intelligence-radar/digests/topics/2026-09-14-1414_IntelligentEconomics_AgencyParticipationCapital_ResearchProgram.md

title	short_title	date	version	project	related	document_type	status	tags
Intelligent Economics — Agency, Participation & Capital Formation under AI Abundance	IE Participation Research Program	2026-09-14T14:14:00+02:00	0.1	intelligence-radar intelligent-economics ie.ii.inc	coulomb abundance-economy	research-program	initial	transformative-ai post-labour-economics participation agency consumer-equity capital-formation wealth-distribution demand resilience abundance

Intelligent Economics — Agency, Participation & Capital Formation under AI Abundance

Version: 0.1
Timestamp: 2026-09-14 14:14 CEST
Context: intelligence-radar × ie.ii.inc × Coulomb / AbundanceEconomy

0. Research intent

This research programme investigates how economic participation can remain agentic, motivating, resilient and demand-generating if artificial intelligence increasingly decouples productivity from human labour.

The starting problem is not merely unemployment.

It is the possibility that the economic system loses one of its central feedback mechanisms:

human labour → wages → household purchasing power → demand → enterprise revenue → investment → employment

while production increasingly shifts toward:

capital + energy + compute + machine intelligence → scalable production

If labour becomes less necessary as a production input while wages remain the dominant mechanism through which individuals obtain claims on production, then productivity growth can become progressively disconnected from broad purchasing power, capital formation and economic agency.

The programme therefore asks:

How can individuals retain effective participation in economic production, ownership, demand formation and adaptation when human labour is no longer the principal scarce input to production?

The goal is not to preserve every existing job, income level, role or social status.

The goal is to design economic control loops in which technological shocks remain non-destructive, individuals retain meaningful agency and paths to re-engagement, and consumers participate in the upside created by the scalable productive systems they help select, validate and sustain.

1. Core distinction: participation resilience, not status preservation

Earlier framing around "social participation" can be misunderstood as an attempt to guarantee existing status.

That is explicitly not the objective.

Status, income, profession, organizational role and relative position may legitimately change. Economic dynamism requires such movement.

The relevant design objective is instead:

Participation resilience

A transition is resilient when an individual can absorb a substantial economic or professional setback without the setback becoming unnecessarily destructive to the person's future capacity to act.

A resilient transition should seek to protect:

• basic material continuity;
• physical and psychological safety;
• important family and peer relationships;
• reasonable financial solvency;
• access to learning;
• room for experimentation;
• the ability to make consequential choices;
• the ability to re-enter economic activity with accumulated learning and experience.

It does not promise:

• preservation of job title;
• preservation of previous income;
• preservation of social rank;
• protection from competition;
• protection from the consequences of repeated irresponsible behaviour;
• equality of outcomes.

The desired cultural model resembles the best parts of agile, DevOps and SRE learning culture:

high psychological safety + high responsibility + rapid learning + forward orientation

Failure is not automatically moralized or punished, but neither is it ignored.

The important questions become:

1. What happened?
2. What information and incentives shaped the decision?
3. What can be learned?
4. What responsibility remains with the individual or institution?
5. What should change in the system?
6. What becomes the next experiment?

The objective is a culture of recoverable error and cumulative learning, not a culture of guaranteed success.

2. Individual primacy

Policy analysis often uses phrases such as:

• "society provides";
• "society owns";
• "society decides";
• "society should receive the return".

Such abstractions may be useful in bird's-eye macroeconomic analysis, but they are dangerous when translated directly into policy mechanisms.

"Society" is not a person.

Aggregation can hide incompatible individual needs, coercive redistribution, principal-agent problems, political capture, bureaucratic self-interest, weak feedback from actual preferences, concentration of decision power, and loss of individual responsibility and agency.

Therefore this programme adopts the following policy-design constraint:

Whenever possible, economic claims, choices, rights, incentives and ownership should be attached to identifiable individuals or voluntarily constituted organizations rather than to an abstract collective actor.

Public institutions may define rules, enforce rights, prevent fraud, tax, provide matching incentives, finance transition mechanisms and maintain competitive markets; but policy design should remain explicit about which individual receives which right, claim, obligation or option and why.

Macro language may aggregate outcomes.

