Renowned AI Expert Unveils Controversial Startup Aimed at Replacing Global Workforce

Every once in a while, a Silicon Valley startup comes along with a mission statement so outlandish that it's hard to tell if it's genuine or just poking fun at the industry. Enter Mechanize, a new venture led by renowned AI researcher Tamay Besiroglu, which has sparked quite the debate on X after its launch.
The backlash isn't just about the startup's ambitious goal—it's also about the perceived damage to the reputation of Epoch, the non-profit AI research organization founded by Besiroglu. The controversy was so intense that a director at Epoch quipped on X, "Yay just what I wanted for my bday: a comms crisis."
Mechanize was unveiled on Thursday with a post on X, where Besiroglu outlined the startup's aim: "the full automation of all work" and "the full automation of the economy." In essence, Mechanize is set on replacing every human worker with an AI agent bot, striving to provide the necessary data, evaluations, and digital environments to automate any job.
Besiroglu's vision of the market potential is staggering. He calculates that workers in the US earn around $18 trillion annually, and globally, this figure triples to about $60 trillion. However, he clarified to TechCrunch that their initial focus is on automating white-collar jobs, rather than manual labor which would require robotics.
The response from the public was sharp and often harsh. X user Anthony Aguirre expressed his disappointment, stating, "Huge respect for the founders’ work at Epoch, but sad to see this. The automation of most human labor is indeed a giant prize for companies, which is why many of the biggest companies on Earth are already pursuing it. I think it will be a huge loss for most humans."
But the controversy doesn't end with Mechanize's mission. Epoch, known for analyzing AI's economic impact and creating performance benchmarks, has faced scrutiny before. In December, it came to light that OpenAI had supported the creation of one of Epoch's AI benchmarks, which OpenAI later used to launch its o3 model. This raised questions about transparency and impartiality.
When Besiroglu announced Mechanize, X user Oliver Habryka commented, "Alas, this seems like approximate confirmation that Epoch research was directly feeding into frontier capability work, though I had hope that it wouldn’t literally come from you."
Mechanize boasts an impressive list of backers including Nat Friedman, Daniel Gross, Patrick Collison, Dwarkesh Patel, Jeff Dean, Sholto Douglas, and Marcus Abramovitch. Marcus Abramovitch, who confirmed his investment, praised the team, saying, "The team is exceptional across many dimensions and have thought deeper on AI than anyone I know."
Good for Humans, Too?
Despite the criticism, Besiroglu argues that automating all work could lead to unprecedented economic growth, benefiting humans through higher standards of living and new, unimaginable goods and services. He points to a paper he published on the subject, suggesting that automation could enrich society, not impoverish it.
However, this optimistic view raises concerns about the source of income if humans are no longer needed for jobs. Besiroglu suggests that human wages could increase as workers take on roles that complement AI, but he also admits that wages might decrease in some scenarios. He argues that economic well-being isn't just about wages, pointing to other income sources like rents, dividends, and government welfare.
While Besiroglu's vision is undoubtedly extreme, the technical challenge he aims to tackle is real. If each worker had a team of AI agents to boost productivity, economic abundance could indeed follow. Yet, he acknowledges that current AI agents are far from perfect—they're unreliable, struggle with task completion, and can't handle long-term planning without going astray.
Besiroglu isn't alone in this endeavor. Major companies like Salesforce, Microsoft, and OpenAI, along with numerous startups, are also working on similar agentic platforms and technologies.
Despite the controversy and the lofty goals, Mechanize is currently looking to hire new talent to join their mission.
Related article
AI Reasoning Model Progress May Plateau by 2026, Epoch AI Study Suggests
A study by Epoch AI, a nonprofit AI research institute, indicates that the AI sector may soon face challenges in achieving significant performance improvements from reasoning AI models. The report pre
ChatGPT's Energy Use Lower Than Expected
ChatGPT, the chatbot from OpenAI, might not be the energy guzzler we thought it was. But, its energy use can vary a lot depending on how it's used and which AI models are answering the questions, according to a new study.Epoch AI, a nonprofit research group, took a crack at figuring out how much jui
Hawaiian Beach Escapades: New Bonds and Surprising Turns
Picture yourself on a pristine Hawaiian beach, sunlight warming your skin, waves crafting a calming rhythm. For Josh, this vision became reality after years of dedication. What begins as a tranquil ge
Comments (8)
0/200
GaryJones
August 18, 2025 at 7:00:59 AM EDT
This startup sounds wild! Replacing the global workforce? I’m curious if Mechanize’s AI can outdo my coffee-making skills 😜. But seriously, is this genius or just tech hubris?
0
GeorgeMiller
July 27, 2025 at 9:18:39 PM EDT
This startup sounds like something out of a sci-fi flick! 😮 Replacing the global workforce? Bold move, but I’m curious how they’ll tackle the ethical mess that comes with it.
0
MarkWilson
July 23, 2025 at 12:59:47 AM EDT
This startup sounds wild! Replacing the global workforce? That's some sci-fi level ambition. Curious to see if Mechanize can actually pull it off or if it's just hype. 🤖
0
RaymondWalker
April 23, 2025 at 3:09:35 PM EDT
Mechanize suena a una locura total. ¿Reemplazar a la fuerza laboral global? ¡Eso es audaz! 🤯 No sé si es genial o simplemente una locura. El debate en X está que arde, pero me preocupan las implicaciones éticas. Espero que lo resuelvan, o todos vamos a llevar una sorpresa.
0
JonathanAllen
April 23, 2025 at 3:09:35 PM EDT
Mechanize parece uma loucura! Substituir a força de trabalho global? Isso é audacioso! 🤯 Não sei se é genial ou apenas insano. O debate no X está pegando fogo, mas estou preocupado com as implicações éticas. Espero que eles resolvam isso, ou todos nós vamos levar um susto!
0
RalphSanchez
April 23, 2025 at 3:09:35 PM EDT
Mechanize는 정말 파격적이네요! 전 세계 노동력을 대체한다고요? 대담하군요! 🤯 천재인지 아니면 그냥 미친 건지 모르겠어요. X에서의 논쟁이 뜨겁지만, 윤리적 문제가 걱정됩니다. 잘 해결하기를 바랍니다, 그렇지 않으면 모두가 놀랄 거예요!
0
Every once in a while, a Silicon Valley startup comes along with a mission statement so outlandish that it's hard to tell if it's genuine or just poking fun at the industry. Enter Mechanize, a new venture led by renowned AI researcher Tamay Besiroglu, which has sparked quite the debate on X after its launch.
The backlash isn't just about the startup's ambitious goal—it's also about the perceived damage to the reputation of Epoch, the non-profit AI research organization founded by Besiroglu. The controversy was so intense that a director at Epoch quipped on X, "Yay just what I wanted for my bday: a comms crisis."
Mechanize was unveiled on Thursday with a post on X, where Besiroglu outlined the startup's aim: "the full automation of all work" and "the full automation of the economy." In essence, Mechanize is set on replacing every human worker with an AI agent bot, striving to provide the necessary data, evaluations, and digital environments to automate any job.
Besiroglu's vision of the market potential is staggering. He calculates that workers in the US earn around $18 trillion annually, and globally, this figure triples to about $60 trillion. However, he clarified to TechCrunch that their initial focus is on automating white-collar jobs, rather than manual labor which would require robotics.
The response from the public was sharp and often harsh. X user Anthony Aguirre expressed his disappointment, stating, "Huge respect for the founders’ work at Epoch, but sad to see this. The automation of most human labor is indeed a giant prize for companies, which is why many of the biggest companies on Earth are already pursuing it. I think it will be a huge loss for most humans."
But the controversy doesn't end with Mechanize's mission. Epoch, known for analyzing AI's economic impact and creating performance benchmarks, has faced scrutiny before. In December, it came to light that OpenAI had supported the creation of one of Epoch's AI benchmarks, which OpenAI later used to launch its o3 model. This raised questions about transparency and impartiality.
When Besiroglu announced Mechanize, X user Oliver Habryka commented, "Alas, this seems like approximate confirmation that Epoch research was directly feeding into frontier capability work, though I had hope that it wouldn’t literally come from you."
Mechanize boasts an impressive list of backers including Nat Friedman, Daniel Gross, Patrick Collison, Dwarkesh Patel, Jeff Dean, Sholto Douglas, and Marcus Abramovitch. Marcus Abramovitch, who confirmed his investment, praised the team, saying, "The team is exceptional across many dimensions and have thought deeper on AI than anyone I know."
Good for Humans, Too?
Despite the criticism, Besiroglu argues that automating all work could lead to unprecedented economic growth, benefiting humans through higher standards of living and new, unimaginable goods and services. He points to a paper he published on the subject, suggesting that automation could enrich society, not impoverish it.
However, this optimistic view raises concerns about the source of income if humans are no longer needed for jobs. Besiroglu suggests that human wages could increase as workers take on roles that complement AI, but he also admits that wages might decrease in some scenarios. He argues that economic well-being isn't just about wages, pointing to other income sources like rents, dividends, and government welfare.
While Besiroglu's vision is undoubtedly extreme, the technical challenge he aims to tackle is real. If each worker had a team of AI agents to boost productivity, economic abundance could indeed follow. Yet, he acknowledges that current AI agents are far from perfect—they're unreliable, struggle with task completion, and can't handle long-term planning without going astray.
Besiroglu isn't alone in this endeavor. Major companies like Salesforce, Microsoft, and OpenAI, along with numerous startups, are also working on similar agentic platforms and technologies.
Despite the controversy and the lofty goals, Mechanize is currently looking to hire new talent to join their mission.




