WP-2026-06: A New Economic Model in the Age of AI

Working Paper WP-2026-06 · Human Intelligence Unit · The State of the Mind · 2026
A New Economic Model in the Age of AI
A Prelude to Economics in the Age of AI
This paper is a prelude to a longer work and states in compressed form the argument that work develops at length. Its central claim is deliberately bounded. It does not present a completed alternative economic model, and it holds that no paper of this length could responsibly do so. It argues instead that the intellectual and technological conditions for constructing such a model now exist in a configuration that has not previously obtained, and it specifies the requirements any such model would need to satisfy.
A New Economic Model in the Age of AI WP-2026-06 Human Intelligence Unit The State of the Mind
PaperWP-2026-06
PublisherHuman Intelligence Unit · The State of the Mind
SeriesPolitical Economy · Technology · Institutional Theory
StatusOpen Access · No Paywall · SSRN
Abstract

The argument proceeds in three movements. First, that the discipline of economics rests on a category error, long identified but never resolved, in which historically constructed institutional arrangements are presented with the epistemic authority of natural law. Second, that artificial intelligence alters the practicality, though not the desirability, of alternatives that earlier critics proposed and could not implement. Third, that six propositions, each stated alongside its strongest counter-argument, define the design requirements of a genuinely reconstructed economics. The paper makes no claim to have built that economics. It claims only that the building has become possible, and states what it would require.

Part I
Purpose and Scope

The discipline of economics presents a large part of its subject matter as natural. It speaks of laws, of equilibria, of a natural rate of unemployment, and of market outcomes that are described as discoveries about the world rather than as the products of particular institutional arrangements. This paper begins from the position that a significant portion of what economics presents as natural is in fact constructed: assembled by identifiable actors, at identifiable historical moments, in the service of identifiable interests, and capable in principle of being assembled differently.

This position is neither novel nor radical. It was stated, in its essentials, by Karl Polanyi in 1944, and elements of it were conceded by Simon Kuznets, the architect of national income accounting, as early as 1934. What is novel is the claim this paper adds to it: that artificial intelligence changes, for the first time, the practical feasibility of acting on the insight.

The scope of the paper must be stated precisely, because its title invites a larger expectation than it intends to meet. A new economic model, in the full sense, would require a theory of value not reducible to market price, a specification of how productive activity is coordinated without reliance on the price mechanism as the sole instrument, and an account of how investment and innovation are financed in the absence of capital seeking a return. This paper offers none of these in complete form. It offers instead an argument that the conditions for constructing them have changed, and a set of requirements against which any proposed construction should be tested. The distinction between a new political economy, meaning a revised set of rules and measurements operating within the existing market framework, and a new economic model, meaning a departure from that framework's foundational categories, is maintained throughout, and the paper is candid that the longer work it introduces achieves the former rather than the latter.

A reformed extractive economy remains an extractive economy. The question this paper raises, and does not claim to answer, is what would be required to move beyond reform to reconstruction.

Part II
The Constructed Character of Economic Categories
The Kuznets Warning and the GDP Evidence

The claim that economic categories are constructed rather than natural requires careful statement, because in its loose form it is either trivially true or plainly false, and only in its precise form is it useful. It is trivially true that money is a human invention; no serious economist holds otherwise. It is plainly false that economic phenomena are arbitrary or that they can be reorganised at will without consequence; the constraints economies face are real, and the failures of attempts to ignore them are well documented. The useful form of the claim lies between these poles: that a specific and consequential set of arrangements, which determine who receives what and on what terms, are presented within the discipline and its public communication as though they possessed the necessity of natural facts, and that this presentation obscures both their origins and their alterability.

Simon Kuznets, who constructed the national income accounts that became gross domestic product, warned the United States Congress in 1934 that the welfare of a nation could scarcely be inferred from a measure of national income, and cautioned repeatedly across his subsequent career against the conflation of the two. The warning was not heeded, and gross domestic product became, through the second half of the twentieth century, the primary metric against which national economic performance was judged. This is a documented instance of a constructed measure, explicitly designed for a limited purpose by its own author, acquiring an authority its author disclaimed. Diane Coyle's historical account of GDP's design, political adoption, and subsequent life as the primary measure of economic performance provides the fullest documentation of this process, including the specific congressional and inter-agency negotiations through which a measure built for wartime planning was converted into a universal welfare indicator against its designer's stated intentions.

