// Python Dev
Articles about Python development, architecture, integrations, bots, automation, and applied business solutions.
7 articles published
The client came with an idea: they have access to the level.travel API, hundreds of Telegram channels for travel agents, and a desire to automatically publish attractive tours on a schedule. Sounds like a typical …
Read moreLLMs reason very well. Their memory is poor. Ask an AI assistant about something you mentioned earlier in a long dialogue — and it might get confused, mix up details, or just start to drift, inventing facts. The longer …
Read moreAmong parser developers a strange approach is spreading: send every downloaded page to an LLM asking it to find the needed data. Sounds convenient — you don’t have to understand the markup, the model will figure it …
Read moreThere is such a Turing test — the machine tries to convince a person that it is also a person. In parsing everything works exactly the opposite: the site tries to figure out that you are not a human, and you try to …
Read moreQueue brokers are usually seen as a tool inside a single system — decouple microservices, smooth out load spikes, organize background jobs. But there’s a much less obvious use: use the broker as a data access point …
Read moreThis note analyzes the architecture of an automated outbound calling system: how the processing pipeline is organized, how dialing via Asterisk AMI works, and how the cycle closes from speech generation to result …
Read moreFor popular products on Wildberries, the number of reviews easily runs into the thousands. Reading them manually is slow, tedious, and inefficient. Real reasons for returns, systemic product issues, recurring complaints, …
Read more// Python Projects
Separate write-ups of implemented Python projects: bots, backend systems, integrations, and automation for concrete business tasks.
2026-04-29
Automatic call minutes: from recording to a structured document Distributed teams spend a lot of time on calls. They discuss tasks, make decisions, assign …
2026-03-26
An upgrade of an existing Telegram bot: calls through SIP and Telegram, response recording, and monetization through Telegram Stars.
2026-03-26
An MVP system for controlling energy usage limits on EV charging points with automatic relay shutdown and full action logging.