AIPE Atlas
AIPE Atlas
Marie Jahoda's Marienthal study showed what a town loses psychologically when its work disappears. Cross Max-Neef's fundamental needs with Jahoda's latent functions and Self-Determination Theory, and you get a ledger: what employment supplied, how exposed each need is when labor decouples from survival — and what would have to replace it. Open any row.
This is the channel that breaks outright in Horizon B: if wages fall toward the cost of the marginal AI worker, the wage–survival link severs. Korinek: comparative advantage does not guarantee the terms of trade cover "subsistence cost."
Non-wage income rails: citizen dividends (Alaska's fund pays every resident), social wealth funds, universal basic capital, universal basic services for the non-fungible essentials.
Every UBI experiment — Stockton, Finland, Kenya, the 3,000-person OpenResearch RCT — finds wellbeing gains without mass workforce exit. The contested part is only the size of the labor-supply effect. The mechanism works; the politics and funding scale don't exist yet.
Employment bundles healthcare, pensions, and creditworthiness in much of the world. Gig-ification already unbundled it for millions; automation unbundles it for the rest. Insecurity, not poverty, is often the first wound.
Portable, citizenship-based security: universal basic services (Coote & Percy's case: services are non-fungible and resist capture), portable benefits, long-horizon income guarantees that make planning possible.
GiveDirectly's Kenya result is the key nuance: the credible promise of long-term income changed behavior more than the monthly amount — recipients invested and took entrepreneurial risk. Security is a planning horizon, not just a number.
Jahoda's "social contact" function: work supplies regular, low-stakes human contact outside the family. Remove it without replacement and isolation compounds — the loneliness literature's territory.
Deliberate social infrastructure: third places, communities of practice, care webs, civic associations. Amodei's own conclusion: meaning "comes mostly from human relationships and connection, not from economic labor."
SDT's "relatedness" is one of the three needs that predict wellbeing across every culture studied. And the "demand for human connection" thesis has market evidence: people pay premiums for human-performed service because a human did it.
If AI does the apprentice-level tasks through which juniors become seniors, the expertise pipeline breaks — the "Canaries" structural worry. And SDT's "competence" need doesn't vanish when work does; it loses its default arena.
Learning as an end in itself: Aristotle's contemplation, Pieper's leisure-as-receptivity, Kevin Kelly's "protopia" of open-ended problems — solving problems creates new problems, indefinitely.
AI tutoring levels up novices fastest (+34% for novice agents; the largest writing gains at the bottom of the skill distribution) — evidence that the appetite and the tooling for mass competence-building both exist.
The sharpest psychological threat in the whole ledger. Mattering research: the perception that others depend on you robustly predicts wellbeing; its absence predicts depression, anxiety, loneliness. Economic contribution was a primary mattering source. Vonnegut named the stakes in 1952: "How to love people who have no use."
Re-sourcing mattering through care, civic life, and community production — roles where being needed is structural, not decorative. SDT's fourth pathway, "beneficence": the sense of making a positive contribution.
The care economy is the single largest area of projected human job growth on earth (US healthcare alone: +2M jobs this decade; home health aides the largest single-occupation increase). Demographics guarantee decades of genuine, non-manufactured need for human presence.
The paradox: limitless leisure threatens leisure. Frankl's "Sunday neurosis" — emptiness surfacing exactly when demands fall away. Even Bernard Suits, the great philosopher of games, suspected "most people would find utopia revolting."
Games as voluntary difficulty: Suits's definition — "the voluntary attempt to overcome unnecessary obstacles" — becomes the ideal of existence. Danaher's utopia of games; self-imposed challenge as the new structure. Susskind goes further: the state may need an active "leisure policy."
Status-seeking and mastery drives migrate to new arenas rather than dissolving (Storr). The open question — pessimists' counter — is whether games and virtual worlds satisfy the drives or merely aggravate the purposelessness they paper over.
Banks staged it in fiction: if a Mind can compose a better symphony, "what is the point of me writing one?" Bostrom radicalizes it: at technological maturity even hobbies could be done better by machines — redundancy migrates from labor into leisure itself.
The two answers from the Culture, adopted by Amodei: creation still yields personal satisfaction; and audiences value that a member of their own species made it. Most people are not the best in the world at anything — it doesn't stop them.
The "human-made premium" is measurable: consumers assign higher willingness-to-pay to art they believe is human-made, and AI labels lower perceived value and creativity in controlled studies. Provenance becomes part of the product.
Jahoda's "status & identity" function. And here is the structural fact no abundance dissolves: positional goods (Hirsch) are scarce by definition. Status competition survives post-scarcity — Keynes's "relative needs" are the one category he called insatiable.
New status arenas: mastery, taste, contribution, reputation — rank decoupled from wage. The Culture's citizens compete in games, art, and daring; Star Trek's officers compete in excellence. The arena changes; the game persists (Storr).
Watch where scarcity re-emerges inside abundance: the real, the live, the original, the winning. Banks's citizens reinvent money to get scarce concert tickets. Positional scarcity is the one demand curve automation cannot flatten.
The "comfort without power" nightmare: even a benevolent caretaker dominates if it can interfere without reference to your interests. A population kept comfortable by actors it cannot constrain is unfree even if well-fed — whether the master is an AI or a rentier oligarchy.
Agency through ownership and access: Altman's pivot from cash to equity ("an ownership share in whatever the AI creates"), Hoffman's superagency, Buterin's d/acc — deliberately building technologies that keep people economically relevant and power dispersed.
The OpenResearch UBI study's underrated finding: cash bought agency — better budgeting, more future planning, improved parenting — even where it bought little measurable human capital. People convert slack into authorship of their own lives.
Keynes saw it in 1930: solve the economic problem and mankind is "deprived of its traditional purpose" — the general "nervous breakdown." Frankl's will-to-meaning frustrated yields the existential vacuum. This is the one problem even the most optimistic lab leaders concede is unsolved.
Deliberate reconstruction: relationships and mattering, contemplation (the Sabbath tradition locates dignity prior to any economic output), craft, faith, self-chosen challenge. Lessin predicts a resurgence of religion and new meaning-systems. Meaning will not arrive automatically with abundance — on this, nearly everyone agrees.
The throughline from Keynes through Arendt, Frankl, and Lessin: societies must build meaning infrastructure the way they built sanitation — deliberately. The first institutions that do this well, secular or religious, will meet demand measured in civilizations, not markets.
Read the ledger's shape: the needs most exposed are not material. Subsistence has known fixes; mattering does not. The post-work problem is an engineering problem for income — and an architecture problem for everything else.
Every economy prices scarcity. Make cognition nearly free, and value drains out of what machines mass-produce — and floods into what they cannot: the trusted, the accountable, the embodied, the real. Tap any weight to see the evidence.
Each weight carries its evidence: the study, the projection, or the market signal behind its movement. The left pan is deflation by automation; the right pan is the new scarcity stack — where demand, and therefore opportunity, migrates.
"A wealth of information creates a poverty of attention."