CBS 9 min read

How Outsiders Thrive in the AI Economy

Otroversion, solitude, and creative surplus — why individuation is the only thing AI cannot replicate

Hand-colored photograph of a winding mountain road down a green valley
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AI has inverted the economic logic of the twentieth century. For a hundred years, the market rewarded conformity. Standardization. The ability to fit into systems, follow protocols, and produce consistent output that matched specifications. The person who could subordinate their particularity to organizational demands thrived.

That era is ending.

AI has made conformity economically obsolete. Anything that can be standardized, systematized, replicated — AI can do it cheaper, faster, at scale. The universal has become worthless. What has value now is the singular.

This is where Rami Kaminski’s concept of otroversion becomes economically urgent.¹


Part 1: Why outsiders are forced into individuation

What otroversion is not.

Kaminski spent forty years as a psychiatrist before coining the term. He kept seeing patients who were socially capable, often charming, deeply empathic — and who described a persistent sense of not belonging.

Introverts, in the Jungian sense, recharge through solitude and find sustained social interaction draining. They can be socially skilled, even warm in groups, but the calibration of social performance depletes them. Solitude is recovery.

Extroverts gain energy from external stimulation. Groups invigorate them. Solitude feels empty. They orient outward, seeking connection.

Both share something the otrovert does not. Both experience belonging as meaningful. The introvert may prefer smaller circles, but when they find their people, they feel at home. The extrovert thrives in collective energy. Both can say, "These are my people."

The otrovert cannot say this, no matter how much they might want to.

What otroversion is.

Otroversion is a constitutional disinterest in experiencing group belonging. An otrovert can be entirely social. They can form profound one-on-one connections. They can be witty, warm, and present. But collective identity — the sense that you belong to a group, that the group’s values are your values, that membership defines who you are — does not register.

It is closer to color blindness than to a personality preference. A colorblind eye does not process certain wavelengths; the otrovert’s psychological system does not process group cohesion the way others do. They can see the group. They can intellectually understand what belonging means, but they do not accept it as the only path to self-actualization.

This produces a particular paradox. The otrovert is often popular. They are not withdrawn or hostile. They participate, sometimes actively. But they participate from the outside — present physically while remaining mentally elsewhere. Because they cannot merge into collective thinking, they experience an isolation that intensifies precisely when they are surrounded.

Kaminski notes that all children are otroverts before school. They live in their own imaginative worlds, construct their own rules through play, and relate closely to parents but are not yet embedded in group identity. Then comes school. Group behavior becomes the measure. The child who cannot find the communal impulse that binds the others begins to feel fundamentally wrong.

That wrongness persists. The otrovert may learn to perform belonging. They may become skilled at it. But the performance never becomes reality. There is always a distance between the person they appear to be and the person they actually are.

Why otroverts are economically positioned for the AI age.

The otrovert is forced into individuation by structural necessity.

Because they cannot hide in the collective, they have to become themselves. This is not a choice. It is a requirement for psychological survival. You cannot borrow your identity from a group that will not claim you. You cannot defer your thinking to a consensus that feels like a foreign language. You have to develop your own authority early.

In Robert Kegan’s stages of consciousness, most people spend decades in the socialized mind — identity drawn from external approval, organized by what others think, consensus mistaken for truth.² The otrovert gets pushed out of that stage young. They have to move toward the self-authoring mind, where you can hold your own perspective separate from what the group believes.

The movement is painful. It is lonely. But it generates something economically valuable. The otrovert develops what I think of as an inner gyroscope. They learn to articulate their own meaning. They become capable of economic articulation — taking what they have discovered about themselves, about how they see the world, and communicating it in a way that creates value for others, not because those others agree, but because the clarity itself has worth.

In the old economy, this was a liability. Individuation made you harder to manage, harder to systematize, harder to fit. The system rewarded subordination, and the otrovert’s inability to subordinate was treated as a problem to solve.

In the new economy, dominated by the universalization of AI, individuation becomes the differentiating asset. Everyone now has access to the same tools. Everyone can generate similar outputs. The only thing that cannot be replicated is your particular way of seeing and articulating the world. Your perspective, earned through active individuation, not borrowed from the group.

The outsider has been forced to develop this. Otroverts are structurally positioned for an economic moment they did not choose and may not have recognized.


Part 2: Solitude as creative practice

Individuation does not happen in a vacuum. It happens in solitude. And for most people, solitude is intolerable.

Anthony Storr made a quiet argument in Solitude: A Return to the Self.³ He pushed back on what had become foundational in modern psychology: that humans are, above all, relational beings. That health and growth emerge from connection.

Storr was not rejecting relationship. He was observing variation. There is, he wrote, “considerable variation in the depth of relationships which individuals form with each other,” and some people — particularly those engaged in creative work — require solitude not as refuge but as primary medium.

Some of the most profound and healing psychological experiences which individuals encounter take place internally, and are only distantly related, if at all, to interaction with other human beings.

His evidence was historical. The solitary scholars. The artists working alone. Einstein, Newton, Maxwell — producing their greatest work almost entirely by themselves. Not because they were antisocial, but because their work required an architecture that groups actively prevent: deep focus, uninterrupted thought, the kind of concentration that depends on being unavailable to others for long stretches.

Adam Phillips works the same territory differently. In On Kissing, Tickling, and Being Bored, he treats boredom as a psychological state worth investigating.⁴ When the external is removed — when you are alone with yourself with nothing to do — what happens?

Most people experience this as unbearable. They reach for distraction. But boredom, Phillips argues, is not emptiness. It is where you encounter yourself unmediated. It is where you have to become interesting to yourself rather than relying on external entertainment.

The otrovert is already comfortable here. They do not experience solitude as punishment or deprivation. They experience it as a natural habitat. They have been in this space since childhood, developing their thoughts without the permission or validation of the group.

Mihaly Csikszentmihalyi’s work on flow gives this its final architecture.⁵ Flow is total absorption — ego dissolved, action moving from one moment to the next without self-consciousness. Csikszentmihalyi observed that many of the deepest flow experiences happen in solitude, in focused engagement with something that matches both challenge and skill.

The ultimate test for the ability to control the quality of experience is what a person does in solitude, with no external demands to give structure to attention.
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