Technical notebook of someone who builds real systems.
Notes on automation, applied AI, backend, infrastructure, transcription, self-hosting and product. Articles land here when they have useful content, not filler.
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Self-hosting is neither a religion nor a technical trophy. To me, it is a sequence of decisions about control, resource distribution, operations, and limits. In this article, I explain how I organize portfolio applications, automation, and Minecraft servers — and why exposing less is usually the better decision.
9 min
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