The Shared Problem
Every model below is trying to answer the same question: how do people pay rent and maintain dignity during the 10–25 year window where AI eliminates jobs faster than it lowers prices?
No single mechanism is sufficient. The strongest approach layers them: deflation compressing costs + equity broadening ownership + capability distribution reducing the need for cash + conditional contribution preserving purpose.
See also: Conversation Guide for discussion questions and non-federal bridge strategies.
1 American Equity Fund
Sam Altman
Tax companies and land at 2.5% of market value annually. Distribute proceeds not as cash welfare but as shares in the nation's productive capacity — universal equity, not UBI.
Key Numbers
Altman's napkin math suggests ~$13,500 per person per year within a decade, with far more purchasing power than that figure implies today as deflation compresses prices across housing, healthcare, food, and education.
Why It Matters for the Transition
This is ownership-based, not welfare-based. You're not receiving a government check — you're becoming a partial owner of the economy's productive infrastructure. As AI and robotics drive output up and costs down, the value of that equity grows.
Higher libertarian compatibility than standard UBI. Structured as a property right (equity) rather than an entitlement (cash transfer). Flat percentage tax is simpler and less distortionary than income taxation.
Limitation
Still requires a government apparatus to administer the fund and enforce the tax. Doesn't solve the meaning/purpose problem.
2 UBI / UBS / UBE Trilogy
Alex Wissner-Gross
Three complementary instruments, each addressing a different layer of need:
- UBI (Universal Basic Income) — Demand-side cash payments. Gives people purchasing power.
- UBS (Universal Basic Services) — A ~$200/month subscription bundle covering all necessities: housing, food, healthcare, transportation, connectivity. Supply-side: you're not given money to buy things, you're given the things.
- UBE (Universal Basic Equity) — Sovereign wealth fund dividends, modeled on Alaska's Permanent Fund and Norway's Government Pension Fund. Citizens receive returns on collectively held productive assets.
Why It Matters for the Transition
Each layer covers a failure mode the others miss. UBI alone doesn't help if there's nothing affordable to buy. UBS alone doesn't provide agency or choice. UBE alone takes decades to compound. Together they form a more complete safety net.
Wissner-Gross emphasizes that all three are band-aids unless we solve the deeper problem: keeping the human economy coupled to the AI economy. If AI agents decouple into autonomous crypto-based shadow economies, no amount of redistribution within the human economy matters.
Limitation
The UBS model ($200/month for everything) is aspirational and assumes massive cost compression has already occurred. Doesn't address the gap period before costs actually fall that far.
3 Conditional Basic Income
Daniel Susskind
Everyone receives a basic income floor, but it's conditional on community contribution — not necessarily paid employment, but volunteering, caregiving, civic participation, education, mentorship, or other activities a community deems valuable.
Why It Matters for the Transition
Preserves the psychological and social link between contribution and reward without requiring that contribution take the form of market labor. Addresses both the economic problem (people need income) and the meaning problem (people need purpose).
How It Differs from Standard UBI
Susskind is skeptical of unconditional payments — he finds it morally and politically problematic that a billionaire and an unemployed single mother receive the same check. CBI creates a social contract: society supports you, you contribute something back.
Libertarian tension: Requires a government apparatus to define, administer, and enforce what counts as "contribution." Who decides? By what criteria? This is where center-left instincts and libertarian instincts diverge sharply.
Limitation
The definition of "contribution" is inherently political and subject to capture. Also doesn't scale well if the number of people needing support grows faster than the available contribution opportunities.
4 Proof-of-Benefit / Distributed Capability
Emad Mostaque
Instead of giving people money, give everyone a sovereign AI agent — an open-source reasoning system you own under your own cryptographic key, no subscription required. Baseline intelligence becomes free by protocol design.
Currency (Foundation Coins) is minted only when validators cryptographically prove useful compute was performed: dataset curation, model training, inference, agent orchestration. No verifiable benefit, no new coins.
