A defect taxonomy for generated video
Six named defect classes and three severity levels that route to different fixes, plus the seven-field log that finally makes rework measurable.
9 min read
Designing a paid trial task for AI creatives
A portfolio proves little when one striking frame is an afternoon's work. A trial task testing selection, iteration discipline and brand adherence under a cap.
9 min read
Estimating turnaround when generation is instant
Render time is the smallest number on your schedule. Build the estimate from attempt count, approval latency, rights checks and export instead.
9 min read
Prompts alone do not make you an author
A 400-word prompt is not more authorship than a four-word one. An audit of which of your contributions actually carry a copyright claim and which do not.
9 min read
Registering an AI-assisted work in the US
How to disclaim generated material and describe the human contribution you are claiming, in the fields the application actually asks about.
9 min read
Sampling QA when you ship hundreds of assets
A batch-level sampling scheme, the checks that must stay at 100 percent, and the stop-the-line rule that turns a sample into real coverage.
10 min read
Staffing the review side, not the make side
A two-week measurement that tells you whether your next hire belongs in generation or in review, plus the three fixes to try before you hire anyone.
9 min read
The Thaler cert denial and human authorship
The Supreme Court declined Thaler v. Perlmutter on 2 March 2026, leaving the human-authorship rule standing. What that settles, and the four things it does not.
8 min read
WIP limits for a generation-heavy studio
Cheap generation invites starting more jobs than anyone can review, so everything lands late together. Setting WIP caps per review stage, and holding them.
9 min read
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