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Thoughts on AI engineering, responsible automation, and building systems that matter.

When automation should ask for approval instead of acting alone
June 2026·AI Engineering·12 min read

When automation should ask for approval instead of acting alone

The hardest part of useful automation is not making it act. It is deciding when acting is still the right thing to do without a human in the loop.

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Why I still use PHP for AI automation in 2026
July 2026·PHP & Laravel·12 min read

Why I still use PHP for AI automation in 2026

PHP is not the language people reach for when they want to sound futuristic. But when I need AI automation to move through real business systems, call APIs, survive boring failures, and be maintainable by humans, PHP still earns its place.

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I remember writing every line by hand. Here is why that matters now more than ever.
December 2024·Opinion·10 min read

I remember writing every line by hand. Here is why that matters now more than ever.

Last week, I watched a junior developer generate an entire authentication system in four minutes using AI. He could not explain how password hashing worked. This is the vibe coding problem, and it is bigger than people think.

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igor.gawrys

AI Engineer building responsible systems for enterprise.

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