The labor market is a single interconnected system. As AI eliminates white-collar roles, displaced professionals will flood the blue-collar and gig economies, increasing labor supply and creating downward wage pressure across all sectors.

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.

AI is beginning to impact labor not by firing employees, but by reducing the need for new hires, particularly in white-collar roles like consulting and business services. This will likely suppress wage growth at the higher end, creating a natural rebalancing of the K-shaped economy from the top down.

The true disruption from AI is not a single bot replacing a single worker. It's the immense leverage granted to individuals who can deploy thousands of autonomous AI agents. This creates a massive multiplication of productivity and economic power for a select few, fundamentally altering labor market dynamics from one-to-one replacement to one-to-many amplification.

Contrary to sensationalist interpretations, a high 'AI exposure' score for a job does not automatically mean displacement. Economists suggest it can mean the opposite, as AI acts as a complement. Highly exposed roles could see increased hiring, higher wages, and greater demand for complementary human skills, depending on demand elasticity.

While direct layoffs attributed to AI are still minimal, the real effect is a silent freeze on hiring. Companies are aiming for "flat headcount" and using AI to massively boost revenue per employee, a trend not captured in layoff statistics but reflected in record-low hiring plans.

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.

While high-profile layoffs make headlines, the more widespread effect of AI is that companies are maintaining or reducing headcount through attrition rather than active firing. They are leveraging AI to grow their business without expanding their workforce, creating a challenging hiring environment for new entrants.