Unlike cyclical downturns where jobs eventually return, AI is permanently replacing cognitive roles. The selective targeting of the knowledge economy while manual labor remains stable indicates a structural shift, not a temporary economic dip. These white-collar jobs are not coming back.

Historically, humans moved from manual to cognitive labor as technology automated physical tasks. Emad Mostaque argues AI now automates cognitive work, creating an "intelligence inversion." There's no obvious higher-value domain left for human labor to escape to, unlike previous technological shifts.

Unlike previous technologies that augmented specific skills, AI could eventually outperform humans in all domains, including creative and emotional tasks. This suggests the historical pattern of technology creating more jobs than it destroys may not hold true.

Tech leaders cite Jevon's Paradox, suggesting AI efficiency will create more jobs. However, this historical model may not hold, as the speed of AI disruption outpaces society's ability to adapt, and demand for knowledge work isn't infinitely elastic.

AI's impact on labor will likely follow a deceptive curve: an initial boost in productivity as it augments human workers, followed by a crash as it masters their domains and replaces them entirely. This creates a false sense of security, delaying necessary policy responses.

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.

The US economy is currently experiencing near-zero job growth despite typical 2% productivity gains. A significant increase in productivity driven by AI, without a corresponding surge in economic output, could paradoxically lead to outright job losses. This creates a scenario where positive productivity news could have negative employment consequences.

Historically, technological advancements primarily displaced blue-collar workers first. The current AI revolution is unique because its most immediate and realized disruptions are targeting white-collar, knowledge-based roles, breaking a long-standing pattern of technological impact on the labor market.

The belief that Luddites were simply anti-progress is a historical misreading. Technology created long-term societal wealth but caused immediate, unrecoverable job loss for them. AI will accelerate this dynamic, creating widespread disruption faster than workers can adapt.