Implementation

How to Build RAG on Your S3 Documents with Bedrock

Pratik Kulkarni
AWS , Implementation
02 Sep, 2026

If your documents already sit in Amazon S3 and you want to ask questions of them, the shortest path on AWS is Amazon Bedrock Managed Knowledge Base: point it at the bucket, and it handles parsing,

Leaving AWS for Hetzner: What You Have to Rebuild

Pratik Kulkarni
Cloud Architecture , Implementation
21 Aug, 2026

Moving from AWS to Hetzner keeps compute, block storage, private networking, load balancers, DNS and object storage, and replaces the managed database, the managed Kubernetes control plane, IAM, Cloud

Connect Claude Code to Live AWS Tools with the Agent Toolkit

Pratik Kulkarni
AWS , Implementation
14 May, 2026

AI coding agents are getting remarkably capable — but they have a blind spot. The models powering them were trained on data that's months or years old. When you ask your agent about Amazon S3 Tables,