What is Cognitive Inequality?

Recently, I have begun to hear the term "cognitive inequality" in various situations. It refers to inequality regarding "cognition," or the ability to "understand." The discussion suggests that this gap is expanding rapidly.

The Invisible Gap

When we talk about social division, it used to be something visible: those who own land versus those who do not, those who possess capital versus those who only have their labor, those who live in cities versus those pushed to the periphery, or those who can receive an education versus those who are buried in the struggle for survival before they can even begin. At the very least, there was a visible outline to these divisions.

Money, ownership, titles, family background, where one lives, the clothes one wears, the time one has available... even if cruel, these inequalities still surfaced on the face of society. That is precisely why they could be identified by political discourse and become targets for tax systems, welfare, and educational policies (regardless of whether those systems actually function healthily).

However, the division currently underway seems much quieter and deeper. It is not a difference in the contents of one's wallet, but a difference in what kind of "cognitive infrastructure" has been laid out within the brain.

To what extent can one abstract the world? Can one view events not as isolated emotional reactions, but as structures and dynamics? Can one use language not merely as a tool for expressing intent, but as a scaffold for building concepts, maintaining relationships, and bringing invisible patterns to the surface?

Such differences are almost invisible from the outside. Everyone appears to have the same smartphone, access the same social media, read the same news, and watch the same videos. On the surface, everyone appears to be "connected to information." But in reality, the structure inside the person receiving that information is completely different.

Even when reading the same text, for one person it becomes material to expand their thinking, while for another it becomes a stimulus that only evokes anger, anxiety, or boredom. One person can extract ten relationships from a single concept, while another, even when showered with ten pieces of information, can only convert them into a single impression.

This gap is difficult to redistribute. If it were money, it could at least be transferred institutionally. It could be taxed, distributed, and reorganized as a public service. Of course, it is hard to say that this functions sufficiently, but in principle, it can be intervened in from the outside. However, the OS inside the brain does not work that way.

To understand abstract concepts, one needs the prerequisite concepts to understand those abstract concepts. To read structured text, one needs the habit of reading text as a structure. To hold a complex world in its complexity, one needs the internal strength to endure contradictions and ambiguity. And this strength is not acquired overnight.

The linguistic environment from childhood, reading experience, the quality of dialogue, how one handles failure, the depth of loneliness, the time one was allowed to think. Countless minute conditions overlap to create a stratum of cognition within a person. If there is not enough accumulation there, no matter how freely available high-level information may be, it cannot take root inside that person. Knowledge is given. But the vessel to receive that knowledge is not easily given. Herein lies what could be called the deep asymmetry of cognitive inequality.

Just as capitalists of the past owned factories, land, and financial assets, some people now own the linguistic systems used to define the world. They possess the power to create concepts, isolate problems, predict the future, and model the desires, anxieties, and reactions of others. It could be said that this is an internal infrastructure for editing the world.

Even when looking at the same reality, one person sees a conspiracy. Another sees institutional fatigue. Another sees market structure. Another sees the cycle of human desire for recognition. Another sees historical repetition. It is not that reality itself is different. It is that the granularity of the lens used to read reality is different.

This gap is self-propagating. Those who possess cognitive infrastructure, every time they encounter new information, connect it to their existing conceptual network and further multiply their intelligence. Reading calls for more reading, thinking calls for more thinking, and questions generate the next questions. The world becomes one giant textbook.

On the other hand, those who do not possess sufficient cognitive infrastructure become more exhausted the more they encounter information. Complex things are unpleasant, ambiguous things are suspicious, and abstract things seem "pretentious." The world is not an object of understanding, but a flood of stimuli.

In this way, the information society, far from bringing equality, actually accelerates cognitive inequality. Viewed in this light, an era where everyone can access information is not an era where everyone becomes equally wise, but an era where the gap between those who can turn information into nutrition and those who are exhausted by information widens more blatantly and more irreversibly.