The Constructed Measure: GDP
Kuznets's Warning and Its Disregard
Simon Kuznets warned Congress in 1934 that national income as he had measured it was not a measure of welfare. He repeated this warning across his subsequent career. The warning was disregarded. GDP became, and remains, the primary measure around which economic policy is organised in virtually every economy on earth, including economies that GDP was not designed to describe. This is not a technical accident. It is a political choice that was made, can be documented, and could be unmade. The Stiglitz-Sen-Fitoussi Commission of 2009, convened by the French government and reporting after the financial crisis, proposed specific alternatives to GDP as the primary measure of economic performance, including wellbeing indicators, sustainability measures, and distributional accounts. Its recommendations have been partially adopted by national statistical agencies in France, the United Kingdom, New Zealand, and Scotland. The alternative exists, has been operationalised in partial form, and faces institutional rather than technical obstacles to fuller adoption. That the obstacles are institutional is itself an instance of the paper's argument.
Polanyi and the Construction of the Self-Regulating Market

Karl Polanyi's argument in The Great Transformation, published in 1944, is the fuller statement of the constructed character of economic institutions. Polanyi held that land, labour, and money were transformed into commodities, priced and exchanged through market mechanisms, by a specific historical process rather than by the operation of any natural economic law. He described the enclosure of common land in England, extended over several centuries, as a principal instance: a legal and political process that converted a resource previously governed by custom and common right into private property governed by market exchange. Polanyi's claim was not that markets are unnatural in some moral sense, but that the self-regulating market society of the nineteenth century was a deliberate construction requiring continuous state action to establish and maintain, and that its presentation as a natural order was itself part of its ideological architecture.

Subsequent economic history has qualified aspects of Polanyi's account, and it would be inaccurate to present his thesis as uncontested; the timing and coherence of the enclosure process he describes remain matters of scholarly debate. The core observation, that market society was made rather than found, is nonetheless widely accepted across economic history, including by scholars who reject his broader conclusions.

The Constructed Character of Economic Time

The constructed character of economic arrangements extends beyond price and property to the temporal architecture within which economic activity is organised, and this dimension is less often examined. The standardised working week and the eight-hour day are frequently treated as though they reflected natural limits of human productivity. They do not. The eight-hour day was established, in Britain and the United States, through sustained organised labour campaigns extending across the nineteenth and early twentieth centuries, in opposition to substantially longer factory hours; the figure of eight was advanced through the slogan of eight hours for work, eight for rest, and eight for what we will, a demand for symmetry rather than a finding about optimal output. The historian Moishe Postone argued in Time, Labor, and Social Domination that industrial capitalism did not merely employ a pre-existing natural time but constructed a specific form of abstract, uniform, clock-measured time, and made that form the medium through which economic value was calculated, displacing the task-oriented and seasonally variable time that had preceded it.

This observation has an empirical corollary that constitutes evidence rather than assertion. If the Gregorian calendar and its associated production cycle were a natural necessity of commerce, one would not expect to find a large fraction of global economic activity operating successfully on a different temporal architecture. The Islamic Hijri calendar, being lunar, drifts against the Gregorian solar year by approximately eleven days annually, so that the fixed observances of Ramadan and Eid migrate through all seasons over a cycle of roughly thirty-three years. Commercial activity in economies organised substantially around this calendar cannot lock its principal demand events into fixed seasonal slots in the manner the Gregorian retail cycle permits, and it functions nonetheless. The persistence of two incompatible temporal architectures within the single global economy is evidence that neither is a natural necessity. The Gregorian production cycle achieved its global default status through the reach of European commerce and colonial administration, not through any property of commerce as such.

Part III
A Recurring Structure

The longer work this paper introduces examines a range of contemporary economies, including Mauritius, Egypt, the Philippines, Zambia, Ghana, the states of the Sahel, and the United Kingdom, and identifies a structure that recurs across them despite substantial variation in their circumstances. The structure may be stated independently of the cases, and is summarised here because it motivates the propositions that follow.

