Abstract illustration of memory and compute infrastructure for AI data centres

RAM — or What Is Actually in Highest Demand Today?

At the beginning of the modern AI era, researchers discovered a relatively simple pattern: as you increase compute, training data, and model size, neural networks tend to become significantly more capable. One of the most important milestones came in 2017, when Google introduced the Transformer architecture in the paper Attention Is All You Need. Transformers were initially demonstrated on tasks such as machine translation, but it quickly became clear that the architecture could be used for much more. ...

10 August 2026 · 7 min · Artem Demchyshyn
A person pushing a large modular structure made of technology symbols

Why I Started This Blog

I decided to create a personal blog because I often have thoughts that are too large for a quick note and too useful to leave only in my head. My name is Artem Demchyshyn. I am a Ukrainian Java Backend Developer based in London. My work is mostly around backend systems, Java, Spring Boot, APIs, databases, product logic, and the practical engineering decisions that make software reliable. But this blog is not only about code. ...

14 June 2026 · 4 min · Artem Demchyshyn