Long, but we do have to rethink how people will earn money in a world where every job is taken over by AI:
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Present day economics depends on a key premise: that labor markets self-correct after technological disruption. Steam displaced farmers. Electricity displaced the steam worker. The computer displaced the typist. Every time, new jobs emerged and flourished, and the world (and employees) ended up better than before. Economists built careers on this pattern. Policymakers bet civilizations on it.
That assumption is now breaking.
Prior disruptions were sectoral. AI is not. Large language models, multimodal reasoning systems, and humanoid robots are not displacing one type of work — they are displacing all types of work, and the economic value of human time itself, across every sector, simultaneously.
There is no adjacent labor category to retrain into. The escalator that carried workers from disrupted industries to new ones for two centuries has no destination… it is crumbling.
The closest historical precedent for government-managed mass transition is the GI Bill of 1944, which successfully reintegrated 16 million returning soldiers into the civilian economy through education subsidies, low-interest home loans, and direct income support. Unemployment among veterans peaked at 3%, remarkably low. But that transition had a crucial advantage: the displaced workers had a destination. They retrained for real jobs in a postwar manufacturing boom that absorbed them. Today’s AI displacement has no comparable absorptive sector. The GI Bill worked because it was a bridge to something. The UBI framework must work even when there is no bridge, when the income support is not transitional but structural.
What follows is my vision of what comes next. It has three phases. My argument is not that disruption can be avoided. It is that the transition can be navigated, if the right mechanisms are built in the right sequence.
~40% of U.S. jobs at high risk of AI displacement within 10 years — Goldman Sachs
10 years to unfold what the agricultural transition took 150 years to accomplish
The check doesn’t get bigger. The world gets cheaper. That is when UBI becomes UHI.
PHASE-1: THE FRACTURE & THE FLOOR (2025 – 2028)
Displacement does not arrive as a statistic. It arrives as a young man who studied for four years and cannot find work. It arrives as a 45-year-old logistics manager whose position was eliminated when the warehouse automated. It arrives as a generation unable to afford a family and a household, build wealth, or participate in the social contract their parents took for granted.
The economic literature on prolonged unemployment is unambiguous: it does not merely reduce income. It destroys identity, erodes mental health, and generates political radicalization. A generation without economic footing is a generation without a stake in the stability of the system.
Governments facing mass unemployment reach for multiple tools: public works, retraining programs, trade protections. In a prior era, these worked because displacement was sectoral and adjacent categories existed. In an AI-displacement scenario, they delay but do not solve. You cannot retrain a workforce for jobs that AI will also perform within the retraining window. You cannot protect against automation with tariffs when the automation is domestic.
The one tool that scales immediately—that requires no retraining, no new bureaucracy, no five-year implementation cycle—is money. The U.S. demonstrated during COVID that direct cash transfers to every household can be deployed within weeks. The mechanism exists. The precedent exists. The political will follows directly from the severity of the alternative.
What changes in this circumstance is not the tool but the scale. COVID transfers of $1,200 were stabilizers. What AI displacement requires is replacement income. That number is not $1,000 per month. It is $3,000 per month, $36,000 per year. Approximately 2.4 times the federal poverty line. Enough for genuine stability, not merely survival. The empirical anchor: a no-frills but genuinely stable life in median America—rent, food, transport, healthcare, utilities—costs between $2,800 and $3,200 per month today, based on MIT’s Living Wage Calculator and Bureau of Labor Statistics Consumer Expenditure Survey data. This figure represents the national median; costs vary significantly by state, from roughly $2,200 in lower-cost rural areas to over $4,000 in high-cost urban centers like San Francisco or New York. $3,000 lands in the middle of the national median range, though a geographically tiered UBI structure may ultimately be necessary to account for regional cost disparities.
$36,000 per year is not a utopian number. It is what a stable life actually costs in median America. It is the floor below which desperation begins, and desperation is a cognitive condition, not just an economic one.
