Building LLM-Powered Infrastructure Discovery at AWS Scale
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.
Engineering · Cloud · AI
Thoughts on engineering leadership, distributed systems, AI platforms, and building teams that ship. By Reinhardt van Rooyen .
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.