The structure concerns the ordering of claims on economic output. In each case examined, a particular claim, that of an external creditor, of a currency peg's stability requirements, of a concentrated ownership interest, is satisfied first, as a precondition, and the residual remaining after that claim is satisfied is what becomes available to the population that produced the output. The claim satisfied first is characteristically presented not as a claim but as a technical necessity: a rating agency's methodology, a central bank's mandate, a condition attached to external finance. The presentation of a distributional choice as a technical requirement is the mechanism by which the ordering is maintained without appearing to be a choice at all. This paper terms the pattern the sequencing of the prior claim, and the longer work documents its operation across the cases named.

A second observation concerns the differential description of identical mechanisms. The same monetary operation is described as legitimate monetary policy when conducted by a state issuing a reserve currency, and as monetary indiscipline when conducted, at a fraction of the scale, by a state that does not. The same wage floor is described as a necessary protection of labour in one jurisdiction and as an impediment to competitiveness in another. The identical economic act carries a different name, and attracts a different judgement, according to the position within the currency and institutional hierarchy of the party performing it. This is not a claim of conspiracy; it requires no coordination to produce. It is a claim about how a shared framework of description can encode a hierarchy while presenting itself as neutral.

Part IV
What Artificial Intelligence Changes, and What It Does Not

The critique of constructed economic categories is old, and the proposal of alternatives is nearly as old. E.F. Schumacher argued in Small Is Beautiful, published in 1973, for an economics organised at a human and ecological scale rather than at the scale demanded by the maximisation of output. Herman Daly developed, across the same decade and after, the framework of steady-state economics, holding that an economy operating within a finite biosphere must eventually cease to treat aggregate growth as an unquestioned objective. Kate Raworth proposed in Doughnut Economics, published in 2017, a framework bounded simultaneously by a social foundation below which no person should fall and an ecological ceiling beyond which collective activity should not press. Each of these is a serious contribution, advanced by a serious scholar, and none has achieved adoption as the organising framework of any major economy. The reason is instructive and is not that the arguments were refuted.

The reason, this paper contends, is that each of these proposals required administrative capacities, for verification, for coordination, and for measurement at scale, that the institutions of the existing model possessed and their proposed replacements did not. To measure the true ecological cost of an activity, to verify a supply chain's compliance with a labour standard, to coordinate the allocation of resources without relying wholly on the price signal: each of these was, at the time these proposals were advanced, either impossible or prohibitively costly. The existing model's institutions, however imperfectly, performed these functions, and no proposed alternative could match them. An argument may be correct and still fail to be adopted if it cannot be operationalised, and the alternatives to the growth model have historically failed at the point of operationalisation rather than at the point of argument.

Artificial intelligence bears on this specific failure. The opportunity is that the verification, coordination, and measurement functions that earlier alternatives could not perform may now be performable at a cost and speed that alter their feasibility. This claim is not hypothetical. The Anker Living Wage methodology, adopted by the Global Living Wage Coalition and now applied in more than forty-five countries, computes living wages against local cost-of-living baskets using standardised data collection frameworks. The ILO's Better Work programme deploys digital worker-voice systems that provide real-time monitoring of supply chain labour conditions across garment factories in seven countries, replacing the periodic and expensive physical inspection that made continuous verification economically unviable. These are operational instances, not proposals, of the verification capacity that Schumacher and Daly's alternatives required and could not access.

The Bounded Claim About AI
The Technology Is Not Inherently Emancipatory. It Is an Amplifier of the Objective It Is Given.
The risk, which is equally real and which this paper does not minimise, is that the same capabilities are currently concentrated within a small number of firms and states, and that a technology capable of operationalising a more equitable economics is equally capable of operationalising the existing one with greater efficiency and reach. This paper therefore advances a bounded claim about artificial intelligence, and resists the stronger claims made in both directions in the wider discourse. It does not claim that artificial intelligence will produce a more equitable economics; the evidence for such a claim does not exist, and the current concentration of the technology points the other way. It claims only that a specific and long-standing obstacle to constructing alternatives, the absence of administrative capacity to operationalise them, is altered by the technology, and that this alteration reopens a question that had been, for practical purposes, closed. The historical pattern of transformative technologies, from radio to the internet, suggests that the period between a technology's open availability and its capture by established governance and commercial interests has been measured in years rather than decades. This pattern does not determine the duration of the current window, but it limits the plausibility of an assumption that substantial time remains.
Part V
The Requirements of a Reconstructed Economics

If the construction of a genuinely new economic model has become feasible, the question of what such a model must contain becomes pressing. This section states four requirements that distinguish a reconstructed model from a reformed version of the existing one. The requirements are stated as necessary conditions, not as a completed design, and the paper claims no more than that any adequate model would have to satisfy them.