Running alongside UBI as a strategy might be a shortened work week. Iceland, the UK, Microsoft’s division in Japan, and dozens of others have demonstrated that moving to 32 hours at full pay holds or improves productivity in the majority of cases. While the pay is not reduced, the hours are. This is a critical distinction: a pay cut would accelerate worker detachment from employment, defeating the purpose entirely.
In a displacement context, the shortened work week at unchanged compensation serves one specific purpose: it keeps more workers attached to employment—and the identity, structure, and meaning that employment provides—during the transition window.
By distributing available work hours across more people at full wages, it extends the period before workers lose not just income but the social scaffold that employment provides. It is not a solution. It is a bridge.
PHASE-2: THE AUTOMATION DIVIDEND (2028 – 2031)
Here is the paradox that makes Phase-2 both inevitable and interesting. Historically, when governments lowered interest rates that would stimulate employment: employers would borrow money and hire more people. Today however, when given access to cheaper capital, businesses instead engage more AI and purchase robotics. Ultimately, they automate more aggressively. Cheap capital makes robots and agents more attractive, not less. Monetary stimulus designed to create jobs instead accelerates the automation that eliminates them.
One approach to address the trend of companies “hiring” AIs and robots rather than human labor has been the concept of an “AI and robot tax”: tax the technology, redistribute the proceeds. Frame it as punishment for automation and you have declared war on the most powerful industry in America, one with demonstrated ability to reshape regulatory environments before they are implemented.
Reframe it as an Automation Dividend, and the politics change entirely.
The Automation Dividend is not a penalty. It is profit-sharing. Companies deploying AI agents and robotic systems are extracting value from a national infrastructure—an educated workforce, publicly-funded research, physical and digital systems built with public dollars—that was created by all Americans. The Dividend is the public’s share of the productivity gains from that deployment.
The honest numbers matter here. A national UBI at $3,000 per month for 250 million American adults costs approximately $9 trillion per year. But that is the wrong number, and framing it that way is the fastest way to lose the argument before it starts.
We don’t need to provide UBI to all 250 million Americans. We need to provide it to the 50 to 80 million who cannot survive the transition without it.
Who are they? The logistics managers, the paralegals, the customer service workers, the junior analysts: the broad middle of the American workforce that believed the social contract still applied to them. The 31 million households already spending over 95% of their income on necessities today, before AI displacement has even arrived at scale. The 57% of Americans living paycheck to paycheck, one missed payment from a crisis. These are not the owners of capital or the holders of equity – those Americans will be fine, better than fine, as AI productivity flows to them first and fastest. This UBI is not for them. It is for the Americans who built this country’s middle class with their labor and now find that labor has been automated away.
The math: at $3,000 per month, supporting 50 to 80 million people costs roughly $2 to $3 trillion. Significant, but not without precedent. The U.S. already spends $1.5 trillion on Social Security, $900 billion on Medicare and Medicaid, and hundreds of billions more on means-tested programs that are complex, contested, and chronically underfunded. Consolidate the redundant programs into a single direct cash transfer and you recover $400 to $600 billion in administrative overhead alone. The net new spending lands closer to $1 to $1.5 trillion. We spent $5 trillion in eighteen months during COVID. We built the interstate highway system. We sent a generation to college on the GI Bill. America has never lacked the ability to fund what it decided mattered.
The question is whether we decide this matters… before the fracture makes the choice for us.
The funding mechanism has a viable path. Governments provide scarce public inputs (land, spectrum, energy access, tax credits, publicly-funded research) in exchange for a contractual dividend obligation per citizen. Separately, they establish a federal mandate tied to market access: companies above a threshold that sell products and services nationally contribute to a National Productivity Fund proportional to their deployment of AI and robotic labor equivalents. Both mechanisms are legally grounded in existing precedent—spectrum auctions, franchise agreements, and interstate commerce regulation—and neither requires the government to “own” AI the way Alaska owns oil.
