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Articles and Research Papers for University-Level Study


The Virgen Framework for Entrepreneurs: Reframing Venture Creation in the Age of Artificial Intelligence
Abstract The Virgen Framework presents a provocative response to one of the central assumptions in entrepreneurship and organization theory: that scale requires proportional increases in human labor, managerial hierarchy, and operational cost. In the reviewed article, the framework is introduced as an AI-driven model for launching and operating large ventures with a small team, or even a single founder, by treating artificial intelligence not as a support tool but as a core m


Ray Dalio on Artificial Intelligence: Why the Future of Wealth and Education Is at a Crossroads
When Ray Dalio speaks about the global economy, policymakers and investors tend to listen. As the founder of Bridgewater Associates, one of the largest hedge funds in the world, Dalio has spent decades analyzing cycles of wealth, power, and economic transformation. Now, he is turning his attention to one of the most disruptive forces of the modern era: artificial intelligence. His message is both clear and unsettling. Artificial intelligence, while capable of unlocking enormo