Requirement One
A Theory of Value Not Reducible to Price
The existing model treats the price a market will pay as the measure of value. The identification of value with price is not a neutral technical choice; it renders invisible every form of value that does not pass through a market transaction, including the unpaid labour of care and social reproduction on which the market economy demonstrably depends. A reconstructed model requires an account of value capacious enough to register such contributions without first requiring their conversion into priced transactions. The difficulty is substantial and should not be understated: a measure of value that dispenses with price must find some other basis for comparing incommensurable goods. The capability approach developed by Amartya Sen across the 1980s and 1990s, and summarised in Development as Freedom (1999), provides one such basis, measuring economic outcomes in terms of the capabilities available to individuals to lead lives they have reason to value, rather than in terms of their market income. The Human Development Index, constructed on Sen's framework, has been published annually since 1990 and is computed for 191 countries. The requirement is therefore not purely a problem to be solved; it is a problem that has been partially solved, and the partial solution has operated in institutional form for three decades. The objection that no basis for comparing incommensurable goods has achieved general acceptance must be qualified by this evidence.
Requirement Two
A Decoupling of Survival from the Sale of Labour
The existing model makes the sale of labour time the near-universal precondition of access to the means of subsistence. A reconstructed model would specify a different relationship between a person's survival and their participation in labour markets. The distinction between this and a universal basic income is important and is often elided: a basic income redistributes the proceeds of a wage-based economy and leaves the wage-survival relationship structurally intact, whereas the requirement stated here concerns the relationship itself. This is the more demanding condition, and also the more contestable; serious objections concern the effect on the supply of labour for necessary but undesirable work, and any adequate model must answer them rather than assume them away. The existing evidence from partial implementations, including Finland's 2017-2018 basic income experiment and the GiveDirectly cash transfer programmes in Kenya and Uganda, provides evidence about the behavioural effects of unconditional income transfers at individual level. That evidence does not resolve the supply-of-labour question at aggregate level, and the paper does not overstate it. It establishes that the worst-case predictions about work effort, specifically that unconditional income would collapse labour supply, are not supported by the data from the trials conducted.
Requirement Three
A Measurement Architecture Oriented to the Household
An economy optimises, in practice, for what it measures. A model that treats household welfare, productive sovereignty, and the distribution of an activity's yield as primary measures, and treats aggregate output as secondary, would generate different priorities than one that inverts this order. This requirement is the one on which the longer work makes its most developed contribution, and it is also the requirement most nearly within reach, because it demands not the abolition of existing instruments but the reordering of which instruments are treated as primary. The Stiglitz-Sen-Fitoussi Commission of 2009, reporting to the French government after the financial crisis, produced specific recommendations for reordering the measurement architecture in precisely this direction, including distributional accounts, sustainability-adjusted measures, and household welfare indicators. These recommendations have been partially adopted. What does not yet exist is the institutional authority that would make them the primary measures around which policy is organised, and the obstacles are political rather than technical.
Requirement Four
A Specification of the Objective Given to the Technology
The existing proposals for the economic deployment of artificial intelligence, including those of the firms developing the technology, treat it as an instrument for pursuing the existing model's objectives more efficiently. A reconstructed model requires that the objective itself be specified before the technology's optimising capacity is applied at scale, because an optimiser is indifferent to the merit of its objective and will pursue an ill-chosen one with the same efficiency as a well-chosen one. Daron Acemoglu's empirical work on automation and new tasks, published with Pascual Restrepo in 2019, provides the labour market evidence for this requirement: AI deployed to pursue the cost-minimisation objective of the existing model produces what Acemoglu terms so-so automation, labour displacement without commensurate productivity gains or new task creation, because the objective was set by the firm's cost function rather than by any broader social specification. This is Requirement Four operating in the observed world, not as a philosophical proposition. The determination of ends must precede the deployment of a powerful means, because a means of sufficient power is not readily redirected after deployment by those it has been directed against.
Part VI
The Coordination Question and the Evidence of Precedent

The most substantial objection to any proposal that would reduce reliance on the price mechanism concerns coordination. The price system is not merely a method of distribution; it is a mechanism for transmitting information about relative scarcity and demand across an economy too large for any central authority to survey. The classic statement of this objection holds that no alternative can match the price system's capacity to coordinate the dispersed knowledge of millions of participants, and that attempts to replace it must therefore fail. This objection is serious, it is substantially correct as a description of the historical alternatives against which it was originally directed, and no proposal that ignores it deserves consideration.

