LamRAG: AI-Powered Feedback Analysis Using Amazon Bedrock

There were a lot of great talks at AWS Student Community Day Tirupati on November 1, 2025. But the one that really jumped out was "LamRAG: From data to constructive insights using Amazon Bedrock" by Rahul Kumar and Gokul Jangam. It wasn't a normal slide-and-talk presentation. It was a live, step-by-step tour of a real product they made called Feedbackly, which is a platform for managing feedback. They showed how they improved it over time using Amazon Bedrock. The session was set up perfectly, with levels that built on each other. When it was over, I got a whole new way of looking at what generative AI on AWS can do. Let me break it all down for you. The Problem: Feedback Chaos and the 10/10 Trap You know how messy it can get if you've worked on a team that does sprints. Many projects. A lot of project managers. Different schedules for sprints. Different approaches to get feedback from peers. There is no one spot to keep track of it all. Feedbackly was made to solve just that: a single