Backend engineering and practical AI adoption

Blog

Short notes on backend engineering, testing, CI/CD, Docker, JVM, and architectural decisions that help keep systems in good shape.

  1. Why Does a Developer Need a Homelab in 2026?

    A homelab does not have to be a rack full of servers. In 2026, it can be a small mini-PC that gives a developer a private work environment, a place to experiment, and an always-on AI agent.

  2. Automation and AI in Business: From Simple Processes to Stable Implementations

    AI makes sense when it solves a concrete business problem. Before investing in models and LLM integrations, companies should identify which processes actually need AI and which can be improved with simpler automation.