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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.

Architecture Viktar Patotski Viktar Patotski · 6 min read

Tenant Data Isolation: It Is a Stack, Not a Switch

Row-Level Security is one layer, not the whole answer. Real tenant isolation is defense in depth across the data, the API, and the keys, so that no single mistake exposes another customer. Here are the layers and where each one earns its place.