AI VIDEO SYSTEMS
Reference-first video replaces the one-prompt lottery
Reusable ingredients, scene extension and iterative control change how creators should prepare a film.
READ ANALYSIS →Source-led creator intelligence
What changed—and what should creators do next?
Practical analysis built from primary sources, with limitations and uncertainty kept visible.
CREATOR STRATEGY
The model is not your moat
Original IP, trusted localization, workflow memory and audience relationships create durable advantage.
READ ANALYSIS →FORMAT ANALYSIS
Talking characters need an episode engine
A viral object gets the first click. Character, conflict and consistency make viewers return.
READ ANALYSIS →Editorial standard: articles link to primary sources and distinguish documented facts from our analysis.