Millions of white-collar workers in America should be nervous right now…
Elon Musk recently unveiled a joint project between Tesla and xAI that he calls “Macrohard” or “Digital Optimus.”
It’s an artificial intelligence (“AI”) system designed to watch your computer screen in real time, track every keystroke and movement of your mouse, and then ultimately do your entire job for you. As Musk put it on social-media site X…
Grok is the master conductor/navigator with deep understanding of the world to direct digital Optimus, which is processing and actioning the past 5 secs of real-time computer screen video and keyboard/mouse actions. Grok is like a much more advanced and sophisticated version of turn-by-turn navigation software.
He went on to compare it with how the human brain works. Digital Optimus (on the Tesla side) handles the fast, instinctive reactions. Grok handles the deeper thinking.
Together, they can navigate spreadsheets, write code, answer customer service tickets, or manage enterprise software without any special integrations. The AI watches and learns what a human would do… and then keeps doing it without you.
“In principle, it is capable of emulating the function of entire companies,” Musk wrote. “That is why the program is called MACROHARD, a funny reference to Microsoft.”
We doubt most office workers are laughing…
How Macrohard Works – And What It Could Save Companies
Musk’s idea has been brewing for a while. U.S. Patent and Trademark Office records show that xAI filed for the “Macrohard” trademark back in August 2025.
And Musk claims the hardware is cheap enough to scale widely. It runs on Tesla’s in-house AI4 chip, which costs roughly $650, paired with “relatively frugal use” of xAI’s Nvidia-based servers for needed heavy lifting.
If you can “hire” a Macrohard employee for, say, $500 to $1,000 a month… that’s a whole lot cheaper than a midlevel white-collar salary of around $70,000 plus another $20,000 to $30,000 in benefits and employer-paid taxes.
The news comes a few months after Anthropic’s release of Claude Cowork, which can similarly navigate your desktop and understand what shows up on a computer screen.
Anthropic’s news already had software investors panicking over the future of Software as a Service stocks – the so-called SaaSpocalypse my colleague John Robertson detailed on March 6. As he noted:
Claude Cowork became an autonomous employee that can create, edit, and manage files… execute multistep projects… and work seamlessly between different apps.
Its application programming interface (“API”) upgrades allow for deeper, more automated collaboration across office apps like Google Workspace, Docusign, WordPress, Excel, and PowerPoint.
(Think of an API as a secure digital handshake. It lets one piece of software tap directly into another – pulling data, updating files, triggering actions – without a human clicking back and forth between screens.)
Claude can now automate tasks in marketing, customer support, data analysis, and legal workflows.
The difference is that Musk wants Macrohard to work in real time using a similar approach to Tesla’s Full Self-Driving mode, which uses video data to help navigate roads and obstacles while driving at high speeds.
Musk expects that Macrohard will also work in Tesla AI4-equipped vehicles in about six months. And he plans for Tesla to deploy millions of dedicated units at Supercharger stations across the nation… for an incredible 7 gigawatts of available power.
To put that in context, all data centers across the U.S. currently consume a total of 40 to 55 gigawatts.
Why the AI Doom Loop for White-Collar Jobs Is Accelerating
We wrote about this scenario back in February in our piece on the AI “doom loop” for American jobs…
We traced how companies like Block (XYZ), Amazon (AMZN), Salesforce (CRM), and others were slashing tens of thousands of workers and explicitly crediting AI for making it possible. For example, Jack Dorsey fired 40% of Block’s staff and saw his stock jump 20% overnight. Marc Benioff bragged about cutting headcount from 9,000 to 5,000 at Salesforce because he needed “less heads” with AI.
Every one of those layoffs followed a familiar script. The CEO says AI can handle the work. Wall Street rewards the announcement with a stock bump. Other CEOs take notice. The cycle repeats.
Digital Optimus potentially takes that cycle and accelerates it. Soon, you may have an “always-on” AI at your desk, watching what you do, and learning to do it without you.