Alaska’s Permanent Fund is the closest working model, even accounting for the differences. It has paid every Alaskan a dividend from oil revenues since 1982 (currently $1,300 to $2,000 per person annually) with broad bipartisan support for four decades. No one calls it a tax on oil. The public owns a share of the resource. They receive a share of the proceeds. The principle transfers even when the legal mechanism must differ.
Scale that model nationally.
Companies above a threshold size report AI and robotic deployment on an equivalent-labor basis. Each full-time-equivalent worker displaced generates a contribution to the National Productivity Fund. The Fund distributes proceeds as a per-capita dividend to every American adult, supplementing and gradually replacing direct government UBI outlays over time.
The self-funding loop closes: automation displaces workers, which funds the dividend, which sustains the displaced, which preserves the political conditions for automation to continue, which produces more dividend revenue. The system is not fighting automation. It is taxing automation’s success on behalf of everyone, and in doing so, giving every American a financial stake in the outcome.
PHASE-3: THE GREAT DEFLATION & THE UHI MOMENT (2031 – 2035)
The word deflation is inadequate for what Phase-3 brings. Deflation implies prices falling within an existing market structure. What is coming is categorically different.
Demonetization is the process by which entire categories of human needs move from scarce, expensive, and labor-intensive to abundant, near-free, and algorithmically or robotically delivered. This has already happened to music, navigation, photography, information, telephony and intelligence. The marginal cost of delivering these to the millionth user is zero. The category has been demonetized.
What Phase-3 brings is demonetization of the physical world (transportation, shelter, healthcare, food, education, and energy) simultaneously. The mechanism in each case is identical: the primary cost input, which has always been human labor and expertise, is replaced by systems whose marginal cost of reproduction approaches zero.
Let’s take transportation. With five or ten autonomous EV companies competing in every major market, the price race is structural and inevitable. The marginal cost of a robotaxi mile (i.e., electricity plus maintenance plus software) lands at $0.20 to $0.40 at scale. The average American household drives 13,500 miles per year and currently spends $12,000 on transportation. At $0.20 per mile, that drops to $2,700. Over $9,000 returned to every household. For a family on $3,000 per month UBI, that is a 26 percent effective income increase from this category alone.
Or consider housing. Robotic construction cuts labor costs (40 to 50 percent of total build cost) by 50 to 70 percent as technology matures. A $350,000 home becomes a $110,000 home. But the deeper deflationary force is geographic. The reason downtown land commands a premium is that proximity to work, services, and amenities required physical presence. Virtualize the services—through AI healthcare, remote work over gigabit Starlink, online education—and you dissolve the premium for proximity. The effective supply of livable, high-quality land in America is not scarce. It is vast. The technology is making it accessible. A critical caveat must be stated here: lower production costs do not automatically translate into lower consumer prices. History does not guarantee this transmission. Mobile data and internet connectivity costs have risen over the past decade even as the underlying infrastructure became dramatically cheaper to operate. The productivity gains flowed to shareholders and valuations, not to consumers. The Phase-3 thesis depends on ensuring the same dynamic does not repeat across housing, healthcare, food, transportation, and energy. This requires active policy mechanisms: competitive market structure enforcement to prevent oligopolistic pricing, public procurement at scale to anchor price floors, and potentially direct subsidy of the Abundance XPRIZE bundle as a consumer baseline. The deflationary wave is real, but it must be steered — it will not automatically land where it is needed most.
“Basically AI and robots are going to make so much stuff and provide so many services that they will actually run out of things to do for the humans. There’s only so much that humans can even express that they want. If we grow 1,000 times more than our current economy, you probably have already saturated anything people can think of that they want.”