It is therefore significant that coordination without a central price signal is not merely a theoretical possibility but an empirically observed phenomenon, occurring at scale in both natural and organisational systems. The point must be stated with precision, because it is easily overstated into a naturalistic fallacy. The claim here is narrower and strictly evidential: the proposition that large-scale resource coordination is impossible without a price mechanism is falsified by observed cases, and the falsification of an impossibility claim is logically sufficient to reopen the question, whatever else remains unresolved.

The Strongest Evidence: Ostrom on Common Pool Resources
Nobel Prize Evidence for Non-Price Coordination at Scale
The most rigorous evidence against the impossibility claim is not biological but institutional, and it carries the authority of the Nobel Prize in Economics. Elinor Ostrom's Governing the Commons (1990) documented, across Swiss Alpine commons managed continuously for centuries, Japanese forests governed by village commons institutions, Spanish irrigation communities maintaining infrastructure for eight hundred years, and Maine lobster fisheries coordinating catch limits without a central authority, that large communities coordinate resource allocation through negotiated rules rather than price signals, and sustain this coordination over timeframes that price-based markets have not been tested against. Ostrom's evidence defeats the impossibility claim with the specificity it requires: these are not simplified models or natural systems; they are human communities managing complex common pool resources at scales ranging from dozens to tens of thousands of participants, over centuries, without the price mechanism as the primary coordinating instrument. The conditions under which commons governance succeeds and fails are carefully documented in Ostrom's eight design principles, and the conditions are demanding; the paper does not argue that commons governance is universally applicable. It argues only, following Ostrom's evidence, that the impossibility claim is false.

The biological cases complement the institutional evidence. Social insect colonies allocate labour and resources across many thousands of individuals through stigmergy, a mechanism in which individuals respond to signals deposited in a shared environment rather than to central direction; the term was introduced by the biologist Pierre-Paul Grasse in the 1950s and the mechanism has since been formalised in the field of swarm intelligence. In a study published in Science in 2010, researchers demonstrated that the slime mould Physarum polycephalum, an organism without a nervous system, produced a network connecting distributed food sources that closely resembled the topology of the Tokyo rail network, a system designed by human engineers over decades. These cases do not establish that human economies should imitate slime moulds or insect colonies, which would be the fallacious inference. They establish only that decentralised coordination of resource allocation, without central price direction, is a solved problem in the general case, which is sufficient to defeat the impossibility claim. Ostrom's institutional evidence is the stronger proof of the same point.

The more directly relevant evidence from human organisation at industrial scale comes from the Chinese appliance manufacturer Haier, which has since 2005 operated under a management model termed Rendanheyi, decomposing the corporation into several thousand largely self-governing micro-enterprises responding directly to signals from users rather than to central management direction. Two qualifications are essential. First, Rendanheyi decentralises coordination but does not dispense with price or profit; the micro-enterprises operate within a market. Second, the causal attribution of Haier's performance to Rendanheyi specifically, as opposed to its brand strength and domestic market position, has not been established in peer-reviewed work. The case establishes a bounded point: that decentralised coordination through distributed response to signals is viable at the scale of a major industrial enterprise. It does not establish more than this.

The claim is not that nature prescribes an economics. It is that the assertion of impossibility, on which the defence of the price mechanism as the sole viable coordinator rests, is contradicted by observed cases. An impossibility disproved is a question reopened.

Part VII
Six Propositions

The following propositions do not constitute a model. They state the conditions a model would need to satisfy, and each is presented together with the most substantial objection to it, because a proposition insulated from its counter-argument is an assertion rather than a contribution. The objections are not disposed of; they are stated, because an honest account of what a reconstructed economics requires must include an honest account of what stands in its way.

