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Andrii Klymenko

a.klimm67

Avionics engineer turned solo builder. I run a multi-agent system in production and write about what actually breaks.

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Andrii Klymenko

I build and repair multi-agent systems in Python.

Eleven years in avionics taught me that the dangerous failures are the quiet ones: the job that reports success while writing nothing, the API that returns half a message, the alert that fires thirty-four times because nothing remembers it already fired.

My tools come from that habit. They check what a system actually does, not what it declares.

AI Crawler Reality Check - your robots.txt says GPTBot is welcome, your server returns 403. It sends live requests as 12 AI crawlers and reports the gap, with a browser control fetch so a datacenter block is never mistaken for an AI policy.

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