Notes on backend systems, platform architecture, Kubernetes, and applied AI, grounded in 25 years of production work across telecom, payments, gaming, and public administration.

RAG for company documents: when it actually helps

Building an AI system that answers questions about company documents looks simple. Daily use is different: real documents have versions, permissions, legacy formats, attachments, and exceptions...