Engineering log

Real problems from client work and notes from what I am building and exploring. Shopify, AI engineering and full-stack development, written from experience.

Shopify

Shopify Liquid vs. Hydrogen: how I decide

Oct 5, 2026

The questions I ask before choosing between a Liquid theme and a Hydrogen headless storefront, with a real B2B example.

Full-stack

Tracking a React SPA that never changes its URL

Oct 5, 2026

How I tracked each step of a health self-assessment that lives in React state, where the URL never changes and the DOM gives Google Tag Manager almost nothing to work with.

AI Engineering

Why my RAG assistant returned nothing

Oct 5, 2026

Empty answers in a legal assistant over Bosnian law turned out to be two separate problems: a similarity threshold that was too strict, and a system prompt with no plan for missing context.

Like what you see?
Let us talk about your project.

Book a call

Engineering logEngineering log

All posts

Shopify Liquid vs. Hydrogen: how I decide

Tracking a React SPA that never changes its URL

Why my RAG assistant returned nothing

Like what you see?Let us talk about your project.

Engineering log

Like what you see?
Let us talk about your project.