Every so often, a new startup emerges from Silicon Valley that sounds so radical, it’s hard to tell if it’s serious or a parody. Mechanize, the latest venture by renowned AI researcher Tamay Besiroglu, falls squarely into that category.
Launched with a dramatic post on X (formerly Twitter), Besiroglu announced Mechanize’s mission: “the full automation of all work” and “the full automation of the economy.” That essentially means replacing every human worker with AI.
The backlash was immediate and fierce. Critics on social media lambasted both the idea and its implications for Besiroglu’s highly respected nonprofit AI research institute, Epoch. One Epoch director sarcastically posted, “Yay just what I wanted for my bday: a comms crisis.”
What Is Mechanize Really Building?
According to Besiroglu, Mechanize will focus on white-collar work for now—jobs that can be digitized without the need for physical robots. The company plans to develop datasets, evaluation tools, and digital environments that enable AI agents to take over virtually any task.
He also backed his pitch with staggering numbers, estimating the total addressable market for full automation as roughly $18 trillion annually in the U.S. alone, and over $60 trillion globally—based on current human wages.
Criticism from the AI Community
Not everyone is impressed. AI experts who admired Besiroglu’s work at Epoch were disappointed to see him leading this charge. X user Anthony Aguirre remarked, “Huge respect for the founders’ work at Epoch, but sad to see this… I think it will be a huge loss for most humans.”
The controversy deepened as critics pointed to potential conflicts of interest between Epoch’s neutral research and the clearly profit-driven goals of Mechanize. One commenter noted the irony: “Alas, this seems like approximate confirmation that Epoch research was directly feeding into frontier capability work.”
Backed by Big Names
Despite the uproar, Mechanize has high-profile investors including Nat Friedman, Daniel Gross, Patrick Collison, Dwarkesh Patel, Jeff Dean, and Marcus Abramovitch. While most declined to comment, Abramovitch confirmed his support, calling the team “exceptional” and “deeper thinkers on AI than anyone I know.”
A Future Without Human Jobs?
Besiroglu argues that automation could lead to unprecedented prosperity. In a paper he co-authored, he suggests that if AI can handle all labor, society could enjoy higher living standards and innovations we can’t yet imagine.
But critics point out a key flaw: if people don’t have jobs, they won’t have income to buy the very products AI is creating. Besiroglu counters that people would earn income through other means—rents, dividends, or government welfare.
Still, some find this utopian vision hard to accept, especially when the stated goal is to eliminate human labor altogether.
A Real Problem Worth Solving
Despite the drama, the technical challenge Mechanize is tackling is real. Today’s AI agents often fall short—they’re unreliable, forgetful, and can’t execute long-term tasks effectively. If that changes, and if AI agents can reliably assist or augment human productivity, the economic upside could be immense.
Mechanize isn’t the only player in this space. Major firms like OpenAI, Microsoft, and Salesforce are investing heavily in agentic platforms. Dozens of startups are also racing to build smarter, more capable AI agents.
Whether Mechanize leads that charge—or crashes under the weight of its own ambition—remains to be seen.
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