Why It Matters for the Transition
Shifts the frame from redistributing scarce resources to distributing abundant capability. If everyone has a world-class AI assistant that can't be revoked by any company or government, the need for cash transfers shrinks dramatically. You don't need UBI to pay for a lawyer if your AI agent can do legal work. You don't need healthcare subsidies if your AI agent can do diagnostics.
"UBI redistributes scarcity. This distributes abundance."
Framed as a "Second Amendment for cognition — your right to bear an AI." The three-layer architecture (Foundation / Culture / Personal) maps to constitutional federalism. No taxation, no coercion — just protocol-level incentives.
Limitation
Execution risk is enormous. The whitepaper is a blueprint, not a specification — many critical parameters are TBD. Mostaque's track record (Stability AI exit) raises credibility questions. Best used as "this is the kind of thinking that's emerging" rather than an endorsement of the specific token.
5 Three Market Paths to Free
Ted Barnett
Path A: Pure Deflation — "Things Just Get Cheap"
The simplest path, requiring no new institutions. AI + robotics + cheap energy collapse production costs across housing, food, healthcare, transportation, and manufacturing. Even modest income buys an increasingly abundant life — the same pattern that already played out with consumer electronics, communication, and media.
The honest problem: What if wages fall faster than prices? The timing mismatch between wage collapse and price collapse is the valley.
Path B: Equity Distribution — "Everyone Becomes a Capitalist"
If robots do the work, returns flow to capital owners. The question is whether ownership broadens:
- Index funds and fractional shares already democratized stock ownership
- Consumer cooperatives (the "Costco model at civilizational scale") where members buy at near-zero marginal cost
- Token/crypto models where participation (data, attention, feedback) earns equity, not welfare — "S&H Green Stamps for the AI age"
- Citizen dividends modeled on the Alaska Permanent Fund
The distinction between "consumer" and "owner" is already blurring. Compensating users with equity isn't redistribution — it's recognizing their contribution.
Path C: Sponsored Abundance — "The Ad-Supported Life"
Google proved the model for information. Extend it to physical goods:
- Free robot-built micro-housing, branded
- Free autonomous rides with ambient advertising
- Free meals from automated kitchens, subsidized by preference data
- Free healthcare in exchange for anonymized health data
Least philosophically elegant, but entirely market-driven and voluntary. The tradeoff is privacy for abundance — and millions already make that trade daily.
The Honest Tension: The Valley
All five mechanisms share an unresolved timing problem. During the transition:
- Wages may fall faster than prices for some workers, especially in sectors automated early
- Equity takes time to compound — it doesn't help next month's rent
- Capability distribution assumes AI is already cheap enough to run on personal devices at scale
- Deflation helps consumers but hurts debtors — people with mortgages and student loans face real pain even as new goods get cheaper
The valley between the old economy and the new one is where real suffering concentrates. No single mechanism closes this gap alone.
The strongest approach layers them: deflation compressing costs + equity broadening ownership + capability distribution reducing the need for cash + conditional contribution preserving purpose.
The Policy Target for Libertarians
Remove the artificial scarcities — zoning, licensing, energy regulation, IP monopolies — that are actively preventing abundance from arriving. The fastest way to shorten the valley is to stop making things expensive on purpose.
The Question Nobody Wants to Answer
What happens to the people in the valley who can't wait for any of these mechanisms to mature? The retiree whose pension fund collapses. The truck driver with a mortgage. The radiologist who spent 12 years in training. Do we owe them something specific, or do we trust the transition to be fast enough?
Sources & Further Reading
- Sam Altman — "Moore's Law for Everything" (2021)
- Alex Wissner-Gross — Milk Road AI podcast (Feb 2026); The Innermost Loop newsletter
- Daniel Susskind — A World Without Work (2020)
- Emad Mostaque — Intelligent Internet Whitepaper (2025); The Last Economy
- Dario Amodei — "Machines of Loving Grace" (2024)
- Leopold Aschenbrenner — "Situational Awareness" (2024)
→ Conversation Guide — discussion questions and non-federal bridge strategies