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She replied to every single person who commented. This created a "velocity" of engagement. YouTube noticed that real users were spending time typing long responses and staying on the platform. The algorithm began suggesting her videos to actual tech enthusiasts.

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Buying YouTube engagement—like likes and comments—is a shortcut that often leads to a trap where your numbers look great but your actual reach dies. The algorithm began suggesting her videos to actual