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
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
MCP Server
MCP Client
- Roots
- Sampling
MCP Annotations
MCP Examples
- File System MCP Server

Agent

Agent Introduction
- Cooking Suggestion Agent
Agent Components
Agentic Patterns
Agent Development

AI Application Infrastructure

Source Code and Materials

Hands-on Spring AI/Retrieval-Augmented Generation/Vector Store

Vector Store

https://leanpub.com/spring-ai

VectorStore

https://leanpub.com/spring-ai

Create `VectorStore`

https://leanpub.com/spring-ai

Add Documents

https://leanpub.com/spring-ai

Delete Documents

https://leanpub.com/spring-ai

Similarity Search

https://leanpub.com/spring-ai

VectorStore REST API

https://leanpub.com/spring-ai

SimpleVectorStore

https://leanpub.com/spring-ai

Save and Load

https://leanpub.com/spring-ai

Pgvector

https://leanpub.com/spring-ai

Installation

https://leanpub.com/spring-ai

Spring AI Integration

https://leanpub.com/spring-ai

Vector Store Cloud Services

https://leanpub.com/spring-ai

MongoDB Atlas

https://leanpub.com/spring-ai

Up next

RAG

In this chapter

Vector Store
VectorStore
Create VectorStore
Add Documents
Delete Documents
Similarity Search
VectorStore REST API
SimpleVectorStore
Pgvector
Vector Store Cloud Services