Spring AI Basics

Getting Started

1. Prerequisites
2. Spring Boot Application
3. Use Model Service
4. Consolidate Local and Production Environment

Chat Completion

1. Model
2. ChatModel
3. Create Prompts
4. Chat Response
5. ChatClient
6. Use Custom Chat Options
7. Prompt Template
8. Advisor

Streaming Chat Completion

1. StreamingChatModel
2. Streaming Web Application
3. Streaming JSON Events

Structured Output Converter

1. StructuredOutputConverter
2. ListOutputConverter
3. MapOutputConverter
4. BeanOutputConverter
5. Use ChatClient

Multimodal Input

1. Media
2. Image Understanding
3. Retrieval-Augmented Generation

RAG Introduction

1. Reduce Hallucinations
2. Naive RAG

Embedding Model

1. EmbeddingModel
2. EmbeddingOptions
3. BatchingStrategy
4. Use EmbeddingModel

Documents

1. Create Documents
2. Document Reader
3. Document Transformer
4. Document Writer

Vector Store

1. VectorStore
2. Create VectorStore
3. Add Documents
4. Delete Documents
5. Similarity Search
6. VectorStore REST API
7. SimpleVectorStore
8. Pgvector
9. Vector Store Cloud Services

RAG

1. Simple RAG

Modular RAG

1. Query
2. Pre-Retrieval
3. Retrieval
4. Post-Retrieval
5. Generation
6. RetrievalAugmentationAdvisor

RAG Examples

1. Text-to-SQL
2. PDF Q&A
3. MCP

MCP Introduction

Quick Start

1. Java Development Basics
2. stdio Server
3. HTTP SSE Server
4. MCP Client
5. Spring Integration
6. Spring AI Integration

MCP Server

1. Shared Models
2. ServerExchange
3. Prompt Templates
4. Resources
5. Tools
6. Completions
7. Logging
8. Pagination

MCP Client

1. Roots
2. Sampling

MCP Examples

1. File System MCP Server
2. Agent

Agent Introduction

1. Cooking Suggestion Agent

Agent Components

1. Profile
2. Persona
3. Tools
4. Knowledge and memory
5. Reasoning and evaluation
6. Planning and feedback

Agentic Patterns

1. Task Execution
2. Evaluator-Optimizer
3. Parallelization Workflow
4. Routing Workflow
5. Chain Workflow
6. Agent as Tool
7. Tool as Agent
8. Orchestrator-Workers Workflow

Agent Development

1. Persona
2. Knowledge
3. Tools
4. Reasoning
5. Task
6. Source Code and Materials