Microeconomic mechanisms must remain legible at the level of the person.

3. Consumers as productive participants in abundance markets

Traditional production-centred economics can make the consumer look passive:

firms produce → consumers consume

In a high-productivity abundance economy this misses an increasingly important function.

When production is highly scalable, the scarce resource may shift away from the ability to produce and toward:

• knowing what should be produced;
• discovering real preferences;
• earning attention;
• establishing trust;
• identifying meaningful problems;
• selecting among abundance;
• providing feedback;
• validating product-market fit;
• sustaining a useful provider over time.

Consumers therefore provide more than payment.

They provide selection pressure and information.

An early customer who takes a chance on a new product, spends scarce attention learning it, gives feedback, tolerates imperfections, recommends it, remains loyal and supplies recurring demand can materially contribute to the firm's ability to learn and scale.

In CoulombEconomy terms, this is compatible with the idea that attention is a primary scarce resource and that value-relevant investment can include usage, action, knowledge and promotion—not only money.

This programme therefore investigates the proposition:

Long-term consumer participation can be treated as a form of capital-contributing economic participation and can justify an individual claim on some of the scalability upside it helps create.

This is not a claim that every purchase automatically deserves corporate control.

It is a hypothesis about a potentially useful new ownership and incentive loop.

4. Proposed alternative control loop

4.1 Current mass-participation loop

human capability
      ↓
    labour
      ↓
     wage
      ↓
purchasing power
      ↓
    demand
      ↓
firm revenue / profit
      ↓
investment + employment
      ↺

4.2 AI-abundance failure mode

capital + compute + energy + machine intelligence
                    ↓
             scalable production
                    ↓
            revenue + capital return
                    ↓
              asset ownership

If asset ownership is concentrated while wage participation declines, the traditional mass-distribution loop weakens.

4.3 Candidate participation-capital loop

consumer need / attention / demand / feedback / loyalty
                          ↓
                    firm learning
                          ↓
                    firm scaling
                          ↓
                productive surplus
                          ↓
              consumer capital claim
                          ↓
          individual wealth / capital income
                          ↓
        purchasing power + investment capacity
                          ↓
          future need expression / demand
                          ↺

This creates a second participation loop alongside labour.

The systems hypothesis is:

If scalable production needs consumers in order to discover, select and sustain useful output, some of the scalability return can flow back into consumer-owned capital.

5. Working concept: Consumer Capital Participation

The programme introduces Consumer Capital Participation (CCP) as a neutral umbrella term.

CCP means:

mechanisms through which an individual's sustained economic relationship with a provider generates an ownership claim, capital asset, profit claim or other compounding productive right rather than only discounts, points or immediate consumption rewards.

Possible implementations include:

• direct company shares;
• fractional shares;
• non-voting economic shares;
• warrants;
• profit-participation rights;
• customer-owned mutual structures;
• cooperative patronage equity;
• diversified participation funds;
• portable individual capital accounts;
• deferred equity credits;
• customer royalty rights.

The programme must not assume that direct common equity is always the optimal instrument.

6. Working mechanism: Customer-Earned Equity

A particularly important mechanism to research is Customer-Earned Equity (CEE).

Definition

Customer-Earned Equity is an ownership or capital claim that an individual accumulates through a durable commercial relationship with a firm.

Possible accrual variables:

• qualifying purchases;
• relationship duration;
• early-adopter status;
• recurring usage;
• verified product feedback;
• referrals;
• contribution to product improvement;
• participation in testing;
• voluntarily contributed knowledge or content.

Important constraint

Engagement must not become a pretext for surveillance.

The programme should prefer explicit participation, transparent accrual rules, data minimization, privacy-preserving measurement and customer control over optional contributions.

The consumer should understand:

what action generated what economic claim.

7. Progressive capital formation

A pure spend-linked model has an obvious defect:

people with more money can spend more and therefore accumulate more equity.

That can reproduce rather than reduce capital inequality.

The programme therefore investigates progressive matching mechanisms.

Possible tools:

• tax exemption for qualifying customer-earned equity;
• refundable tax credits;
• progressive matching contributions;
• higher matching rates for lower-income or lower-wealth individuals;
• annual matching caps;
• long holding-period incentives;
• portable personal capital accounts.

