Dressed for the displacement

Clothing for the last generation of knowledge workers

AI is automating $23 trillion in white-collar labor.

Shop Drop 01 Read the $23T Report → The Recursive Flywheel ↗
TAMwear editorial

Drop 01 — The Classics

your job is the use case
your job is the use case
$38
ask me about the $23 trillion white collar TAM
ask me about the $23 trillion white collar TAM
$38
my labor is their training data
my labor is their training data
$38
my OKR is existential dread
my OKR is existential dread
$38
(prompt) engineer
(prompt) engineer
$38
reducing headcount to a single API call
reducing headcount to a single API call
$38
AGI: the final headcount reduction strategy
AGI: the final solution to the labor problem
$38
AGI: capturing the lightcone of all future value
AGI: capturing the lightcone of all future value
$38
the great decoupling — you are the gap.
the great decoupling — you are the gap.
$38
gradient descent into unemployment
gradient descent into unemployment
$38
I miss the Society of the Spectacle
I miss the Society of the Spectacle
$38
TAM /tæm/
noun — finance
1. Total Addressable Market — the total revenue opportunity available for a product or service.
2. The $23 trillion in global white-collar labor currently being automated by artificial intelligence.
"Your job is the use case. The white-collar TAM is the sum of every knowledge worker's salary."
Material
100% Combed
Ring-Spun Cotton
American Apparel 2001W
4.3 oz (146 gsm) light fabric
Print method
Direct-to-Garment
DTG
Soft-hand ink
Wash-fast, no cracking
Lead time
Ships within
one week
Printed in the US
USPS First Class
Production
Made to order.
No overstock.
American Apparel blank
Printed when you buy it
Whitepaper

The Recursive Flywheel

Marx, LLMs, and the Game Theory of Cognitive Labor Displacement

How surplus value extraction accelerates through recursive AI training loops — each cycle of automation generating the data that trains the next wave of displacement.

Read Whitepaper ↗
Key thesis
I. Surplus Value as Engine
Workers train the models that replace them — each task completed makes the replacement more precise.
II. The Recursive Loop
Automation → data capture → better models → more automation. The flywheel accelerates.
III. Nash Equilibrium
Individual rational choices (adopt AI to stay competitive) produce collectively catastrophic outcomes.

Research

The $23 Trillion
Disruption

Read Full Report → The Recursive Flywheel ↗
$23T
Total market at risk
174.6M
Knowledge workers affected
32M
Jobs displaced by 2035
$7.09T
GDP at risk globally

Highest automation risk

Translators & Interpreters 98%
Bookkeepers & Accounting Clerks 96%
Customer Service Reps 95%
Tax Preparers 94%
Paralegals & Legal Assistants 92%

Sectors most exposed

Finance & Banking $4.2T
Healthcare Admin $3.8T
IT Services & Software $2.9T
Insurance $1.8T
Education Admin $1.6T

Housing exposure

-28%
San Francisco projected home value decline
-22%
San Jose projected decline

The great divergence

+48% corporate profits since 2020
-1% avg compensation since 2024

Key milestone

2030
40% of knowledge tasks automated — mid-case scenario across major economies

12 interactive visualizations · every sector · every country · explore the full report

Why this exists
Someone pitched us on "reducing headcount to a single API call" in a board meeting.

The deck was beautiful. The font was Inter.
The slide said "efficiency gains."

One too many overheard conversations in Tartine about the $23 trillion white-collar TAM.
Related
The Recursive Flywheel: Marx, LLMs & Cognitive Labor Displacement ↗

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