What Creates Health
The Salutogenic Framework and the Challenge of AI to the Social Contract
There is a question that medicine spent most of the twentieth century not asking. It was not a complicated question. It was not obscure. It was simply the wrong question for a system organized around disease. The question was this: not why do people get sick, but why do some people stay well?
The sociologist Aaron Antonovsky asked it. Working in the 1970s with survivors of profound trauma, he noticed something that the pathogenic frame — the standard medical focus on disease and its causes — could not explain. Some people, exposed to conditions that would predictably break most people, did not break. They remained functional, engaged, even healthy. What did they have that others did not?
His answer was the Sense of Coherence — a person’s capacity to experience their world as comprehensible, manageable, and meaningful. Comprehensible: the world makes sense to me, even when it is hard. Manageable: I have the resources to cope with what I face. Meaningful: it is worth the effort to engage with my life.
He called the framework that flows from this insight salutogenesis — health creation rather than disease prevention. The difference is not a matter of emphasis. It is a fundamentally different question. A pathogenic system asks: what is wrong, and how do we stop it from getting worse? A salutogenic system asks: what creates health, and how do we build more of it?
That question, asked of the challenge of artificial intelligence and its impact on work and the social contract, changes everything about how we respond.
The Social Contract and Its Foundations
The American social contract — the implicit agreement between citizens, employers, and democratic institutions about the terms of economic life — was never written down in one place. But its essential architecture is legible: work hard, develop skills, contribute to your organization and your community, and in return you will have income, security, identity, and a place in the social order. Your expertise will be valued. Your contribution will be recognized. The rules you learned will continue to apply.
This contract was always imperfect. It excluded too many people for too long. It concentrated its rewards inequitably. It broke down in specific communities and for specific populations in ways that produced decades of unaddressed damage. But for a significant portion of the American workforce, it was real enough to organize a life around. People built careers, families, communities, and civic identities on the foundation of its basic promise.
Artificial intelligence is breaking that contract. Not gradually, at the margins, in ways that allow for managed adaptation. It is breaking it at the center, at speed, in the sectors where the knowledge economy concentrated its most educated and credentialed workers. The legal researchers, the financial analysts, the software developers, the healthcare administrators, the professional services workers who built their lives on the premise that cognitive expertise was the secure foundation — these are the workers discovering, in real time, that the rules have changed. That the skills they spent decades developing are being automated. That the contribution they made is being replaced by a system that does not require their participation.
The standard policy response to this disruption has been organized almost entirely around the income dimension. Wage insurance, retraining programs, expanded unemployment benefits, universal basic income — these are the tools in the toolkit, and they address a real problem. When displacement occurs, income replacement matters enormously. It is necessary.
But it is not sufficient. And the salutogenic framework tells us precisely why.
The Triple Coherence Attack
AI displacement does not only remove income. It simultaneously attacks all three dimensions of the Sense of Coherence — and that is what makes it categorically different from prior economic disruptions, and categorically more dangerous to the foundations of democratic life.
Consider comprehensibility first. The social contract made the world legible. You knew what the rules were, what success required, what you needed to build to secure your place. Thirty years of investment in expertise produced a comprehensible relationship between effort and outcome. AI displacement breaks that relationship without explanation, without warning, and without providing a new framework to replace it. The rules changed and nobody told you. The skills you built on the assumption that cognitive expertise was durable turned out to be the precise target of the disruption. The world has become, in Antonovsky’s precise clinical sense, incoherent. It no longer makes sense in the way it used to make sense.
Consider manageability. The resources that made a working life manageable were not only financial. They were the professional identity built over decades of practice. The workplace community — the colleagues, the relationships, the sense of belonging to something larger than oneself. The daily structure of contribution and recognition that gave life its rhythm. The institutional knowledge and the tacit expertise that made a person feel competent and capable in their domain. AI displacement removes these resources simultaneously. It does not just reduce income. It eliminates the scaffolding of a manageable life.
Consider meaningfulness. Perhaps the deepest wound is to the sense that the investment of a lifetime has been worth it — that the effort to build expertise, to develop judgment, to contribute to an organization and a profession and a community, has produced something of lasting value. AI displacement attacks that sense directly. It says, in the most concrete possible terms, that the cognitive work you did can be replicated and improved upon by a system that requires none of what you spent decades developing. The meaningfulness of professional life depends on the sense that your contribution is irreplaceable, at least in some dimension. That sense is precisely what AI displacement removes.
This is what the clinical literature calls, in the context of individual patients, a coherence crisis. When it happens to one person, it produces anxiety, depression, identity disruption, and in severe cases, the kind of suicidal ideation that brings a 40-year-old engineer to a psychiatrist’s consulting room, brought by his wife because he has stopped functioning. When it happens to millions of workers simultaneously — as it is happening now, and as it will accelerate — it produces something that has a name in the historical record. It produces the social conditions that precede democratic breakdown.
Why Income Is Not Enough
The policy community is not unaware that something beyond income is at stake. Every serious analyst of AI displacement acknowledges the challenge of meaning and identity in passing. But passing acknowledgment is not the same as building it into the architecture of the response.
The standard policy toolkit addresses the income dimension with increasing sophistication: short-time compensation, wage insurance, portable benefits, sector-based retraining, an automation tax, a Public Wealth Fund, even a 32-hour workweek to distribute the productivity gains as time rather than money. These are real tools and they matter. But they share a common assumption: that if the income floor is maintained, the other dimensions of what work provides — identity, community, meaning, civic agency — will take care of themselves.
