This manuscript addresses the socio-economic challenges arising from technological advancements, focusing on their role in widening wealth inequality. It introduces the concept of ‘Re_cognition Income’ as a mechanism for fair wealth redistribution, aimed at fostering social equity in a rapidly evolving digital landscape. By examining historical shifts from Proprietary to Financial Capitalism and the emerging Participatory Capitalism paradigm, the study provides a comprehensive framework for understanding these transformations. The methodology integrates historical analysis with socio-economic theory to identify key triggers of paradigm shifts and their implications for wealth distribution. Through this approach, the study aims to support policymakers in formulating strategies that ensure the inclusive sharing of technological benefits, promoting a sustainable and just society.