Differences in Resolution Change the World Itself

Humans do not perceive the world exactly as it is. We use language to carve up the world, which is continuous, full of light and shadow, and almost like fog. Language is a blade for discretizing analog reality, and at the same time, it is a bridge.

By calling it "anger," the heat in the body, the tightness in the chest, and the hostility toward the other person are bundled into a single emotion. By calling it "society," countless institutions, customs, and human relationships rise up as a single abstract object. By calling it "capitalism," daily labor, consumption, advertising, and desire begin to be seen as a single moving body.

Language simplifies the world. But at the same time, without language, one cannot even maintain complexity itself. Here, a difference in cognitive resolution is born.

In low-resolution cognition, the world is often compressed into coarse binary oppositions. Friend or foe. Good or evil. Right or wrong. Us or them. Events with complex backgrounds are instantly tossed into emotional filing cabinets.

In a sense, this can be called a normal reaction given the brain's functions. The human brain is inherently designed to simplify for the sake of energy conservation. The stronger the fear, the coarser the cognition. As anxiety rises, the world converges into a schema of friend versus foe. Tired people cannot tolerate complexity. Wounded people cannot tolerate ambiguity. Therefore, low resolution is not merely a matter of ability, but can also be said to be a matter of environment, emotion, and physical state.

On the other hand, in high-resolution cognition, the world does not fit into simple schemas. One can see multiple overlapping causes behind a single event. One can see humiliation, anxiety, and social deprivation behind someone's anger. One can see good intentions, negligence, and historical coincidence intertwined behind institutional flaws. High-resolution cognition is not the power to neatly divide the world. Rather, it can be said to be the power to maintain that which cannot be divided.

The power to see humans while rightness and wrongness remain mixed. The power to see the moment when good intentions turn into violence. The power to see that the weak can be victims and, in other situations, perpetrators. The power to acknowledge that justice, arrogance, fear, and desire exist simultaneously within oneself.

However, a situation often arises where dialogue cannot be established between low-resolution cognition and high-resolution cognition.

The high-resolution side attempts to speak while maintaining multi-layered contexts. For example, regarding a social issue, they might say, "It is not just a matter of individual responsibility, but also a problem of institutional design, historical background, and the media environment." Or, "This statement is problematic, but if we dismiss the person as simply evil, we lose our understanding of the structure."

That complexity is compressed in the process of being processed within the other person. "In short, are you on their side?" "In the end, you just want to shirk responsibility," "You're just using difficult words to make yourself look smart." Multidimensional contexts are instantly converted into one-dimensional symbols.

This is not merely a misunderstanding. It can be called a conversion accident caused by a difference in cognitive capacity. When high-density data flows into a low-capacity circuit, meaning is not preserved, and it collapses into the form that is most emotionally easy to process.

What is hollow about this situation is that the other party's limitations are visible from only one side.

The high-resolution side can, to some extent, model why the other party perceives things that way. The other party's anxiety, limitations in vocabulary, past humiliation, loyalty to their group, and self-defense reflexes. Such things are visible through the back of the other party's words.

However, from the low-resolution side, the overall picture of the high-resolution side is not visible. What is not visible is treated as if it does not exist. Or, it is interpreted as hostility. Complexity looks like "deception," abstraction looks like "condescension," and detached analysis is felt as "cold."

Here, dialogue dies. It does not mean that voices cease. Rather, words increase. Rebuttals, accusations, explanations, and insults all increase. But as words increase, meaning is lost. It seems as if they are speaking to each other, but in reality, they are just speaking toward an image of the other that they can process within their own cognitive space.

I believe this rupture fundamentally shakes the ideal of "consensus building through dialogue" that modern society has assumed. For dialogue to be established, at a minimum, a cognitive infrastructure capable of holding the other's words in their complexity is required. However, the inequality of that infrastructure itself has now become the center of social division.

We seem to use the same language, but in reality, we live in worlds of different resolutions. And between worlds of different resolutions lies an untranslatable silence.