- Elon Musk @ the 2026 Abundance Summit, Speaking on UHI
Healthcare, education, energy, food: the story is the same in each category. AI diagnostics at a fraction of specialist cost. Personalized AI tutoring that outperforms average classroom instruction at near-zero marginal cost. Solar electricity already at $0.02 to $0.03 per kilowatt hour and falling. Robotic agriculture compressing food costs by 30 to 40 percent.
A household receiving $36,000 per year in UBI in 2032 is living in a world where their basic cost of living has fallen by $21,500 compared to today. Their effective purchasing power is $57,500 in 2024 dollars. Solidly middle class.
The check did not change. The world did. That is the UHI moment.
THE MECHANISM THAT MAKES IT REAL: THE “ABUNDANCE XPRIZE”
Predicting that deflation arrives is not the same as ensuring it arrives in time, at scale, and accessible to everyone. Market forces left to themselves deliver deflation unevenly: first to the technologically comfortable, the geographically flexible, the economically resilient. The family without broadband, the elderly resident without a smartphone, the single mother in a high-cost city… they receive the benefits last, if at all.
At the 2025 XPRIZE Visioneering event—where the organization’s global brain trust gathers annually to identify the next generation of grand challenges—the top winning concept was the Abundance XPRIZE.
Here’s the premise: design a competition that produces a bundle of universal basic services (housing, food, clean water, electricity, bandwidth, and transportation) deliverable to a family of four for $250 to $1,000 per month.
The $250 figure is the aspirational endpoint as Phase-3 fully lands. The $1,000 figure is the near-term target for 2027 to 2029.
There is a profound difference between giving a family $3,000 per month to navigate an expensive, fragmented market, and collapsing the cost of the things themselves through innovation competition and delivering them as an integrated bundle. When the Abundance bundle exists at $1,000 per month and UBI pays $3,000, the family retains $2,000 per month in completely discretionary income. That is the foundation for entrepreneurship, creativity, and genuine participation in whatever economy comes next.
A parent who does not know if their children will eat tonight cannot think strategically about retraining or building a new life. Desperation narrows cognition. The Abundance XPRIZE is not a safety net. It is a cognitive liberation program.
The XPRIZE mechanism is also politically elegant because it is not a government program. It is a private sector innovation challenge that produces results government can then procure and subsidize at scale. It sidesteps the ideological war over spending by letting the market solve the cost problem first. (BTW, the XPRIZE is looking for a benefactor to help fund this competition.)
THE VALLEY THAT MUST BE NAMED
Every argument for Phase-3 depends on a timing assumption that must be stated explicitly: the deflationary wave must arrive before the social and political cost of the transition destroys the conditions for it to complete.
Name the valley. It runs from approximately 2026 to 2031. Displacement has arrived at scale. UBI is being paid at full price. The Automation Dividend is ramping. But the deflationary wave has only partially landed. A family receiving $3,000 per month in 2028 is living in a world that is still largely expensive. The math works, barely, for some. For others it does not.
This is where political pressure peaks. A generation promised abundance but living on a constrained budget in an expensive world will look for someone to blame. The historical record on what happens next is not reassuring.
The valley is not inevitable. It is a design problem. The Abundance XPRIZE, the shortened work week, the Automation Dividend, geographic de-materialization via Starlink and autonomous vehicles — these are valley-bridging mechanisms. They are the most important work of this decade. Not because Phase-3 is uncertain. Because the valley before it is dangerous.
THE UNCOMFORTABLE PARADOX
The deflationary wave of Phase-3 depends on the acceleration of the very automation that causes the displacement of Phase-1. Slow the robots to protect jobs and you also slow the deflation that makes the UBI check into a UHI check. The mechanism that creates the problem is the mechanism that solves it.
This means the Automation Dividend must be calibrated carefully: high enough to fund the transition, not so high that it slows the deployment that makes Phase-3 possible. A robot tax that is too punishing is not a worker protection. It is a Phase-3 delay. And a Phase-3 delay means more time in the valley.
