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2026-04-01
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 was not about starting from scratch, but about evolving an already existing product without interrupting its operation. The main focus was on telephony integration, media return to Telegram, and careful work …
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 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 more2026-03-26
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 more2026-03-26
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 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 …
Read more2025-10-10
Mikhail is an excellent performer! You can tell he has a wealth of experience. The work was done precisely and on time. We had to tinker due to imperfections in the project that was being installed on the server, but …
Read more0001-01-01
I build Python systems that solve concrete business problems: process automation, integrations, Telegram bots, backend services, and internal admin tools. I am not interested in showcase pet projects. I focus on working …
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