Illustrative design:

Company-earned CEE:        €100
Income-sensitive match:    +€200
Individual capital formed: €300

A higher-income participant might receive:

Company-earned CEE:        €100
Match:                     +€25
Individual capital formed: €125

The purpose is not charity. It is to amplify individual capital formation where the ability to self-capitalize is weakest.

This creates a different structure from a pure consumption transfer:

participation → ownership → compounding → optionality

rather than:

eligibility → payment → consumption

Whether this actually produces better agency, motivation and long-term outcomes is an empirical question.

8. UBI as comparator, not straw man

A key hypothesis motivating this programme is:

A transfer system that primarily makes individuals recipients may generate less durable agency than a system that helps individuals accumulate productive capital through participation.

However, this must not be treated as established fact.

Existing basic-income evidence does not support a simplistic claim that unconditional income necessarily destroys psychological agency. Finland's 2017–2018 basic-income experiment reported better subjective well-being, lower mental strain, greater confidence in the future, greater trust and a stronger reported sense of ability to influence one's own life, while aggregate employment effects were relatively small.

The programme must therefore compare mechanisms empirically rather than ideologically.

Candidate comparison classes:

1. conditional welfare;
2. unconditional cash;
3. negative income tax;
4. wage subsidy;
5. transition insurance;
6. individual capital endowment;
7. customer-earned equity;
8. matched customer-earned equity;
9. diversified participation capital;
10. combinations of income floor + capital formation.

The central question is:

Which mechanism best preserves short-term safety while increasing long-term agency, ownership, experimentation and productive participation?

The optimal architecture may contain both a minimal non-destructive income floor and a much stronger capital-participation mechanism.

9. Transition culture: from failure protection to recoverable experimentation

Economic transition policy often carries one of two implicit cultural models:

Punitive model

failure → blame → benefit conditionality → pressure → forced re-entry

Passive-protection model

failure → compensation → preservation → dependency risk

This programme investigates a third model:

Adaptive-resilience model

shock / failure
      ↓
stabilize destructive consequences
      ↓
understand what happened
      ↓
retain responsibility
      ↓
capture learning
      ↓
restore optionality
      ↓
experiment / retrain / build / invest
      ↓
re-engage

The analogy is a high-quality engineering incident process: stop the damage, do not hide failure, do not reduce analysis to blame, identify causes, learn, improve the system, try again.

10. Normative design principles

1. Individual legibility — state clearly what right, obligation, asset or choice is attached to the individual.
2. Agency over dependency — where protection is comparable, prefer mechanisms that expand future choice and ownership.
3. Non-destructive downside — economic failure should be survivable enough to permit learning and re-engagement.
4. No guaranteed status — do not freeze occupations, relative rank or obsolete arrangements.
5. Responsibility without blame culture — maintain accountability while designing for learning rather than humiliation.
6. Capital participation — where machine productivity substitutes for labour income, broaden access to productive capital rather than relying solely on ex-post redistribution.
7. Consumer contribution matters — demand, adoption, attention, feedback and loyalty may be economically valuable contributions.
8. No seizure requirement — broader ownership should be built through new claims, voluntary structures, incentives and capital formation rather than assuming confiscation of existing ownership.
9. Preserve market feedback — strengthen rather than suppress consumers' ability to express differentiated preferences.
10. Privacy-preserving participation — consumer contribution should not require surveillance as the price of ownership.
11. Pluralism — individuals may choose different mixes of consumption, ownership, risk, work, learning and entrepreneurship.
12. Falsifiability — preferred mechanisms must be compared with alternatives and revised when evidence contradicts them.

11. Central research hypotheses

H1 — Productivity–labour decoupling

As machine intelligence becomes cheaper and more capable, productivity growth can increasingly decouple from human labour demand and labour compensation.

H2 — Demand-distribution instability

If AI-generated productivity gains accrue primarily to concentrated capital ownership, household purchasing power and aggregate demand can lag productive capacity.

H3 — Consumer signal scarcity

As production becomes more scalable, reliable information about what people actually want becomes relatively more valuable.

