Blog

• How I built an LLM into a Django project without burning the budget

  How the AI assistant on my site works: a prompt built from the database, a JSON answer the server does not trust, a GigaChat → YandexGPT chain, three spending limits, logs without personal data, and tests without the network.

• An AI assistant on your website: where it really helps and where it gets in the way

  Using the assistant on my own site as the example: what a language model can do for a small business, what it must not be trusted with, how to hand a conversation to a person, what it costs, and what about personal data.

• How I Became a Fullstack Developer: From Hardware and Firmware to Django and Vue

  A non-linear journey from building computers and Samsung firmware to Django and Vue. How a hobby became a profession through a university, WordPress, and years of practice.