As AI outsources thinking, specific job "skills" have a shorter shelf life. The new focus for education and corporate training must be on developing durable human "capabilities"—critical thinking, collaboration, and discerning truth from falsehood—that are necessary to effectively manage and leverage an AI superpower.

Emerging AI jobs, like agent trainers and operators, demand uniquely human capabilities such as a grasp of psychology and ethics. The need for a "bedside manner" in handling AI-related customer issues highlights that the future of AI work isn't purely technical.

Career security in the age of AI isn't about outperforming machines at repetitive tasks. Instead, it requires moving 'up the stack' to focus on human-centric oversight that AI cannot replicate. These indispensable roles include validation, governance, ethics, data integrity, and regulatory AI strategy, which will hold the most influence and longevity.

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.

As AI handles analytical tasks, the most critical human skills are those it cannot replicate: setting aspirational goals, applying nuanced judgment, and demonstrating true orthogonal creativity. This shifts focus from credentials to raw intrinsic talent.

As AI automates technical and mundane tasks, the economic value of those skills will decrease. The most critical roles will be leaders with high emotional intelligence whose function is to foster culture and manage the human teams that leverage AI. 'Human skills' will become the new premium in the workforce.

If AI were perfect, it would simply replace tasks. Because it is imperfect and requires nuanced interaction, it creates demand for skilled professionals who can prompt, verify, and creatively apply it. This turns AI's limitations into a tool that requires and rewards human proficiency.

Jobs based on deterministic, logical tasks are highly susceptible to AI replacement. Durable careers will be built on skills that rely on nuanced human understanding, like emotional intelligence, taste, and creativity. AI will replace translators but not comedians, because it lacks a true understanding of humor.

Even if AI can perfectly replicate all goods and services, human desire for authenticity, connection, and imperfection will create a premium for human-provided labor. This suggests new economies will emerge based not on efficiency, but on providing what is uniquely and quirkily human.