Building Production-Ready AI and RAG Systems
Move from a convincing demo to observable, evaluated, and secure retrieval-augmented systems.
Lessons, labs, articles, courses and projects in one place.
18 entries
Move from a convincing demo to observable, evaluated, and secure retrieval-augmented systems.
Make boundaries explicit, manage dependencies, and design maintainable APIs and services.
Build engineering judgment into AI-assisted development: code review, architecture, testing, and reliability.
A tool for comparing and testing video thumbnails.
An invoice-financing product described in the existing CreezyCreates portfolio.
A digital business card that brings your links into one shareable profile.
Collect customer testimonials in video, photo, and text.
Document loading, chunking, embeddings, retrieval, and grounded generation—without hiding the important decisions behind a framework.
Why learning to code still matters in the AI era—and why engineering judgment is more important than typing speed.
Trace a document through chunking, embeddings, retrieval, and grounded generation. Understand every boundary before adding a framework.
One problem. Two approaches. Learn to trade extra memory for a faster search—and explain exactly why it works.