H4 — Consumer capital can close part of the participation loop

Allocating a portion of scalability returns to long-term customers can convert consumption relationships into capital accumulation and strengthen household participation in productivity growth.

H5 — Ownership + agency may outperform transfer-only architectures

At comparable fiscal cost, mechanisms that create individually owned productive assets may produce stronger long-term agency, net worth, optionality, entrepreneurship, investment literacy and resilience than mechanisms based only on current cash transfers.

This must be tested rather than assumed.

H6 — Progressive matching can counter regressive spend effects

Income- or wealth-sensitive matching can allow customer-earned capital to accumulate faster for lower-capital households without eliminating the connection to voluntary market participation.

H7 — Participation rights improve the productive value of ownership

Ownership effects will be stronger when individuals can understand the asset, give feedback, exercise some choice, influence relevant decisions and leave or diversify.

H8 — Resilient transitions improve re-engagement

Support that protects individuals from destructive cascading effects while maintaining responsibility, learning and experimentation will produce better re-engagement than either punitive conditionality or passive indefinite protection.

12. Research workstreams

WS0 — Concept Canon

Define intelligence abundance, participation, participation resilience, agency, economic agency, capital participation, consumer contribution, customer-earned equity, productive claim, transition buffer, destructive transition, re-engagement, demand signal and abundance market.

Deliverable: IntelligentEconomicsConceptCanon.md

WS1 — AI Economic Substitution Frontier

Track cost per human-equivalent task, benchmark-to-workplace transfer, autonomous task horizon, agent reliability, inference cost, AI capex/payroll, output/employee, junior hiring, occupation-level employment, wage compression and hours worked.

Deliverable: EconomicSubstitutionFrontier.md

WS2 — Productivity, Distribution and Demand

Model what happens when labour share falls, capital share rises, AI rents concentrate, prices fall, output rises and household purchasing power changes.

Deliverable: AIDemandDistributionModel.md

WS3 — Psychology of Agency and Economic Transition

Compare UBI, conditional welfare, transition insurance, ownership, matched savings, capital accounts and customer equity on perceived agency, self-efficacy, future orientation, experimentation, risk tolerance, financial stress, entrepreneurship and re-engagement.

Deliverable: AgencyAndTransitionEvidenceReview.md

WS4 — Consumer Capital Participation Mechanisms

Catalog Customer-Earned Equity, loyalty-to-equity conversion, patronage equity, profit participation, customer warrants, mutual ownership, participation funds, portable capital accounts, tenure-weighted equity, early-adopter equity and contribution models.

Deliverable: ConsumerCapitalMechanismCatalog.md

WS5 — Progressive Capital Formation

Research refundable tax credits, tax-free customer equity, progressive matching, individual capital accounts, matching caps, holding-period incentives, default diversification and anti-gaming limits.

Deliverable: ProgressiveCapitalFormationDesign.md

WS6 — Firm Economics

Compare cashback, points, discounts and customer equity across dilution, cost of capital, acquisition, retention, churn, lifetime value, referral effects, price sensitivity, governance burden, accounting and investor reaction.

Deliverable: CustomerEquityFirmEconomics.md

WS7 — Legal, Tax and Regulatory Feasibility

Primary jurisdiction: Germany and the European Union.

Research securities law, prospectus requirements, fractional ownership, tax treatment, consumer protection, shareholder rights, custody, AML/KYC, corporate law, competition law, data protection, accounting and state-aid rules.

Deliverable: EUCustomerCapitalLegalMap.md

WS8 — Risk and Failure Modes

Study consumption privilege, loyalty lock-in, undiversified risk, manipulative engagement, surveillance capitalism, equity theatre, securities complexity, incumbency reinforcement, gaming, political capture, investor conflict and false agency.

Deliverable: ParticipationCapitalFailureModes.md

WS9 — Simulation and Mechanism Design

Build household, firm and macro/agent-based models.

Compare:

• S0 Baseline wage capitalism
• S1 High AI productivity + concentrated ownership
• S2 UBI stabilization
• S3 Negative income tax
• S4 Universal capital endowment
• S5 Customer-Earned Equity
• S6 Progressive matched CEE
• S7 CEE + minimal transition floor
• S8 Diversified consumer participation fund
• S9 Hybrid labour + consumer + capital participation

Deliverable: ParticipationEconomySimulation.md

WS10 — Coulomb Experimental Surface

Use Coulomb as a small-scale experimental environment for real rights and understandable incentives based on usage, attention, contribution, promotion, knowledge, curation and successful demand signals.

