§ Blog

Notes from the workshop.

AI builds fast — here I write about making it hold and sell. Agents, MCP, clean code, and the business behind it.

Engineering discipline · 20. Jul 2026

Rescue an AI-Generated Codebase: The Field Guide

The rescue wave is here: AI-built apps that tip over after three months, and legacy systems nobody understands. How to take over such a codebase — triage, tests, agent rules — instead of burying it deeper.

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Developer to AI expert · 13. Jul 2026

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.

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Developer to AI expert · 6. Jul 2026

AI 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.

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Developer to AI expert · 1. Jul 2026

From 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.

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Agent engineering · 22. Jun 2026

Write your first MCP server in 30 minutes

An MCP server isn't magic: a handful of functions, cleanly described. Here you build your first one and plug it into your coding agent.

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Engineering discipline · 18. Jun 2026

The last 20% decide whether you have a product

Vibe-coding gets you to 80% in minutes. But the last 20% are the whole job — and that's exactly what an agent can't (yet) do alone.

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Engineering discipline · 11. Jun 2026

AI code without tech debt: your review has to change

When the agent writes 200 lines in 20 seconds, you can't read line by line anymore. Review has to move from reading to interrogating.

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AI code without tech debt — the checklist

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