 3, 2025 · Artificial Intelligence

Integrate DeepSeek with Spring AI: Step‑by‑Step Spring Boot Guide

This tutorial walks you through integrating DeepSeek via Spring AI into a Spring Boot project, covering Spring AI basics, obtaining an API key, adding dependencies and configuration, implementing controller endpoints, testing with Postman, and accessing the full source code.

AI integrationChatbotDeepSeek
0 likes · 7 min read
Integrate DeepSeek with Spring AI: Step‑by‑Step Spring Boot Guide
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Feb 22, 2025 · Artificial Intelligence

Deploying DeepSeek Locally with Ollama, Building Personal and Organizational Knowledge Bases, and Integrating with Spring AI

This guide explains how to locally deploy the DeepSeek large‑language model using Ollama on Windows, macOS, and Linux, configure model storage and CORS, build personal and enterprise RAG knowledge bases with AnythingLLM and Open WebUI, and integrate the model into a Spring AI application via Docker and Docker‑Compose.

ContainerizationDeepSeekDocker
0 likes · 16 min read
Deploying DeepSeek Locally with Ollama, Building Personal and Organizational Knowledge Bases, and Integrating with Spring AI
Code Ape Tech Column
Code Ape Tech Column
Feb 14, 2025 · Artificial Intelligence

Integrating DeepSeek Large Model with Spring AI: A Step‑by‑Step Guide

This article explains how to integrate DeepSeek's large language models—both the chat‑oriented deepseek‑chat and the reasoning‑focused deepseek‑reasoner—into a Spring AI application, covering API key setup, base‑URL configuration, model selection, and providing full code examples for dependency, configuration, and a simple chat controller.

AIChatbotDeepSeek
0 likes · 6 min read
Integrating DeepSeek Large Model with Spring AI: A Step‑by‑Step Guide
Alibaba Cloud Native
Alibaba Cloud Native
Feb 12, 2025 · Artificial Intelligence

Boost AI Agents with Spring AI Alibaba: 20+ RAG Sources & Tool‑Calling Integrations

This article explains how Spring AI Alibaba enables AI agents to leverage Retrieval‑Augmented Generation and Tool Calling by providing over twenty ready‑made RAG data source connectors and more than twenty function‑calling interfaces, along with practical code examples for integrating document readers and weather services.

Document ReaderFunction CallingJava
0 likes · 12 min read
Boost AI Agents with Spring AI Alibaba: 20+ RAG Sources & Tool‑Calling Integrations
Programmer DD
Programmer DD
Jan 27, 2025 · Artificial Intelligence

Run DeepSeek‑R1 Locally with Ollama and Call It from Spring Boot

Learn how to deploy the open‑source DeepSeek‑R1 model using Ollama on Linux or macOS, configure various model sizes, and integrate it into a Spring Boot application with Spring AI to build an API‑driven translation service, complete with code examples and testing.

APIDeepSeekOllama
0 likes · 9 min read
Run DeepSeek‑R1 Locally with Ollama and Call It from Spring Boot
Java Architecture Diary
Java Architecture Diary
Jan 22, 2025 · Operations

How to Manage Docker Containers with Natural Language Using MCP Docker Server

This guide explains how the open‑source Model Context Protocol (MCP) enables natural‑language control of Docker containers, walks through environment setup, Spring AI integration, client project configuration, and demonstrates a full execution log showing automated image pulling, port mapping, volume mounting, and container startup.

AI integrationContainer ManagementDocker
0 likes · 9 min read
How to Manage Docker Containers with Natural Language Using MCP Docker Server
Java Architecture Diary
Java Architecture Diary
Jan 21, 2025 · Artificial Intelligence

Unlocking DeepSeek R1: How to Leverage the New Reasoning Model with Spring AI

This article introduces DeepSeek R1, a breakthrough reasoning‑focused large model that visualizes its chain‑of‑thought process, matches OpenAI O1 performance, offers open‑source advantages, and provides step‑by‑step Spring AI integration guidance, including dependency setup, configuration, and code examples.

