# Cognitive Labor **Entity class:** Labor category **Domain:** Artificial intelligence / science / political economy **Maturity:** Developed ## Definition **Cognitive Labor** is paid work whose primary inputs and outputs are information, judgment, classification, communication, design, planning, or symbolic manipulation. ## Mechanism and Consequence Because AI also organizes information, cognitive jobs can be decomposed into testable input-output tasks, exposing which parts can be automated and which still require human responsibility, relationships, embodiment, or institutional trust. ## Relationships - [[wiki/AI Labor Substitution|AI Labor Substitution]] - [[wiki/AI Economy|AI Economy]] - [[wiki/Competent Intelligence|Competent Intelligence]] - [[wiki/Agentic Empowerment|Agentic Empowerment]] ## Source Dossiers - [[research/AI Is Now So Good They Will Pay You to Quit|AI Is Now So Good They Will Pay You to Quit]] - [[research/Super Intelligence Week Index of Statements from the White House Luncheon|Super Intelligence Week Index of Statements from the White House Luncheon]] - [[research/Jensen Pushes Back on Doomers Moonshots Live|Jensen Pushes Back on Doomers Moonshots Live]] ## Simple Reminders, Quotations, and Thoughts > "It’s economically irrational to hire a graduate for most digital jobs right now. [Graduates are] the plankton of the workforce, [and the whole workforce feeds on them] all the way up. [An entry-level person is already worse than a well-trained AI] for almost all digital jobs, and now it’s going up the list. It came from the graphic designers first; then it’s coming from the mathematicians." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/AI Makes Hiring Graduates Irrational for Many Digital Jobs by Emad Mostaque|AI Makes Hiring Graduates Irrational for Many Digital Jobs by Emad Mostaque]] > If you deconstruct a job into information-classification tasks with identifiable inputs and outputs, you will find that much of the job can be tested directly against an AI model. [Deconstructing your job into tasks] also indicates the parts of your job that were frustrating. You could potentially use one of these models to automate [them], and then you could focus on the other parts of your job, in a new company or within your own company, to make yourself far more efficient, and then be able to get more capital. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Deconstruct Your Job Into Tasks AI Can Be Tested Against by Emad Mostaque|Deconstruct Your Job Into Tasks AI Can Be Tested Against by Emad Mostaque]] > "There’s not much cognitive labor left. What you’re going to see is a bifurcation in the economy. Anthropic’s economics department — all the big labs now have them — issued a paper last week where they showed that under their core scenario you could have GDP growth of 15% a year by 2030. [Anthropic projects a] 12% drop in cognitive labor workforce needed. But think about the impact of 12% unemployment in white-collar work. It’s nasty." > **— Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/Fifteen Percent AI Growth Can Still Produce White-Collar Unemployment by Emad Mostaque|Fifteen Percent AI Growth Can Still Produce White-Collar Unemployment by Emad Mostaque]] > You will have thousands of agents with perfect coordination going a thousand times faster than a human. When thousands of perfectly coordinated AI agents can work a thousand times faster than a person, the remaining bottleneck is the human being. If you’re in a room of geniuses and you’re not a genius, you’ll feel a bit left out. If they’re waiting on you, you are the bottleneck. Look at any cognitive labor task, which is organizing of information. Artificial intelligence is information organization, and you will be the slowest person on the team within a few years, because you still need to build the infrastructure around it. > **— Adapted from Emad Mostaque**, *Impact Theory with Tom Bilyeu, 2026* [[reminders/AI Economy/The Human Becomes the Bottleneck on an AI Team by Emad Mostaque|The Human Becomes the Bottleneck on an AI Team by Emad Mostaque]]