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2026-06-01
A todo app is a kind of Hello World in the programming world. Every developer has made one at least once, usually at the very beginning, when you don’t yet know what to write but already want to create something …
Read more2026-05-30
There’s a class of tasks that look like fifteen minutes of work. Then you sit down to them and discover it’s not about the code — it’s about how the system is built under the hood. This is a story about one such task. …
Read more2026-05-28
This project addressed a simple but expensive business problem: repeated manual calls to debtors by an employee who should have been doing higher-value work instead of reading scripts and logging responses. The real …
Read more2026-05-27
This project combined content automation, external APIs, and image generation tailored to specific channels. The goal was not only to collect offers, but to produce publication-ready material that matched the target …
Read more2026-05-15
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 more2026-04-01
This 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 more2026-03-26
This project combined backend logic, event-driven device data processing, and an operational interface. The key difficulty was not only to store readings, but to act on them in real time while maintaining a transparent …
Read more2026-03-26
This project was about applied automation with strict business constraints. It was not enough to build a simple input form: the system had to reject invalid readings, explain why, and still remain convenient for tenants …
Read more2026-03-26
Here Python was used not for a single bot script, but for a full product workflow: search logic, filtering, booking requests, messaging, content management, and admin operations had to work as one coherent system. …
Read more2025-11-20
You deployed a new feature. Everything works perfectly on your local machine, and you’re happy with the result. Then a message appears: “Nothing works for me.” You open the server logs — they’re …
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