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AI Viktar Patotski Viktar Patotski · 13 min read

RAG Explained: What It Is and When You Actually Need It

RAG means handing your AI the right page from your own documents before it answers. It is powerful when your knowledge base is large, changing, or per-customer. It is also something a lot of teams build too early. Here is the honest decision.

Security Viktar Patotski Viktar Patotski · 11 min read

Auditing Your Cloud and Identity Setup with AI

Most breaches are not a code bug. They are a public bucket or an over-broad role nobody reviewed. Here is how to use AI for an expert first pass over your cloud, identity, and infrastructure config, and the tools and guardrails that keep it honest.

AI Viktar Patotski Viktar Patotski · 8 min read

What an LLM Feature Really Costs

The API price page says a few dollars per million tokens and looks cheap. That is not what your AI feature will cost. Here is the real formula, a worked example, the levers that cut the bill, and when self-hosting actually pays.