When a strong hook doesn't hold
A hook that wins the swipe and loses the viewer eight seconds later is a coherence failure, not a hook failure. The two-checkpoint read that separates them.
9 min read
Matching a video format to a promotion goal
Filling a calendar, selling out an event and winning back lapsed customers each want a different video. A goal-to-format map with shapes and metrics.
8 min read
Packaging problem or content problem?
Click-through and retention form a two-by-two that tells you whether to repackage or re-edit. Most creators re-edit videos that only needed a new title.
9 min read
Padding cliffs and publishing at true length
Stretching a six-minute idea to clear a runtime threshold leaves a visible seam in the retention graph. How to spot it and compare per-video return honestly.
9 min read
Single-model mastery vs routing a whole catalog
Knowing one model deeply beats a marginally better one you cannot steer. Two thresholds, job variety and output volume, for when that stops being true.
9 min read
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