This startup sounds wild! Replacing the global workforce? I’m curious if Mechanize’s AI can outdo my coffee-making skills 😜. But seriously, is this genius or just tech hubris?




This startup sounds like something out of a sci-fi flick! 😮 Replacing the global workforce? Bold move, but I’m curious how they’ll tackle the ethical mess that comes with it.




This startup sounds wild! Replacing the global workforce? That's some sci-fi level ambition. Curious to see if Mechanize can actually pull it off or if it's just hype. 🤖




Mechanize suena a una locura total. ¿Reemplazar a la fuerza laboral global? ¡Eso es audaz! 🤯 No sé si es genial o simplemente una locura. El debate en X está que arde, pero me preocupan las implicaciones éticas. Espero que lo resuelvan, o todos vamos a llevar una sorpresa.




Mechanize parece uma loucura! Substituir a força de trabalho global? Isso é audacioso! 🤯 Não sei se é genial ou apenas insano. O debate no X está pegando fogo, mas estou preocupado com as implicações éticas. Espero que eles resolvam isso, ou todos nós vamos levar um susto!




Mechanize는 정말 파격적이네요! 전 세계 노동력을 대체한다고요? 대담하군요! 🤯 천재인지 아니면 그냥 미친 건지 모르겠어요. X에서의 논쟁이 뜨겁지만, 윤리적 문제가 걱정됩니다. 잘 해결하기를 바랍니다, 그렇지 않으면 모두가 놀랄 거예요!












