Implementing RAG using serverless.tf || CI/CD: GitHub Actions to ECS (in-person)


Details
Speakers
Implementing RAG using serverless.tf (Doing serverless with Terraform on AWS)
- Anton Babenko
This talk will focus on the implementation of Retrieval-Augmented Generation (RAG) using a serverless approach with Terraform on AWS. The demo will showcase deploying a full RAG pipeline, integrating AI models with a retrieval system, and handling real-time queries using AWS Lambda, API Gateway, and DynamoDB—all managed through Terraform using open-source Terraform AWS modules and serverless.tf.
CI/CD: GitHub Actions to ECS
- Peter Sankauskas
Peter will walk through how he has set up a CI/CD pipeline using GitHub Actions deploying to ECS. If you have ever been curious about setting up continuous deployment, this talk will give you the foundation to get started and walk you though IAM roles with OIDC, ECR life cycles, and more.
Schedule
6:00pm Doors open - food and drinks
6:30pm Welcome and announcements
6:40pm Anton: Implementing RAG using serverless.tf
7:20pm Peter: CI/CD: GitHub Actions to ECS
8:00pm Networking
8:30pm You don't have to go home, but you can't stay in AWS Loft

Implementing RAG using serverless.tf || CI/CD: GitHub Actions to ECS (in-person)