AI pioneer Tamay Besiroglu launches controversial startup aimed at total workforce automation.
AI researcher Tamay Besiroglu has sparked intense debate with his new startup. His company, Mechanize, aims to automate every human job on Earth. The mission has alarmed workers, ethicists, and policy experts.
Besiroglu announced the venture Thursday on X. He described the goal as “the full automation of all work” and “the full automation of the economy.” The company will build AI agents designed to replace human workers in all industries.
A vision of total workplace transformation
Besiroglu sees enormous financial potential. American workers earn about $18 trillion annually. The global wage pool totals roughly $60 trillion. Mechanize wants to capture this market with artificial intelligence solutions that replace human labor.
“Completely automating labor could generate vast abundance,” Besiroglu told TechCrunch. He claims it would create “much higher standards of living.”
The announcement has raised serious questions about the future of work and society.
Swift and severe criticism
The startup faced immediate backlash on social media. Critics worry about both the company’s mission and its effect on Epoch. Besiroglu also founded Epoch, a nonprofit AI research organization.
Epoch built its reputation on objective AI assessment. It now faces questions about conflicts of interest. One Epoch director publicly complained about the “communications crisis.”
This isn’t the first controversy for Epoch. Last year, OpenAI helped design an Epoch benchmark. OpenAI later used this benchmark to showcase its O3 model. Many saw this as compromising Epoch’s independence.
The new venture has deepened these concerns. X user Oliver Habryka wrote: “This seems like confirmation that Epoch research was directly feeding into frontier capability work.”

Initial focus on knowledge work
Besiroglu says Mechanize will first target white-collar jobs. The company will develop AI for tasks in customer service, finance, legal analysis, and marketing.
He suggests the technology will free humans for more creative work. But the goal of “complete labor automation” suggests even these roles might eventually disappear.
“Economic well-being isn’t solely determined by wages,” Besiroglu argues. “People receive income from other sources—rents, dividends, and government welfare.”
This view has drawn criticism. Many question a system where humans rely on passive income while AI produces goods and services. Who will own these systems? How will wealth be distributed?
Physicist Anthony Aguirre expressed concern: “The automation of human labor is a giant prize for companies… I think it will be a huge loss for most humans.”
Powerful Silicon Valley support
Despite criticism, Mechanize has attracted major backers. Supporters include former GitHub CEO Nat Friedman, Stripe co-founder Patrick Collison, and Google AI chief Jeff Dean.
Marcus Abramovitch of AltX told TechCrunch: “The team has thought deeper on AI than anyone I know.”
This network gives Mechanize credibility despite widespread ethical concerns.
Technical hurdles remain
Besiroglu admits current AI agents have serious limitations. “They are unreliable, don’t retain information, struggle to complete tasks, and can’t execute long-term plans,” he said.
These problems are well-known in the industry. Major companies like Microsoft and Salesforce are working on similar issues. Many startups focus on improving agent reliability and training.
If Mechanize overcomes these hurdles, the economic impact could be enormous.

The philosophical divide
Mechanize raises a fundamental question: Should AI assist humans or replace them?
Besiroglu claims AI will create abundance and new roles for humans. “Workers become more valuable in complementary roles that AI cannot perform,” he says.
Many find this unconvincing, since Mechanize explicitly aims to eliminate human work.
The company is now hiring talent to pursue its controversial vision.
A turning point for AI and society
Mechanize represents a dramatic shift in AI development. It goes beyond automating routine tasks. It challenges basic assumptions about employment and economic participation.
Observers will watch its technical progress and the response from governments and regulators. This could become the most disruptive economic change of the century.
Do you believe AI should assist workers or replace them entirely?
Please share your thoughts on Mechanize’s controversial mission in the comments below. How would a future without human jobs affect you?

