As AIs increasingly perform all economically necessary work, the incentive for entities like governments and corporations to invest in human capital may disappear. This creates a long-term risk of a society where humans are no longer seen as a necessary resource to cultivate, leading to a permanent dependency.
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Beyond displacing current workers, AI will lead to hiring "abatement," where companies proactively eliminate roles from their hiring plans altogether. This is a subtle but profound workforce shift, as entire job categories may vanish from the market before employees can be retrained.
For some policy experts, the most realistic nightmare scenario is not a rogue superintelligence but a socio-economic collapse into techno-feudalism. In this future, AI concentrates power and wealth, creating a rentier state with a small ruling class and a large population with minimal economic agency or purpose.
The advent of super-intelligent AI challenges the core tenets of free-market capitalism. When human labor competes against entities that are exponentially more capable, the 'creative destruction' model could lead to mass unemployment and social instability, forcing a move away from pure capitalism.
As AI commoditizes execution and intellectual labor, the only remaining scarce human skill will be judgment: the wisdom to know what to build, why, and for whom. This shifts economic value from effort and hard work to discernment and taste.
For current AI valuations to be realized, AI must deliver unprecedented efficiency, likely causing mass job displacement. This would disrupt the consumer economy that supports these companies, creating a fundamental contradiction where the condition for success undermines the system itself.
Unlike past technological shifts where humans could learn new trades, AI is a "tractor for everything." It will automate a task and then move to automate the next available task faster than a human can reskill, making long-term job security increasingly precarious for cognitive labor.
The most dangerous long-term impact of AI is not economic unemployment, but the stripping away of human meaning and purpose. As AI masters every valuable skill, it will disrupt the core human algorithm of contributing to the group, leading to a collective psychological crisis and societal decay.
The enormous market caps of leading AI companies can only be justified by finding trillions of dollars in efficiencies. This translates directly into a required labor destruction of roughly 10 million jobs, or 12.5% of the vulnerable workforce, suggesting market turmoil or mass unemployment is inevitable.
Capitalism values scarcity. AI's core disruption is not just automating tasks, but making human-like intellectual labor so abundant that its market value approaches zero. This breaks the fundamental economic loop of trading scarce labor for wages.
As AI systems become infinitely scalable and more capable, humans will become the weakest link in any cognitive team. The high risk of human error and incorrect conclusions means that, from a purely economic perspective, human cognitive input will eventually detract from, rather than add to, value creation.