The objective is not a speculative token economy.

Deliverable: CoulombParticipationEconomyExperiments.md

13. Candidate mechanism architecture

Individual Participation Capital Account — IPCA

A portable account controlled by the individual and capable of holding qualifying participation assets.

Possible inflows:

customer-earned equity
+ employer equity
+ entrepreneurial equity
+ voluntary savings
+ progressive tax match
+ qualified learning / transition incentives
= individual participation capital

Desired properties:

• personally owned;
• portable;
• transparent;
• diversified by default;
• individual portfolio choice;
• not conditional on continuous employment;
• not controlled by an employer;
• not tied to a single welfare bureaucracy.

14. Candidate transition architecture

Adaptive Transition Buffer — ATB

The ATB is not intended to preserve status.

Its purpose is to prevent a shock from destroying the person's ability to re-engage.

Possible functions:

• short-term income continuity;
• debt-payment stabilization;
• health and housing continuity;
• learning budget;
• experimentation budget;
• capital-account continuity;
• coaching / information;
• peer learning;
• time-limited runway.

Success metric:

Did the individual regain a sustainable path with more information, useful learning and preserved agency?

15. Measurement framework

Individual layer

• net worth;
• liquid buffer;
• productive capital owned;
• income diversity;
• perceived agency;
• ability to influence outcomes;
• learning activity;
• experimentation;
• entrepreneurship;
• re-engagement latency;
• financial distress;
• destructive debt;
• relationship disruption.

Firm layer

• retention;
• referrals;
• feedback quality;
• customer acquisition cost;
• lifetime value;
• dilution;
• profitability;
• innovation rate;
• early-customer survival;
• participation concentration.

Market layer

• market entry;
• switching;
• concentration;
• customer mobility;
• price competition;
• product variety;
• demand signal quality.

Macro layer

• labour share;
• capital share;
• household capital ownership;
• wealth distribution;
• median consumption capacity;
• productivity;
• output;
• investment;
• aggregate demand;
• savings;
• fiscal cost;
• AI rents;
• ownership concentration.

16. Evidence standard

• E0 — intuition: plausible conceptual argument.
• E1 — historical analogue: comparable mechanism existed.
• E2 — observational evidence: correlations in real-world systems.
• E3 — quasi-experimental evidence: credible causal inference.
• E4 — randomized evidence: direct experimental comparison.
• E5 — replicated / cross-context evidence: multiple high-quality studies.
• E6 — operational proof: mechanism works at economically meaningful scale.

Every major claim should carry an evidence level, confidence, known counter-evidence and unresolved assumptions.

17. Existing evidence and analogues to investigate

Basic income

The Finnish experiment is important counter-evidence against a simplistic "cash destroys agency" hypothesis. It reported improved well-being, confidence and perceived influence, with limited aggregate employment effects.

• https://tietotarjotin.fi/en/information-package/158070/basic-income-experiment
• https://valtioneuvosto.fi/en/-/1271139/perustulokokeilun-tulokset-tyollisyysvaikutukset-vahaisia-toimeentulo-ja-psyykkinen-terveys-koettiin-paremmaksi

Wealth-building accounts / baby bonds

These provide precedents for individual accounts, progressive contribution and long-term compounding, but generally do not connect ownership accumulation to ongoing market participation.

• https://www.urban.org/research/publication/how-wealth-building-accounts-can-help-families-access-capital-markets
• https://www.urban.org/research/publication/modeling-impact-federal-baby-bonds-program

Employee ownership / shared capitalism

Research suggests broad ownership can increase employee wealth and that ownership often works better when combined with participation, training and supportive work practices.

• https://www.nber.org/papers/w14233
• https://www.nber.org/papers/w14230
• https://www.nber.org/papers/w14272
• https://www.nber.org/papers/w14830

Consumer ownership

Relevant precedents include consumer cooperatives, mutual insurers, customer-owned financial institutions, patronage dividends and historical customer stock ownership.

