As AI makes it increasingly easy to get answers without effort, society may split into two groups. Bernd Hobart suggests a "cognitive underclass" will opt for the ease of AI-generated solutions, while a "cognitive overclass" will deliberately engage in the now-optional hard work of critical thinking, creating a new societal divide.

The coming economic shift won't create a simple rich-poor divide. It will create a new four-tiered social structure based on two key traits: judgment and entrepreneurial ability. The majority who lack both will be left economically non-viable.

Instead of eliminating entire jobs, AI unbundles them into tasks. It will replace roughly 80% of these tasks while significantly enhancing the remaining 20%. This creates a "K-shaped" divergence, amplifying those who adapt and leaving behind those who don't.

Just as NAFTA brought cheap goods but eliminated manufacturing jobs, AI will create immense productivity via a new class of "digital immigrants" (AIs in data centers). This will generate abundance and cheap digital services but risks displacing vast swaths of cognitive labor and concentrating wealth.

AI is not a great equalizer; it's a productivity multiplier for those who are already highly skilled. A top-tier engineer or writer can double or triple their output, while an average performer sees smaller gains. This dynamic is set to exacerbate the K-shaped economy, making the rich richer and the poor comparatively poorer.

While AI may eventually create a world of abundance where energy and labor are free, the transition will be violent. The unprecedented scale of job displacement, coupled with a societal loss of meaning, will likely lead to significant bloodshed and social upheaval before any utopian endpoint is reached.

AI is expected to disproportionately impact white-collar professions by creating a skills divide. The top 25% of workers will leverage AI to become superhumanly productive, while the median worker will struggle to compete, effectively bifurcating the workforce.

AI tools make highly productive individuals even more efficient, allowing them to expand their output significantly. Instead of hiring more people as their "business" grows, they will "hire" more AI agents, concentrating wealth and opportunity among existing successful players.

AI is exacerbating labor inequality. While the top 1% of highly-skilled workers have more opportunity than ever, the other 99% face a grim reality of competing against both elite talent and increasingly capable AI, leading to career instability.