AI integrationDeepSeekR1
0 likes · 9 min read
Unlocking DeepSeek R1: How to Leverage the New Reasoning Model with Spring AI
JavaEdge
JavaEdge
Nov 9, 2024 · Artificial Intelligence

Build an AI‑Powered Airline Ticket Agent with Spring AI Alibaba

This tutorial walks through creating an intelligent airline‑ticket customer‑service agent using Spring AI Alibaba, covering requirements, architecture, RAG integration, function calling, chat memory, core capabilities, code implementation with ChatClient, and a sample running result.

AI agentAlibabaChat Memory
0 likes · 9 min read
Build an AI‑Powered Airline Ticket Agent with Spring AI Alibaba
Alibaba Cloud Developer
Alibaba Cloud Developer
Nov 5, 2024 · Artificial Intelligence

How to Build a Java Spring AI Alibaba Chat Service with React Frontend

Learn step‑by‑step how to integrate Spring AI Alibaba into a Spring Boot backend, configure API keys, add necessary dependencies, create a CORS‑enabled chat controller, and then develop a matching React frontend that streams AI responses, enabling a complete Java‑to‑React AI chat application.

ChatbotJavaSpring AI
0 likes · 13 min read
How to Build a Java Spring AI Alibaba Chat Service with React Frontend
Alibaba Cloud Native
Alibaba Cloud Native
Oct 18, 2024 · Artificial Intelligence

How Spring AI Alibaba Simplifies Java AI Application Development

This article introduces the open‑source Spring AI Alibaba framework, explains its background, core features such as chat model abstraction, prompt templates, structured output, function calling, RAG and chat memory, and walks through a complete smart‑ticket‑assistant example with code snippets and deployment guidance.

AI FrameworkChat MemoryFunction Calling
0 likes · 17 min read
How Spring AI Alibaba Simplifies Java AI Application Development
Alibaba Cloud Developer
Alibaba Cloud Developer
Oct 17, 2024 · Artificial Intelligence

Build AI-Powered Java Apps Fast with Spring AI Alibaba: Features & Demo

Spring AI Alibaba is an open‑source Java framework that integrates Alibaba Cloud's large‑model services with Spring AI, offering high‑level abstractions for chat models, prompts, function calling, RAG, and conversation memory, and includes a complete ticket‑assistant example with code snippets.

AI FrameworkChatbotFunction Calling
0 likes · 17 min read
Build AI-Powered Java Apps Fast with Spring AI Alibaba: Features & Demo
Java Tech Enthusiast
Java Tech Enthusiast
Oct 8, 2024 · Artificial Intelligence

Spring AI Framework for Java Developers

Spring AI is a Java‑centric framework that unifies access to chat, text‑to‑image, embedding and retrieval‑augmented generation models—including OpenAI, Anthropic and Alibaba’s Tongyi Qianwen—through synchronous or asynchronous APIs, POJO mapping, function calling, vector‑store integration and fluent tooling for rapid AI agent development.

AI frameworksCloud ComputingFunction Calling
0 likes · 5 min read
Spring AI Framework for Java Developers
Programmer DD
Programmer DD
Aug 10, 2024 · Artificial Intelligence

How Spring AI Now Supports OpenAI Structured JSON Output – A Quick Guide

Spring AI has added full support for OpenAI's structured output feature, enabling developers to define JSON schemas for AI responses, with example code showing how to configure prompts, response formats, and BeanOutputConverter for seamless JSON-to-Java bean conversion, plus Spring Boot starter configuration.

JSON SchemaJavaOpenAI
0 likes · 5 min read
How Spring AI Now Supports OpenAI Structured JSON Output – A Quick Guide
Architect
Architect
Aug 2, 2024 · Artificial Intelligence

Building AI‑Native Applications with Spring AI: A Complete Tutorial

This article explains how to quickly develop an AI‑native application using Spring AI, covering core features such as chat models, prompt templates, function calling, structured output, image generation, embedding, vector stores, and Retrieval‑Augmented Generation (RAG), and provides end‑to‑end Java code examples for building a simple AI‑driven service.

AI-nativeFunction CallingJava
0 likes · 40 min read
Building AI‑Native Applications with Spring AI: A Complete Tutorial
Programmer DD
Programmer DD
Jun 26, 2024 · Artificial Intelligence

Build a Java Chatbot with Spring AI and Alibaba Tongyi in 5 Minutes

This guide walks you through using Spring AI and Spring Cloud Alibaba AI to quickly create a Java chat application powered by Alibaba's Tongyi large‑model service, covering setup, configuration, core code, and verification steps for a functional generative AI chatbot.

