Articles, reviews and programming tips and tricks at mkdev

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AI Strategy Guide: How to Scale AI Across Your Business

Illustration of a person facing a powerful energy beam aimed at stacked servers, causing them to topple. On the right, a gorilla-like figure is holding a large server. The scene conveys chaos and energy, with vibrant orange and yellow hues.

Evolution of Capacity Management: From Bare Metal to Kubernetes

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Processing Background Jobs on AWS: Lambda vs ECS vs ECS Fargate

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The Ultimate Guide to Cloud Cost Optimization

Illustration of a person riding a large mechanical creature, holding a stick with a small carrot dangling from it. Another larger carrot is shown behind, with a hand reaching toward it. The stick is labeled "Ignorantia juris non excusat."

The carrot and stick of the EU AI Act

A robot and a person sit closely under a blanket fort, reading a book titled "Behave 101 for Good AIs." The scene is warmly lit by gentle glowing lights. A teddy bear sits nearby, adding a cozy atmosphere.

What is the EU AI Act?

How GPT-6 Astra Killed My Ruby on Rails App

Kirill Shirinkin handed GPT-6 Astra a long-postponed migration of mkdev.me from Ruby on Rails to Hugo and let it run with surprisingly little supervision. The result worked — but the path there was full of overengineering, impressive autonomy, missed details, and a few good lessons about what today’s most capable coding agents are actually like to work with.