When human labor becomes a bottleneck

Today we analyze the diverse risks and economic transformations associated with the rise of generative AI and the potential emergence of Artificial General Intelligence (AGI). One source focuses on immediate governance challenges, detailing technical vulnerabilities such as jailbreaking, the spread of disinformation, and the social dangers of bias and mass surveillance. Complementing this, the second source examines the long-term macroeconomic impact of AGI, arguing that while it could catalyze exponential growth and scientific progress, it will likely cause the labor share of GDP to collapse as income shifts toward owners of computational resources. Together, the texts describe a transition where human work is revalued based on the cost of its digital replication, presenting a future defined by abundant compute yet marked by legal uncertainty and the potential for social displacement. Responsibility for managing these advancements falls on public policy, which must navigate the opacity of AI models to protect privacy rights and ensure a stable economic transition.

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