§ Blog
Developer to AI expert.
The routine goes to the agents. What stays valuable — and how you get there — is what these posts are about.
What Is an AI Model — and How Do Machines Learn?
An AI model doesn't know anything — it has compressed patterns from data into numbers. Understand that once, and you understand why AI hallucinates and how to work with it. Explained simply.
Keep readingAI Prompting Basics: The Patterns That Don't Expire
Most AI answers are mediocre because the prompt is. Instead of the hundredth trick list: the four patterns that don't age — and why a good prompt is a small specification.
Keep readingFrom developer to AI expert: which skills survive
The agents do the boring work better than I do. So I asked myself: what's left of me? The honest answer — which skills depreciate, and which you have to build now.
Keep readingAI code without tech debt — the checklist
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