Hands-on Spring AI

Fu Cheng

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Table of Contents

Spring AI Basics

Getting Started
Chat Completion
Streaming Chat Completion
Structured Output Converter
- StructuredOutputConverter
- ListOutputConverter
- MapOutputConverter
- BeanOutputConverter
- Use ChatClient
Multimodal Input
- Media
- Image Understanding

Retrieval-Augmented Generation

RAG Introduction
- Reduce Hallucinations
- Naive RAG
Embedding Model
Documents
Vector Store
RAG
- Simple RAG
Modular RAG
RAG Examples
- Text-to-SQL
- PDF Q&A

MCP

MCP Introduction
Quick Start
- Java Development Basics
- Sample MCP Server
- stdio Server
- HTTP SSE Server
- MCP Client
- Spring Integration
- Spring AI Integration
MCP Server
MCP Client
- Roots
- Sampling
MCP Annotations
MCP Examples
- File System MCP Server

Agent

Agent Introduction
- Cooking Suggestion Agent
Agent Components
- Profile
- Persona
- Tools
- Knowledge and memory
- Reasoning and evaluation
- Planning and feedback
Agentic Patterns
Agent Development
- Persona
- Knowledge
- Tools
- Reasoning
- Task

AI Application Infrastructure

Source Code and Materials

Hands-on Spring AI/Retrieval-Augmented Generation/Documents

Documents

https://leanpub.com/spring-ai

Create Documents

https://leanpub.com/spring-ai

Document Reader

https://leanpub.com/spring-ai

TextReader

https://leanpub.com/spring-ai

JsonReader

https://leanpub.com/spring-ai

Document Transformer

https://leanpub.com/spring-ai

Document Writer

https://leanpub.com/spring-ai

Up next

Vector Store

In this chapter

Documents
Create Documents
Document Reader
Document Transformer
Document Writer