Contentlab·3 articles

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What we learn making short-form video at scale — formats, hooks, editing and automation.

Why your short-form video should end on the beat

A video that stops mid-phrase feels broken, even when nobody can say why. Here's how we fixed endings for good.

Making one good video is easy. Making fifty without losing quality needs a pipeline with the right checkpoints.

AI can describe a shot. It's surprisingly bad at telling whether handheld footage is too shaky to post.