Introduction

Introduction to the Workshop

• This workshop provides a step-by-step guide to setting up IAM, AWS CLI, UV, Groq API, deploying RAG source code integrated with Groq LLM into AWS AgentCore, and finally publishing the API through AWS Gateway.

Workshop Objectives

• “How to call APIs” — understand how to call external APIs outside AWS AgentCore.
• “Chunking” — learn how to split data for RAG so it can retrieve information optimally.
• “Adding memory to RAG” — explore how the RAG Agent can remember each piece of data during interactions with users.
• “Deploy AWS AgentCore” — understand how to deploy AWS AgentCore.
• “Publish API” — learn how to call AgentCore through an API.