Measured on a live account

Every rule here
cost money to learn.

I build and run AI video channels — and I've burned over $18,000 in generation credits finding out what actually works. Everything I sell comes out of that, not out of theory.

See the packs Start with the free one

The catalogue

Production standards, not courses.

References 12

Corpora and statements drawn from the production tree. No video, no software — the measurements themselves.

$19–$199 Agency Licence — use any pack on paid client work

Skill packs 2

The production standard as Claude Code skills: topic radar through upload, with the gates that stop a bad episode shipping.

$29–$39 Animal Bond Shorts Pack (EN) — AI Video Skills for t

Teardowns 88

One published episode, opened up: the finished film, every generated clip, the source stills, and the exact prompt behind each cut.

$0–$19 Teardown — Seventy-Two Seconds That Have Never Repea

Art books 1

A character or creature in twelve pages — turnaround, details, expressions, pixel sprites — plus the prompts to make more.

$19 Mabeltess Mudge — a 12-page character art book with

Free 1

Three calculators that need no signup, and a free extract from the prompt pack.

Free 7 Ways AI Video Burns Your Credits (Free Extract)

Browse everything

134

videos published across 5 YouTube channels, every frame generated, all running the standards sold here.

See the work

Free tools

Three calculators, no signup.

Credit calculator What an episode costs, with the 5–10s billing dead zone flagged. i2v model router Which model a shot belongs on, lip-sync override included. Script length Words or characters to runtime, at measured speaking rates.

The channels

Six channels. One standard.

Each one publishes in its own language and genre, and each one runs the same routing rules and gates. The per-episode production records are behind these.

사바나컴퍼니 Wildlife documentary shorts 87 episodes Voidlightverse Space documentary 33 episodes 사건기록부 Incident reconstructions 22 episodes NABE AI singer-songwriter — original songs and music videos 21 episodes Wildhearted Animal bond shorts 10 episodes

Method

What “measured” means here.

Spent, then written

Each rule started as an order that failed and cost credits. Nothing here was reasoned out in advance and published as advice.
Re-measurable

Models invert behaviour between versions, so the rules are written as properties with a procedure for re-measuring them, not as a fixed ranking.
Built before sold

Buyers starting from scratch installed the packs and produced finished videos with them. Defects they hit were fixed before release.