How we designed and deployed an AI agent using AWS Bedrock to automate EC2 instance selection — achieving 95%+ recommendation accuracy across millions of instance types.

Cloud bills compound silently. Here's a systematic framework for reducing waste without slowing down your teams — drawn from managing infrastructure at AWS scale.

A fast green build doesn't mean your software is production-ready. Here's what I learned building deployment systems at AWS scale — and how to build pipelines that actually tell the truth.