Hands-on Spring AI

Fu Cheng

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Table of Contents

Spring AI Basics

Getting Started
Chat Completion
Tool
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
- Database MCP Server

Agent

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

AI Application Infrastructure

Observability
AG-UI

Source Code and Materials

Hands-on Spring AI/AI Application Infrastructure

AI Application Infrastructure

https://leanpub.com/spring-ai

Up next

Observability

In this part

Observability
OpenTelemetry
OpenTelemetry Collector
Spring AI App
Langfuse
Test
MLflow
AG-UI
Create Agent
AG-UI API
Frontend