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Notes from real projects: shipping web work, testing it, and working with AI as a developer.

Sep 30, 2026 AI workflow
How I work with AI as a developer: the daily loop that actually works AI does not replace the developer, it changes the loop. Here is the routine I use to move faster without shipping code I do not understand.
Sep 30, 2026 Quality
Tests are the contract: how I trust code an AI wrote When a model writes the code, tests stop being a chore and become the only honest way to know it works. My approach to e2e testing in an AI-assisted workflow.
Sep 30, 2026 Shopify
Shopify at scale: sections, metaobjects and a system your client can edit A store that only its developer can change is a liability. How I structure Liquid sections, metafields and metaobjects so the client stays in control.
Sep 30, 2026 Architecture
From vague brief to architecture: requirements before code The most expensive bugs are the ones built exactly as specified, from a specification nobody questioned. How I turn a fuzzy brief into a system I can build, and how AI helps.
Sep 30, 2026 Career
Juggling agencies and clients without dropping quality Working with several agencies and clients at once is normal for a modern developer. The habits that keep the work sharp, and how AI fits into them.