Contrary to job destruction theories, AI could fuel job creation by making it cheaper to launch a business. By automating marketing, logistics, and transactions, AI agents could remove traditional barriers to entry, enabling a new wave of small businesses and services to emerge.

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.

AI will automate the administrative and marketing tasks that service professionals dislike and are often not good at. This levels the playing field, allowing the best craftspeople to win based on quality, as AI handles the 'digital interface' for them, rather than the best marketers.

A counterargument to mass unemployment suggests AI will dramatically lower the barrier to entrepreneurship. When one person can automate accounting, marketing, and coding, small-scale business formation becomes much easier, potentially shifting labor from traditional white-collar roles to a new wave of small businesses.

As AI automates jobs, widespread unemployment will compel individuals to start their own small businesses to survive. This shift marks a return to self-reliance and entrepreneurship driven by necessity rather than ambition, echoing a past economic structure.

The key to predicting AI's economic impact is not focusing on the abundance it creates, but identifying what will remain scarce. As automation made goods cheap, the economy shifted to scarce services. The next economic transformation will similarly be driven by whatever human skills or experiences AI cannot replicate.

As AI automates commodity production, making goods cheap and abundant, economic focus and employment will shift to a 'relational sector.' In this sector, the value of a service is inseparable from the human provider—think artisans, therapists, and experience designers, whose human touch becomes the premium feature.

Rather than simply replacing corporate jobs, AI and robotics will empower individuals to launch complex physical businesses from home. A personal robot could run an entire custom bicycle shop from a garage, handling everything from sourcing parts and machinery to manufacturing and shipping, creating a new wave of solo entrepreneurs.

AI models are trained on past human work (code, articles, designs), making those skills cheap and accessible. This abundance creates homogenous, default outputs or "slop." Consequently, the market develops an urgent demand for human experts who can create something novel and differentiated, moving beyond the model's defaults.