Workshops

Build a multi-agent AI system on Amazon EKS Auto Mode that serves every model on CPU: a fine-tuned intent router and embedding model (ONNX, trained on CPU), a cross-encoder re-ranker, and a quantized generative analyst on llama.cpp grounded by RAG from OpenSearch. Amazon Bedrock generates synthetic training data, judges answers with a faithfulness gate, and handles edge cases small models cannot. A control test puts a frontier LLM in the same seat so you know if the small model is good enough.

Join this Activation Day to migrate and modernize Microsoft Server workloads to Amazon EC2 using AWS Application Migration Service and AWS Transform. This hands-on session leverages Kiro to accelerate planning and execution, covering best practices for rehosting, right-sizing, and optimizing licensing costs. Ideal for IT teams looking to reduce on-premises footprint and unlock cloud benefits.

An ECS Workshop provides an end-to-end application development and deployment experience to demonstrate features of Amazon ECS, using real-world services from an application development perspective in order to educate users about the features of Amazon ECS such as scaling, networking, observability, security and automation.

Getting started on AgentCore: Let's build an end-to-end use case using Amazon Bedrock AgentCore. The workshop currently uses AgentCore CLI V0.30.0. The Migration to Agentcore CLI V1 is in progress. Please do not upgrade your AgentCore CLI version.

Welcome, brave adventurer, to the ultimate Strands framework quest! This comprehensive workshop will transform you from a coding apprentice into a master of AI agent orchestration. Through five epic chapters, you'll learn to create, equip, and command digital companions that can think, act, and collaborate like a legendary adventuring party.

Build the offline optimization layer for payment fraud detection. Ingest 24M transactions into Apache Iceberg, construct a Neptune knowledge graph revealing fraud rings, and train a unified XGBoost ensemble combining transaction foundation model embeddings, GNN graph embeddings, and traditional features. Deploy AI agents on Amazon Bedrock AgentCore that autonomously investigate patterns, score customers with explainable predictions, and generate detection rules — compressing weeks into minutes.

This workshop is a hands-on training program to develop serverless skills using AWS SAM and SAM CLI. It focuses on practical, code-centric learning with real-world scenarios, covering distributed event-driven architectures, messaging patterns, orchestration, and observability. Participants will use open-source tools, Powertools for AWS, and CI/CD. Available in Python, TypeScript, Java, or .NET.

Go from "where should we use agents?" to a deployed agentic use case using AWS Transform end-to-end. Discover business processes with EventStorming, identify where agents add value with Cognitive Complexity Analysis, run Agentic Readiness and Modernization analyses, build a prioritized roadmap, and execute an automated transformation — all with first-party AWS tooling including the atx CLI and Kiro CLI.

In this Workshop, you will build a stablecoin payment processing system using AWS serverless architecture. Through hands-on labs, you will implement digital asset workflows using AWS Lambda functions, secure critical transaction data with AWS Key Management Service, and leverage Amazon DynamoDB for high-volume payment processing. This allows you to generate digital asset invoices, detect payments, and sweep funds into a secure treasury wallet.

This workshop covers all essential concepts required to appropriately set up your databases on Aurora MySQL. Some of the important sessions include testing Aurora Failovers, RDS Proxy, Deep dive into Aurora monitoring and setting up disaster recovery with Aurora Global Databases. This workshop was previously named Aurora MySQL Immersion Day.