The disruption, handled badly, defeats the solution. Handled well, the paradoxes resolve: displacement funds stability, stability preserves investment, investment delivers deflation, deflation justifies the UHI thesis. But it requires navigation, not just prediction.
WHAT NEEDS TO BE BUILT
This is not a passive prediction. It is a call to action organized around a specific insight: UBI becomes UHI through technological inevitability, but only if the right mechanisms are built in the right sequence to bridge the valley between here and there.
Deploy UBI at a meaningful level ($3,000 per month is the empirically-grounded floor) framed not as charity but as a displacement dividend in an economy generating historically unprecedented productivity gains.
Structure the Automation Dividend to recapture a share of AI productivity gains and return them to the public. Alaska has proven the model works politically. Apply it nationally.
Fund the Abundance XPRIZE to collapse the cost of basic human needs to a bundle price of $1,000 per month or less. Not as a government program. As a prize-driven innovation challenge that produces solutions government can then scale.
Accelerate geographic de-materialization. Universal gigabit broadband is infrastructure as important as the interstate highway system. Autonomous electric vehicles are a public utility question, not merely a consumer product question. Zoning reform for robotic modular construction is a national priority.
And answer the meaning question. Material abundance solves the Maslow problem. It does not solve the Frankl problem. A generation freed from economic necessity but without purpose is not a generation that has arrived at abundance. National service, human exploration, the expansion of science and art and community: these are the answers to the question that deflation alone cannot answer.
UHI is not the destination. It is the launchpad. Everything in this framework is the precondition for what humanity does next with the cognitive and creative freedom that abundance unlocks.
The transition from UBI to UHI is a race. Can the deflationary wave arrive before the social fracture becomes irreparable? Can the Abundance XPRIZE collapse the cost of basic needs before the valley of desperation destabilizes the political conditions for the transition to complete?
These are not rhetorical questions. They are engineering problems. And engineering problems have solutions.
The work begins now.
IN SUMMARY: THE THREE-PHASE ARGUMENT
The UBI-to-UHI thesis rests on a single, powerful observation: the value of a fixed income check is not determined by its dollar amount. It is determined by what that amount can buy. When AI and robotics collapse the cost of living’s five major categories by more than half, a $3,000/month check that barely covers basics today becomes a genuinely prosperous life. The check doesn’t change. The world does.
Getting there requires navigating three sequential phases. Phase-1 (2025–2028) is the fracture: mass displacement arrives faster than safety nets can respond, and the urgent priority is deploying UBI at replacement-income levels ($3,000/month) alongside a shortened work week to preserve employment attachment during the transition window. Phase-2 (2028–2031) is the Automation Dividend: a mechanism that recaptures a share of AI productivity gains for public distribution, modeled on Alaska’s Permanent Fund but applied nationally, ensuring automation self-funds the income floor it displaces. Phase-3 (2031–2035) is the Great Deflation: robotics and AI collapse the cost of transportation, housing, healthcare, food, and energy simultaneously—exactly as they already collapsed the cost of music, maps, photography, and information—converting the UBI floor into genuine abundance.
The dangerous passage is the valley between Phase-1 and Phase-3 (roughly 2026 to 2031) when displacement has arrived at full scale but deflation has only partially landed. This is where political pressure peaks and where the wrong choices (punitive robot taxes that slow deployment, insufficient UBI that fails to cover basics) could derail the entire transition. The Abundance XPRIZE, the 32-hour work week, and the Automation Dividend are not policy luxuries.
They are the valley-bridging mechanisms on which the outcome depends.
History offers no clean precedent for what is coming: the GI Bill worked because there were jobs to go to; demonetization of digital goods worked because it didn’t require anyone’s income to survive. This time, the transition must succeed on both fronts simultaneously: maintain incomes while the cost of living collapses beneath them. If the sequencing holds and the mechanisms are built, UHI is not a utopian aspiration. It is an arithmetically inevitable outcome.
The only question is whether we navigate the valley well enough to reach it.
— Peter
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