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To understand Livi Doll’s career, one must first recognize the structural shift in social media economics. Early platforms like Instagram, YouTube, and Twitter (now X) operated on an ad-revenue or influencer marketing model, where creators earned money indirectly through audience size. This model incentivized broad, often sanitized content to appease algorithms and corporate sponsors. However, it left little room for adult creators, who faced constant deplatforming, shadowbanning, and demonetization. While critics rightly point to the risks of