AWS AI Stack is a comprehensive, serverless full-stack boilerplate project for building AI applications on AWS, featuring services like AWS Lambda, API Gateway, DynamoDB, EventBridge, and CloudFront. It provides a domain-oriented architecture, CI/CD via GitHub Actions, and uses AWS Bedrock for AI capabilities.