That sounds dystopian… or maybe just far-fetched.
But it has happened before with American workers training their offshore replacements in the late 1990s… That trend sped up following the dot-com crash in the early 2000s as companies faced intense pressure to survive by cutting costs.
This time, instead of being replaced with a cheaper worker in a foreign country, it’s an AI in the cloud. And once again, it will absolutely accelerate if we see a stock market crash.
Musk has a track record of making the impossible happen on absurd timelines. When he built the world’s largest AI supercomputer in a converted refrigerator factory outside Memphis, experts in the data center industry said it couldn’t be done. He did it in 122 days.
Data centers of that scale normally take two to four years to build.
We detailed Musk’s “Project Apex” ChatGPT Killer in a deep dive here, and we think that Digital Optimus is a clear extension of his plan.
How Macrohard Fits Into Elon Musk’s Growing Empire
Musk is building an empire…
In February, SpaceX acquired xAI in an all-stock deal – valuing the combined entity at $1.25 trillion. It was the largest corporate merger in history.
Musk justified it by pointing to “orbital data centers,” the idea that AI’s hunger for electricity and cooling could eventually be solved by putting compute power in space, powered by solar energy. The FCC filing SpaceX submitted contemplates up to one million satellites.
That merger folded together SpaceX’s rockets and Starlink satellite network, xAI’s Grok model and data centers, and X, the social media platform formerly known as Twitter. Then Tesla invested $2 billion in xAI in January. Now Macrohard formally ties in Tesla’s hardware and computer vision expertise.
That’s a rocket company, a satellite Internet provider, a social-media network, an AI lab, a car company, and now a white-collar automation platform… all ultimately controlled by one man.
The SpaceX initial public offering (“IPO”), targeting a $1.5 trillion valuation and up to $50 billion in capital raised, could happen as soon as June. We detailed how investors could get access ahead of that IPO here.
Is Macrohard Already in Trouble?
However, all is not necessarily rosy for the Macrohard project.
Business Insider reported on March 11 that the Tesla engineers were being brought on to essentially rescue the project from xAI, where it had stalled after a leadership shakeup.
Two Macrohard leaders left the company in February, people with knowledge of the departures said.
During an all-hands meeting shortly thereafter, Musk announced that xAI cofounder Toby Pohlen would oversee the project. Pohlen announced his exit 16 days later.
Across nearly two dozen xAI engineers that Business Insider found on X or LinkedIn, most have either left the company or shifted to a different team… adding up to more than a dozen departures in the past month.
We’ll watch developments here closely. But it seems clear that this is the direction that AI is headed… and companies that adopt AI aggressively will likely see their margins expand and their stocks rewarded.
We’ve already seen the pattern play out with Block, Amazon, and Salesforce. But the workers displaced by those efficiency gains are also consumers. They buy things. They take out mortgages. They pay for streaming subscriptions. If enough of them lose their jobs, the revenue growth that powered those stock gains starts to erode.
Hundreds of billions of dollars are being spent across America on building AI… with the ultimate goal of displacing millions of American workers.
Nonetheless, AI will likely be a boon for investors. As we laid out in our coverage of Project Apex, Goldman Sachs estimates generative AI could add $7 trillion to global GDP over the coming decade. Morgan Stanley sees a $40 trillion total addressable market. PwC projects AI could lift global GDP by 15 additional percentage points by 2035.
Those numbers are massive… and they may be just the beginning.
If Musk delivers even a fraction of what he’s promising, the companies supplying the infrastructure behind this buildout will be the biggest winners. But the workers whose jobs get automated away will pay the price.
As we detailed last fall, there will be millions… and perhaps tens of millions… of jobs cut in America in the years ahead thanks to AI.
Our advice remains the same: Pay off debt. Save rather than spend. And invest in strong businesses and assets that can survive a crisis.
Because this market right now – overheated or not – may be your last chance to cross the looming chasm between the “haves” and the “have nots” before its rickety bridge goes up in flames.
