Master Spring AI: From Hello World to Advanced RAG, Tool Calling, and Agent Development

This step‑by‑step guide shows Java developers how to set up Spring AI, configure various model providers, build basic and streaming chat APIs, enable multi‑turn memory, implement RAG with vector stores, add tool‑calling and multimodal capabilities, integrate MCP, and create sophisticated agents, while comparing ChatModel and ChatClient and outlining strengths, weaknesses, and ideal use cases.

AI integrationChatClientJava

0 likes · 17 min read

Master Spring AI: From Hello World to Advanced RAG, Tool Calling, and Agent Development

Cognitive Technology Team

Mar 3, 2026 · Backend Development

How Spring AI Simplifies LLM Integration with Ollama: A Hands‑On Guide

This article explains Spring AI's architecture, including strategy, template, advisor, function‑calling, and RAG patterns, and provides a step‑by‑step tutorial for building a zero‑cost, privacy‑preserving AI assistant with the local Ollama model in a Spring Boot project.

ChatClientJava backendSpring AI

0 likes · 14 min read

How Spring AI Simplifies LLM Integration with Ollama: A Hands‑On Guide

Rare Earth Juejin Tech Community

Nov 11, 2025 · Artificial Intelligence

How Spring AI Turns Java Backend into a Powerful AI Service Layer

This article reviews Spring AI's evolution, architecture, and key features—including unified APIs, prompt engineering, streaming, RAG, multi‑modal support, and agent workflows—showing how Java back‑ends can efficiently expose AI capabilities without handling low‑level model logic.

AI integrationAgentChatClient

0 likes · 12 min read

How Spring AI Turns Java Backend into a Powerful AI Service Layer

Java Web Project

Apr 15, 2025 · Backend Development

Transform a Spring Boot CRUD Service into an AI‑Powered MCP Endpoint

This guide walks through converting a traditional Spring Boot book‑management API into a Model Context Protocol (MCP) service that can be invoked via natural‑language prompts, covering dependency setup, proxy configuration, @Tool annotations, MCP server registration, chat client wiring, data initialization, and end‑to‑end testing.

AI integrationChatClientMCP

0 likes · 17 min read

Transform a Spring Boot CRUD Service into an AI‑Powered MCP Endpoint

Top Architect

Apr 7, 2025 · Backend Development

Integrating Spring Boot Services with Model Context Protocol (MCP) for AI‑Driven Book Management

This article demonstrates how to convert a traditional Spring Boot book‑management service into an AI‑enabled MCP server, covering dependency setup, entity definition, tool annotations, MCP configuration, chat client integration, data initialization, and testing, with complete code examples.

AI integrationBackend DevelopmentChatClient

0 likes · 17 min read

Integrating Spring Boot Services with Model Context Protocol (MCP) for AI‑Driven Book Management

Rare Earth Juejin Tech Community

Mar 15, 2025 · Artificial Intelligence

Integrating DeepSeek Large Model with SpringAI in Java Applications

This article provides a concise guide on using SpringAI to connect Java applications with the domestic large‑language model DeepSeek, covering design philosophy, configuration, code examples for chat, streaming, structured output, security hardening, performance tuning, and production best practices.

AI integrationBackend DevelopmentChatClient

0 likes · 9 min read

Integrating DeepSeek Large Model with SpringAI in Java Applications