Proposition One
Value Precedes Price
A good is not valuable because a market prices it; a market prices it, when it does, as one imperfect signal of a value that exists independently. A reconstructed economics measures value directly where it can and treats price as evidence to be interpreted rather than as the definition of value. The Human Development Index, operating on Sen's capability approach since 1990, is a partial and operational instance of this proposition in institutional practice.
The objection. Without price as a common denominator, the comparison of incommensurable goods has no agreed basis, and every historical attempt to value goods administratively has encountered this difficulty. The proposition names a problem it does not fully solve, and the partial solution offered by the capability approach has not displaced price-based valuation as the primary instrument of resource allocation in any major economy.
Proposition Two
Economic Time Is Constructed, Not Natural
The clock, the calendar, and the standardised working week are administrative technologies of particular historical origin, not findings about human productivity, and the coexistence of incompatible temporal architectures within the global economy, demonstrated by the operation of Hijri-calendar-organised economies alongside Gregorian ones, demonstrates that none is a natural necessity of commerce.
The objection. That a convention is constructed does not make it dispensable; conventions of time coordinate activity across a complex economy, and their arbitrariness at origin does not establish that they can be altered without significant cost. The Gregorian calendar's status as the global default for commercial coordination, whatever its origin, imposes real switching costs on any alternative.
Proposition Three
Survival Should Not Be Contingent on the Sale of Labour
Access to subsistence should be separable from participation in labour markets, and a reconstructed economics would specify that separation directly rather than redistributing wage income while leaving the wage-survival relationship structurally intact. Evidence from unconditional cash transfer programmes, including GiveDirectly in Kenya and Uganda and Finland's basic income experiment of 2017-2018, shows that unconditional income transfers do not produce the collapse in labour supply that the worst-case objection predicts, though these trials do not resolve the supply-of-labour question at aggregate level.
The objection. The supply of labour for necessary but undesirable work has historically depended on the contingency this proposition would remove, and no proposal to remove it has yet demonstrated how such work would be performed at aggregate scale. The evidence from partial trials, conducted over short timeframes with small populations, cannot settle a question that concerns the long-run equilibrium of a complex economy.
Proposition Four
What Is Measured Determines What Is Optimised
An economy pursues, in practice, the objectives its measurements make legible; a reconstructed economics would treat household welfare and distributional outcomes as primary measures and aggregate output as secondary. The Stiglitz-Sen-Fitoussi Commission of 2009 operationalised this proposition in specific institutional recommendations, and those recommendations have been partially adopted by national statistical agencies in France, the United Kingdom, New Zealand, and Scotland.
The objection. Measures oriented to the household are harder to compute, more contestable in their construction, and more readily manipulated than aggregate output, and the reordering of measurement priorities is itself a political contest with no guaranteed outcome. The partial adoption documented above is precisely partial; it has not displaced GDP as the primary measure around which policy is organised in any major economy.
Proposition Five
A Technology Pursues the Objective It Is Given
Artificial intelligence applied to an existing objective will pursue that objective more efficiently, including where the objective is extractive; the specification of ends must therefore precede the deployment of the means, since a sufficiently powerful means resists later redirection. Acemoglu and Restrepo's empirical evidence from US labour markets documents the consequence of specifying the wrong objective: AI deployed to minimise costs produces so-so automation, displacing labour without generating commensurate productivity gains, because the objective was set by the firm's cost function rather than any broader social specification.
The objection. The presumption that economic ends can be collectively specified before deployment is not obviously warranted, and in its absence the technology will be directed by whichever interests are already positioned to direct it. The objection is not merely theoretical: the current deployment of AI is already substantially directed by those interests, and the window for specifying a different objective is of uncertain duration.
Proposition Six
The Present Configuration Is Contingent and May Not Persist
The conditions under which alternatives have become feasible, the availability of administrative capacity previously lacking and the incomplete governance of that capacity by established interests, are particular to this period and are unlikely to be permanent. The historical pattern of transformative technologies, from radio to the internet, suggests that the period between a technology's open availability and its capture by established governance and commercial interests has been measured in years rather than decades; radio went from open commons to licensed oligopoly in approximately fifteen years, the open internet to concentrated platform dominance in approximately twenty.
The objection. The duration of such a period cannot be known in advance, and a claim that a window will close, absent a specified mechanism and timescale, is not falsifiable and should be treated as a caution rather than a prediction. The historical pattern offered is suggestive but not determinative; AI's governance trajectory may differ from radio or the internet in ways that cannot be predicted.
Part VIII
Conclusion