They will not. Antonovsky’s research was unambiguous on this point. The Sense of Coherence is not a byproduct of income security. It is built from specific experiences, over time, in specific institutional and relational contexts. It requires that a person’s world make sense to them in ways that go beyond financial stability. It requires that they have genuine agency over the conditions of their lives. It requires that their contribution be recognized as meaningful by the communities and institutions around them.
An income floor maintains the material conditions for a manageable life. It does not rebuild the comprehensibility, the relational resources, or the meaningfulness that displacement removes. A displaced worker receiving wage insurance and a retraining voucher has more financial security than one without. But they are still living in a world that has become incoherent — still navigating the loss of professional identity, still experiencing the disintegration of workplace community, still confronting the question of whether the expertise they built has any lasting value.
That is the gap in the current response. And it is not a small gap. It is the gap between a policy that prevents financial catastrophe and a policy that supports human flourishing. Between a safety net and a social contract. Between disease prevention and health creation.
What a Salutogenic Response Looks Like
A salutogenic response to AI displacement asks different questions than the standard policy toolkit. Not only: how do we replace the income that displacement removes? But: how do we rebuild the conditions under which workers can make sense of their world, manage what it asks of them, and find it worth the effort to engage?
Those questions have policy implications that go beyond the income floor.
On comprehensibility: workers need accurate, accessible, democratically legible information about what is happening to them and why. Not the techno-utopian narrative that erases the disruption, and not the apocalyptic narrative that makes the future seem beyond influence. The comprehensibility that supports health is built on honest engagement with real conditions. The Citizen Briefs that Moonshot Press has developed for the People’s Council are an attempt to provide exactly this — not advocacy, but structured comprehension. Here is what is happening. Here is why it makes sense that you feel this way. Here are the policy tools available to respond to it. Here are the questions you should be asking your elected representatives.
On manageability: the resources that make a working life manageable need to be rebuilt deliberately, not assumed. Professional retraining, when it is done well, does not only replace credentials. It connects displaced workers to a new occupational community — new colleagues, new professional identity, a new context for contribution and recognition. The care economy proposals in the current policy toolkit are, at their most ambitious, precisely this: not just a sector with labor demand, but a professional community in which displaced workers can rebuild a sense of competence, connection, and contribution. Time banking — the creation of community exchange systems in which hours of service earn tradeable credits — is another institutional response to the manageability dimension. It builds economic infrastructure for the non-wage dimensions of work: the contribution, the recognition, the network of mutual obligation that makes daily life feel navigable.
On meaningfulness: the deepest salutogenic challenge is rebuilding the sense that human contribution matters in a world where AI systems can perform an expanding range of cognitive tasks. This is not primarily a policy problem. It is a cultural and institutional one. It requires deliberate investment in the contexts in which human contribution is irreplaceable — care, community, democratic participation, creative work, the relational dimensions of education and healthcare and civic life. The care economy investment that is recommended in the AI transition policy toolkit is, from a salutogenic perspective, not simply a workforce absorption strategy. It is an investment in the sectors of human life where meaningfulness is most directly produced and most urgently needed.
The Democratic Stakes
The salutogenic framework has one more implication that goes beyond individual wellbeing and workforce policy. It is an implication about democracy itself.
Antonovsky’s research established something that has been confirmed many times since in the public health literature: that the conditions for health are not only individual. They are social and institutional. A person’s Sense of Coherence depends not only on their internal resources but on the degree to which the institutions around them — the workplace, the community, the political system — are themselves coherent. A person living in an institution that is comprehensible, manageable, and meaningful is more likely to be healthy than a person living in an institution that is opaque, unresponsive, and purposeless.
Democratic institutions are, at their best, salutogenic. They provide comprehensibility — citizens understand how decisions are made and how they can influence them. They provide manageability — citizens have genuine tools for participating in the governance of the conditions of their lives. And they provide meaningfulness — civic participation connects individual citizens to something larger than themselves, to the common project of self-governance.
AI displacement is attacking democratic coherence on all three dimensions simultaneously. The policy process for responding to it is opaque — dominated by the companies building the technology, by the investors funding their expansion, and by the advisory councils populated by the same executives whose financial interests are served by rapid deployment with minimal constraint. The tools available to ordinary citizens for influencing that process are inadequate to the scale of the challenge. And the narrative surrounding AI — oscillating between techno-utopian abundance and apocalyptic doom — offers citizens almost nothing in the way of genuine democratic agency.
The salutogenic proposition, applied to democracy, is this: citizens are not passive recipients of disruption. They are sovereign. They hold authority over the conditions of their own lives. And they are entitled to democratic institutions that are comprehensible enough to navigate, that provide genuine tools for participation, and that connect their individual lives to the meaningful project of self-governance.
That is the standard against which the current response to AI displacement should be measured. Not only: does it maintain the income floor? But: does it rebuild the conditions under which citizens can remain whole — comprehensible to themselves, capable of managing what the transition asks of them, and genuinely convinced that democratic participation in shaping that transition is worth the effort?
That is what the salutogenic framework demands. It is a higher standard than the one we are currently meeting. It is also the only standard adequate to what is at stake.
“The care of human life and happiness, and not their destruction, is the first and only legitimate object of good government.” — Thomas Jefferson
Shimon Waldfogel, MD is the Founder and Publisher of Moonshot Press, President of the Institute for Salutogenesis, and Director of Project 2026. He practiced geriatric psychiatry for approximately thirty years before transitioning to civic entrepreneurship. He is based in Blue Bell, Pennsylvania.
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