
Poor man’s RAG: AWS S3 Vector Store
Using AWS S3 Vectors, we built a simple and cost-effective RAG solution that augments an LLM with domain-specific knowledge.

Using AWS S3 Vectors, we built a simple and cost-effective RAG solution that augments an LLM with domain-specific knowledge.

Cloud Custodian vs. AWS Services

How an audio recording can be transformed into structured, machine-readable JSON on AWS – using Amazon Transcribe, Amazon Bedrock, and Step Functions?

Argo CD and Kargo in practice - benefits, trade-offs, and real-world lessons

Can natural language replace infrastructure code?

I let AI build my AWS EKS cluster — it impressed, it stumbled, but it’s surprisingly helpful for real cloud work.