Video toolingZhnyva — a clip farm that runs itself
Zhnyva — a clip farm that runs itself
A clip farm on a server: it walks the clip-campaign marketplaces itself, picks the moments with a model, cuts them with subtitles and hands over a batch to publish, already marked as an ad.

What it is
Clip campaigns are a marketplace of their own: an advertiser pays for short clips cut out of their streams and videos, and pays by the views. The manual work is the same as in editing — watch hours of recording, find the moments, cut, subtitle, publish. The difference is that here it is pointless: this is not craft, it is a search.
A service on the server runs that loop every 15 minutes: it walks two marketplaces, pulls the source material, gives it to a model that marks the strong passages, cuts what was marked, builds the subtitles and stacks a finished batch ready to post. The “ad” label is set before publishing, not after: without it, paid clips break the rules of every platform involved, and on the day an account is banned the whole farm is worth nothing at once.
Specifications: Python, yt-dlp and ffmpeg for the cutting, Groq for choosing the moments, systemd as the service watchdog, and a Telegram chat for everything the owner touches. It lives on a server rather than a laptop, and that was learned the expensive way: a laptop sleeps, and a farm that sleeps most of the day is not a farm. It carries 332 of its own checks, including a lock of 52 deliberate breakages: each one verifies that the service fails where it is supposed to fail.
Nearby work
A catalogue of 237 Premiere plugins — other people's, not mineA searchable reference to 237 Premiere plugins and presets — other people’s, not mine — with a column no store has: will this still run in the 2026 version.Premiere Panel — auto-editing panel for Adobe Premiere ProAn extension inside Premiere Pro that takes over the mechanical half of editing: finding the moments, planning the camera cuts, building the subtitles, levelling the sound.Content Factory — autonomous short-video pipelineA short-video pipeline that walks the whole way from a trend to a publication on its own — except for one place where a human says yes.