• https://www.cambridge.org/core/journals/enterprise-and-society/article/abs/customer-stock-ownership-as-monopoly-utility-political-strategy-in-the-1910s-and-1920s/C2D265927ACFBDDBE98FFA608707B291
• https://academic.oup.com/edited-volume/34640/chapter/295148713

Agile / SRE learning culture

The desired transition culture has strong analogues in engineering.

• https://sre.google/workbook/postmortem-culture/
• https://agilealliance.org/resources/experience-reports/cultivating-psychological-safety-in-agile-teams/

18. Important conceptual tests

1. Is consumption actually contribution? Under what circumstances does consumer participation create incremental enterprise value that justifies a capital claim?
2. Why equity rather than lower prices? Lower prices improve current consumption; ownership may create a durable claim on future productivity and compounding.
3. Does customer equity distort competition? Will customers irrationally remain with poor providers?
4. Can the mechanism be progressive without becoming bureaucratic?
5. Is direct company exposure too risky? Test immediate diversification, sector pools and capped direct equity.
6. Does ownership create agency? A tiny fractional holding may be economically and psychologically irrelevant.
7. Is agency the correct objective? Identify where security, simplicity or risk reduction should dominate.

19. Relationship to CoulombEconomy

The programme is closely aligned with the existing CoulombEconomy direction:

• attention is a primary scarce resource;
• money, compute, reputation and knowledge can be derivative resources;
• investment can include action, content, money, usage, promotion and knowledge;
• decisions are first-class economic objects;
• ownership need not be seized in order to counter concentration;
• each Coulomb space can function as an economic experiment.

Consumer Capital Participation adds a concrete question:

Can participation itself become a route into productive ownership?

That offers a bridge from:

attention / usage / contribution

to:

individual capital formation

without turning Coulomb into a centrally planned allocation system.

20. Intelligence Radar integration

intelligence-radar should maintain a dedicated economic transformation channel:

• Capability frontier — What can AI do?
• Cost frontier — At what cost and latency?
• Economic substitution frontier — Where is AI cheaper or more scalable than human labour?
• Distribution frontier — Who receives the resulting income and asset appreciation?
• Participation frontier — Which mechanisms convert productivity gains into broad individual agency and capital formation?
• Transition resilience frontier — What evidence shows destructive versus adaptive labour-market transitions?

21. Initial experimental portfolio

Experiment 1 — Reward framing

Compare €100 cashback, €100 company equity, €100 diversified equity and €100 matched capital contribution.

Measure perceived value, agency, loyalty, spending intent, investment intent and comprehension.

Experiment 2 — Early-customer equity

Provide early adopters with transparent equity accrual and compare against conventional discounting.

Measure feedback, retention, advocacy, tolerance for product immaturity and sense of participation.

Experiment 3 — Progressive match

Test different matching schedules by income/wealth.

Optimize low-capital wealth formation, simplicity and perceived fairness while minimizing gaming, administrative cost and cliff effects.

Experiment 4 — Transition architecture

Compare:

A. cash support only
B. learning budget only
C. capital account only
D. cash + learning
E. cash + capital
F. cash + learning + capital

Measure re-engagement, agency, distress and long-term wealth.

Experiment 5 — Direct vs diversified customer ownership

Compare own-company equity, sector basket, broad-market basket and hybrid.

Measure motivation, loyalty, risk perception, diversification and wealth volatility.

22. First research questions

1. What precise economic contribution does a consumer make beyond payment?
2. When does that contribution justify an ownership claim?
3. What proportion of customer lifetime value could rationally be converted into capital?
4. How should early adoption be valued?
5. How should loyalty be distinguished from lock-in?
6. Should equity accrue from spending, tenure, contribution, or a mix?
7. Should customer equity carry voting rights?
8. How can very small holdings be administered efficiently?
9. What is the best default diversification rule?
10. How should low-income matching be calculated?
11. Can tax-financed matching outperform equivalent cash transfers in agency and wealth formation?
12. Does capital ownership change willingness to learn or experiment?
13. Which transition supports prevent cascading personal damage without preserving obsolete status?
14. How should responsibility be incorporated without returning to punitive welfare conditionality?
15. How can people voluntarily exit an ownership relationship?
16. Does customer equity improve or reduce market competition?
17. What happens to demand stability at macro scale?
18. Could widespread consumer ownership materially change the marginal propensity to consume from capital income?
19. How large must an accumulated claim become before it changes behaviour?
20. Which mechanisms remain robust under very high AI productivity and very low labour demand?

