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
- EmbeddingModel
- EmbeddingOptions
- BatchingStrategy
- Use EmbeddingModel
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
- Task Execution
- Evaluator-Optimizer
- Parallelization Workflow
- Routing Workflow
- Chain Workflow
- Agent as Tool
- Tool as Agent
- Orchestrator-Workers Workflow
Agent Development

AI Application Infrastructure

Source Code and Materials

Hands-on Spring AI/Spring AI Basics/Structured Output Converter

Structured Output Converter

https://leanpub.com/spring-ai

StructuredOutputConverter

https://leanpub.com/spring-ai

ListOutputConverter

https://leanpub.com/spring-ai

MapOutputConverter

https://leanpub.com/spring-ai

BeanOutputConverter

https://leanpub.com/spring-ai

Use ChatClient

https://leanpub.com/spring-ai

Up next

Multimodal Input

In this chapter

Structured Output Converter
StructuredOutputConverter
ListOutputConverter
MapOutputConverter
BeanOutputConverter
Use ChatClient