Notes on software, AI and real operations.

What we learn on real projects, written for the people who have to decide.

October 23, 2026 · 6 min read

Local AI servers: what they are and when they make sense for a mid-sized company

Artificial intelligence does not have to live in the cloud. When it makes sense to install it inside your company, when it does not, and where to start.

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October 16, 2026 · 5 min read

Custom or off-the-shelf software: how to decide without getting it wrong

The question is not which one is cheaper the first month, but which one keeps up when the process changes. Practical criteria for deciding.

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October 9, 2026 · 6 min read

WhatsApp AI agents: what actually works in a real operation

A chatbot that answers questions is not the same as an agent connected to your data. What it solves well, what it does not, and the most common mistakes.

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