23. Deliverable roadmap

Foundation

• IntelligentEconomicsConceptCanon.md
• HypothesisLedger.md
• EvidenceLedger.md
• EconomicTransitionScenarioCatalog.md

Measurement

• EconomicSubstitutionFrontier.md
• ParticipationIndicatorCatalog.md
• AIDemandDistributionModel.md

Mechanism design

• ConsumerCapitalMechanismCatalog.md
• CustomerEarnedEquityDesign.md
• ProgressiveCapitalFormationDesign.md
• IndividualParticipationCapitalAccount.md
• AdaptiveTransitionBuffer.md

Validation

• ParticipationCapitalFailureModes.md
• AgencyAndTransitionEvidenceReview.md
• EUCustomerCapitalLegalMap.md
• CustomerEquityFirmEconomics.md
• ParticipationEconomySimulation.md

Experimentation

• CoulombParticipationEconomyExperiments.md
• ExperimentCatalog.md
• periodic experiment reports

24. Near-term research sequence

1. Canon and evidence — map UBI/NIT evidence, wealth-building accounts, employee ownership, consumer cooperatives, customer stock ownership, shared capitalism, transition psychology and demand-side macroeconomics.
2. Mechanism space — formalize Customer-Earned Equity, progressive matching, diversification, portable capital accounts and Adaptive Transition Buffer.
3. Models — build household, firm, macro-demand and agent-based transition models.
4. Coulomb experiments — test behavioural effects at low stakes.
5. Policy feasibility — map German/EU company law, securities law, consumer protection, tax, custody and state aid.
6. Prototype — specify a real-world consumer-equity pilot with one willing provider.

25. Research discipline

Avoid four traps:

1. Post-labour certainty — the substitution scenario is important enough to investigate, not certain.
2. UBI caricature — outperform alternatives empirically, not rhetorically.
3. Ownership romanticism — ownership can be meaningless, risky, concentrated or manipulative.
4. Collective abstraction — whenever a proposal says "society gets...", rewrite it as: which individuals get what claim, under what rule, with what choice, financed by whom, with what incentive effects?

That last question should be a standing lint rule for the programme.

26. Working proposition

In an intelligence-abundant economy, broad participation should increasingly be created by enabling individuals to accumulate claims on scalable productive capital through the economic relationships they actively sustain, while transition mechanisms prevent setbacks from becoming destructive and preserve the ability to learn, adapt and re-engage.

Short form:

Protect the downside. Preserve agency. Turn participation into capital.

Systems hypothesis:

machine abundance
      ↓
less labour scarcity
      ↓
weaker wage distribution
      ↓
need for new participation loop
      ↓
consumer contribution → capital ownership
      ↓
distributed productive claims
      ↓
purchasing power + agency
      ↓
better demand signals
      ↓
productive abundance
      ↺

27. Open naming

The programme currently uses the descriptive title:

Intelligent Economics — Agency, Participation & Capital Formation under AI Abundance

Candidate concepts within it:

• Participation Resilience
• Consumer Capital Participation (CCP)
• Customer-Earned Equity (CEE)
• Individual Participation Capital Account (IPCA)
• Adaptive Transition Buffer (ATB)

These names remain provisional until the mechanisms are clearer.

28. Initial assessment

The central idea is meaningfully different from both conventional welfare economics and conventional employee-ownership proposals.

Its strongest novelty is the combination of four propositions:

1. AI may weaken labour as the dominant distribution channel.
2. High-productivity abundance increases the relative importance of demand discovery and consumer selection.
3. Consumers can therefore be treated as active economic participants rather than endpoints of production.
4. Participation can potentially become a path into individually owned productive capital.

Historical analogues exist, but no obvious mature implementation combines consumer relationship, equity accrual, progressive matching, portable individual ownership, transition resilience and AI-abundance macroeconomics.

That gap justifies a dedicated research programme.