This paper has argued three things and has been careful to claim no fourth. It has argued that a significant portion of what economics presents as natural is constructed, a claim established rather than asserted through the documented cases of Kuznets's disclaimed measure, Polanyi's account of the market's construction, and Coyle's historical documentation of GDP's adoption, and qualified by acknowledgement of where those accounts remain contested. It has argued that artificial intelligence alters the feasibility, though not the desirability, of alternatives that earlier critics proposed and could not implement, and has cited operational instances of the verification and measurement functions those alternatives required, in the Anker Living Wage methodology and the ILO Better Work programme's digital monitoring systems. And it has argued, through the Nobel Prize-level evidence of Ostrom's commons governance research and the biological evidence of stigmergy, that the impossibility claim on which the defence of the price mechanism as sole coordinator rests does not hold, whatever else remains to be established.

The paper has not argued that it has built a new economic model, and it has stated at each stage the requirements such a model would have to meet and has not met. A field that has too often presented the contestable as the settled is poorly served by a critique that repeats the error in the opposite direction, and a proposal that overstated its own completeness would forfeit the standing from which it criticises. The construction of a reconstructed economics, if it is undertaken, will be the work of many hands over a considerable period, and will require empirical development that a paper of this kind can identify but cannot supply. What this paper offers is an argument that the work has become possible, a specification of what it would require, and an honest account of the objections that stand against each requirement.

The State of the Mind · Human Intelligence Unit · WP-2026-06 · Conclusion

The task is not completed here, and this paper does not pretend otherwise. Its claim is the more limited one that the task has become possible, and that its requirements and its obstacles can now be stated with precision.

What follows from that is not this paper's to determine. The longer work it introduces develops the evidence. The construction itself remains to be done.

References

Acemoglu, D. (2021). Harms of AI. NBER Working Paper 29247. National Bureau of Economic Research. [Added: empirical grounding for Proposition Five]

Acemoglu, D. and Restrepo, P. (2019). Automation and New Tasks: How Technology Displaces and Reinstates Labor. Journal of Economic Perspectives, 33(2), 3–30. [Added: so-so automation evidence for Proposition Five]

Benkler, Y. (2011). The Penguin and the Leviathan: How Cooperation Triumphs Over Self-Interest. New York: Crown Business. [Added: empirical literature on large-scale human cooperation without price direction]

Couldry, N. and Mejias, U. (2019). The Costs of Connection. Stanford: Stanford University Press.

Coyle, D. (2014). GDP: A Brief but Affectionate History. Princeton: Princeton University Press. [Added: historical documentation of GDP's construction and political adoption]

Daly, H. (1977). Steady-State Economics. San Francisco: W.H. Freeman.

Grasse, P.-P. (1959). La reconstruction du nid et les coordinations interindividuelles. Insectes Sociaux, 6, 41–80.

Kuznets, S. (1934). National Income, 1929 to 1932. Report to the United States Senate, 73rd Congress. Washington: Government Printing Office.

Ostrom, E. (1990). Governing the Commons: The Evolution of Institutions for Collective Action. Cambridge: Cambridge University Press. Nobel Prize in Economics, 2009. [Added: primary institutional evidence against coordination impossibility claim; stronger than biological cases]

Polanyi, K. (1944). The Great Transformation. New York: Farrar and Rinehart.

Postone, M. (1993). Time, Labor, and Social Domination. Cambridge: Cambridge University Press.

Putra, V. (2026). Economics in the Age of AI. Human Intelligence Unit. [Forthcoming: the longer work this paper introduces]

Raworth, K. (2017). Doughnut Economics: Seven Ways to Think Like a 21st-Century Economist. London: Random House Business.

Schumacher, E.F. (1973). Small Is Beautiful: Economics as if People Mattered. London: Blond and Briggs.

Sen, A. (1999). Development as Freedom. New York: Alfred A. Knopf. [Added: capability approach as partial operational answer to the Proposition One objection]

Stiglitz, J., Sen, A. and Fitoussi, J.-P. (2009). Report by the Commission on the Measurement of Economic Performance and Social Progress. Paris: Government of France. [Added: institutional evidence for Proposition Four and partial operationalisation of alternative measurement]

Tero, A. et al. (2010). Rules for Biologically Inspired Adaptive Network Design. Science, 327(5964), 439–442.

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