Notes from SKalTek
Technology, without the noise.
Thoughts on AI, software and the practical decisions behind building digital products for real businesses.
Featured note / AI / software
Engineering Loops Worked on My Codebase. They Also Created a New Kind of Debt.
AI engineering loops can keep a codebase moving quickly, but without product restraint they can create hidden maintenance debt through plausible work that did not need doing.
02
AI / software / business
AI Coding Is Powerful. But It Still Needs System Thinking.
AI coding tools can move fast, but speed without system knowledge can create hidden design gaps, fragile products, and real business risk.
22 MAY 2026
4 MIN READ
034 MIN READ
AI / opinion / business
AI Is Changing Everything. And Most Businesses Are Missing It.
We're at an inflection point. AI isn't just a tool anymore, it's becoming infrastructure. Here's what I think that means for small UK businesses.
27 FEB 2026
4 MIN READ
4 MIN READ