Alibaba CloudChatbotJava
0 likes · 10 min read
Build a Java Chatbot with Spring AI and Alibaba Tongyi in 5 Minutes
Architecture Digest
Architecture Digest
Jun 21, 2024 · Artificial Intelligence

Getting Started with Spring Cloud Alibaba AI: Integrating Tongyi Large Models in Spring Boot

This article introduces Spring Cloud Alibaba AI, explains its relationship to Spring AI, and provides a step‑by‑step tutorial—including Maven setup, dependency configuration, code examples, and sample calls—to integrate Alibaba's Tongyi large‑model services for text QA, image generation, and speech synthesis in a Java Spring Boot application.

AI integrationAlibaba CloudJava
0 likes · 11 min read
Getting Started with Spring Cloud Alibaba AI: Integrating Tongyi Large Models in Spring Boot
Architecture & Thinking
Architecture & Thinking
Jun 19, 2024 · Artificial Intelligence

Build AI‑Native Apps Quickly with Spring AI: From Chat Models to RAG

This guide explains what an AI‑native application is, compares AI‑native and AI‑based approaches, and walks through Spring AI’s core features—including chat models, prompt templates, function calling, structured output, image generation, embedding, and vector stores—showing step‑by‑step code examples and how to assemble a complete AI‑native app with RAG support.

AI native applicationFunction CallingJava
0 likes · 43 min read
Build AI‑Native Apps Quickly with Spring AI: From Chat Models to RAG
Code Ape Tech Column
Code Ape Tech Column
May 25, 2024 · Artificial Intelligence

Introducing Spring AI: Integrating Artificial Intelligence into Spring Boot Applications

Spring AI brings artificial‑intelligence capabilities to the Spring Boot ecosystem, offering model support, vector‑database integration, SQL‑like filtering, and easy Maven configuration, enabling Java developers to add generative AI, semantic search, and AI‑driven image generation to their backend applications.

Artificial IntelligenceJavaMaven
0 likes · 6 min read
Introducing Spring AI: Integrating Artificial Intelligence into Spring Boot Applications
Eric Tech Circle
Eric Tech Circle
Apr 11, 2024 · Artificial Intelligence

Build a Generative AI RAG App with Spring AI in Minutes

This guide walks you through setting up Spring AI, configuring model providers and vector stores, initializing a Spring Boot project, adding OpenAI credentials, and running a complete RAG (Retrieval‑Augmented Generation) demo with code snippets and sample API calls.

JavaOpenAIRAG
0 likes · 15 min read
Build a Generative AI RAG App with Spring AI in Minutes
Programmer DD
Programmer DD
Feb 19, 2024 · Backend Development

Boost Your Spring Boot Apps with Generative AI Using Spring AI

This tutorial walks you through adding OpenAI's generative capabilities to a Spring Boot application with Spring AI, covering project setup, API key configuration, controller creation, simple and advanced prompt usage, and how to test the resulting AI-powered endpoints.

Backend DevelopmentJavaOpenAI
0 likes · 5 min read
Boost Your Spring Boot Apps with Generative AI Using Spring AI
Programmer DD
Programmer DD
Jan 8, 2024 · Artificial Intelligence

How to Add Generative AI to Your Spring Boot App with Spring AI

This tutorial walks you through creating a Spring Boot project, configuring OpenAI credentials, building a controller, and using Spring AI's Prompt and PromptTemplate classes to integrate generative AI capabilities into your backend application.

Backend DevelopmentJavaOpenAI
0 likes · 5 min read
How to Add Generative AI to Your Spring Boot App with Spring AI
Programmer DD
Programmer DD
Jan 2, 2024 · Backend Development

How to Integrate Generative AI into Spring Boot with Spring AI

This article summarizes a video tutorial that introduces Spring AI, a new project enabling generative AI in Spring Boot applications, demonstrates adding dependencies, configuring OpenAI or Azure OpenAI API keys, using prompts, templates, output parsers, and showcases converting AI responses into domain objects.

Backend DevelopmentOpenAISpring AI
0 likes · 5 min read
How to Integrate Generative AI into Spring Boot with Spring AI