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Reverse engineering fails when teams copy format shells without mechanism clarity. Break down viral formats into reusable structural mechanisms and adaptation rules. Use this to build repeatable format intelligence. Improves conversion clarity with explicit constraints, prioritized actions, and measurable execution checkpoints.