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In late 2022, massive layoffs hit the tech sector. By January 2023, hiring managers shifted from "culture fit" to "risk assessment." Simultaneously, AI tools (like the early mainstream adoption of ChatGPT) started scraping social media for public data. On , three things happened simultaneously:

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Monetization frameworks have matured significantly. Successful digital professionals prioritize direct monetization vectors over fluctuating platform creator payouts. In late 2022, massive layoffs hit the tech sector