The immediate threat of AI isn't mass layoffs, but rather its impact on future hiring. During the next economic upswing, companies may opt to invest in AI-driven restructuring and reorganization instead of rehiring laid-off white-collar professionals, permanently reducing job opportunities.

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.

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.

Contrary to the consensus view of explosive AI-driven growth, AI could be a headwind for near-term GDP. While past technologies changed the structure of jobs, AI has the potential to eliminate entire categories of economic activity, which could reduce overall economic output, not just displace labor.

Recent events, including the Fed's interest rate cuts citing unemployment uncertainty and AI-driven corporate restructuring, show AI's economic impact is no longer theoretical. Top economists are now demanding the U.S. Labor Department track AI's effect on jobs in real-time.

The true threshold for AI becoming a disruptive, "non-normal" technology is when it can perform the new jobs that emerge from increased productivity. This breaks the historical cycle of human job reallocation, representing a fundamental economic shift distinct from past technological waves.

Unlike gradual agricultural or industrial shifts, AI is displacing blue and white-collar jobs globally and simultaneously. This rapid, compressed timeframe leaves little room for adaptation, making societal unrest and violence highly probable without proactive planning.

In a sobering essay, the CEO of leading AI lab Anthropic has offered a concrete, near-term economic prediction. He forecasts massive job disruption for knowledge workers, moving beyond abstract existential risks to a specific warning about the immediate future of work.

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.