// Topic collection
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2026-05-26
Most people use n8n to move data from one place to another — a webhook arrives, create a task, a form is filled out, send it to the CRM. It’s useful, no doubt, but it’s a bit like using a good knife only to …
Read more2026-05-16
When you have one server — you SSH in and do what’s needed. When there are ten — you write bash scripts. When there are more than three hundred — either you automate everything completely, or the infrastructure manages …
Read more2026-04-29
Automatic call minutes: from recording to a structured document Distributed teams spend a lot of time on calls. They discuss tasks, make decisions, assign actions — and all of it dissipates into the air as soon as the …
Read more2026-04-09
Every streamer has encountered “dropped frames”. Often the problem isn’t a weak PC, but that the home network doesn’t know which traffic is more important. If someone in the next room starts …
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 more2026-04-01
For 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 more2026-03-31
Modern CAPTCHA has long ceased to be just an “exercise in recognizing crooked letters.” Today it’s a full-fledged anti-bot mechanism that analyzes not only the explicit action of the user, but also the …
Read more2026-03-30
Imagine: an ethical hacker finds an exposed .env file or a critical vulnerability on your server. They don’t want to hack you — they want to help. They go to the site, look for contacts and… hit a wall. The …
Read more2026-01-12
Write a Dockerfile simply: FROM node, COPY ., CMD run. It works, and for local tests this is often enough. But when such an image reaches CI/CD or, God forbid, production, problems begin: builds take forever, the image …
Read more2025-12-31
If you do self-hosting, run a home lab, or manage a small VPS, you’re probably familiar with Portainer. It’s the de-facto standard: a powerful, all-encompassing “Swiss Army knife” for Docker. But …
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