Blog
Notes on AI engineering
Practical articles on AI agents, RAG, LLM integrations, evals and security — from real projects, no fluff.
AI Agents
Model Context Protocol (MCP) for business: connecting AI agents to your systems
What MCP is, how hosts, clients and servers work, where it beats custom integrations, and how to ship a secure MCP server for your CRM, ERP or docs.
May 6, 2026Volodymyr Sydorenko
AI Agents
RAG for Business: How to Build an AI Agent That Actually Knows Your Docs
The architecture of retrieval-augmented generation, common pilot mistakes and practical advice for shipping to production.
April 8, 2026Volodymyr Sydorenko
AI Agents
AI support agents: where they work and where they don't
Where AI customer support agents save money and where they break the experience: real data, escalation design, metrics, legal risks and pilot costs.
March 12, 2026Volodymyr Sydorenko