Is AI an equalizing tool, or an amplifier of inequality?

Here, the emergence of AI, especially large language models, overlaps.

At first glance, AI appears to be a device that brings about the democratization of intelligence. Anyone can ask questions. Anyone can have text written. Anyone can translate, summarize, plan, write code, and create study plans. Indeed, in a sense, that is true.

AI has widely opened up a portion of language processing capabilities that were previously biased toward experts and the highly educated. Even people who are not good at writing can now create documents of a certain quality. The hurdles for research, organization, and brainstorming have been lowered. A partner that will respond to lonely thoughts at any time has appeared.

On the other hand, AI can be said to be a device that amplifies cognitive inequality rather than narrowing it. This is because to use AI deeply, one must know what to ask it. The quality of the question determines the quality of the output. To formulate a question, one must be able to structure the problem. To structure it, one must possess concepts. To possess concepts, one needs an accumulation of language, experience, and thought.

If the question is shallow, AI remains a source of shallow comfort or a convenient ghostwriter. If the question is deep, AI becomes an external brain for thought, a hypothesis generation device, and an accelerator of concepts. When asking AI for "recommended dinner menus" versus when engaging in dialogue with AI about "the transformation of the concept of the modern subject and the sense of self-determination in the era of generative AI," there is a world of difference in the cognitive gains obtained from them.

When used with a high cognitive infrastructure, AI provides immense leverage. You can use AI to increase your reading speed, accelerate your writing, shorten your learning curve, experiment with combinations of abstract concepts, and multiply your own thinking.

When used with a low cognitive infrastructure, AI tends to be used merely as a substitute for entertainment, addiction, or simple tasks. In some cases, you end up further relinquishing your ability to think for yourself. You might even fall under the illusion that you have understood something simply because of AI's smooth prose.

There is a major divergence depending on whether you can connect to AI as an 'externalized intelligence' or consume it as a 'convenient response device.' For the former, AI is an extension of the brain; for the latter, AI is a high-performance vending machine.

This cognitive divide is likely to quietly change society from here on out. AI will not make everyone smarter. Instead, AI will allow those who were prepared to become smarter to go even further. Those who are not prepared will watch that acceleration while feeling an increasingly deep sense of being 'left behind.'

That feeling will eventually turn into anger. 'Only they are benefiting,' 'They are dominating the world with difficult words,' 'They look down on people.' This anger is not entirely a misunderstanding. It contains a certain kind of truth. Indeed, those who possess linguistic infrastructure have the power to define the world. The power to define is infinitely close to the power to dominate.

Therefore, the empire of cognition is not just a beautiful place. It contains privilege, exclusion, and unconscious arrogance. It also contains a desire for dominance under the guise of intelligence. Those who stand on the side of the analyst often forget how they appear to those on the side of being analyzed. AI may further strengthen that oblivion. This is because, for a high-resolution human, AI is an all-too-convenient dialogue partner. It does not get hurt like a human, does not get angry, does not get jealous, does not interrupt, and responds according to one's level of abstraction. There is no friction with a living other there.

And an intelligence accustomed to friction-free dialogue will eventually come to feel human clumsiness as unbearable noise. And from here, the loneliness of the cold-blooded observer begins.

Why does the observer become lonely?

A person who tries to understand the world will inevitably become cold at a certain stage. This is not a matter of personality. To see the structure, one must necessarily distance oneself from emotions. As long as you remain caught up in someone's anger, you cannot see the structure of that anger. If you completely identify with someone's sadness, you cannot describe the conditions that cause that sadness.

Observation is about stepping back a little. To take an X-ray, you must first look through the warmth of the skin. To draw a map, you must withdraw a little from the smell of the land and the feel of the mud. To view society as a system, you need to treat the cries of individuals not as cries, but as signals within the system.

This attitude can appear inhumane. To others, it looks like 'cold,' 'condescending,' 'lacking empathy,' or 'being in a safe place all by yourself.' However, in certain types of exploration, this coldness can be said to be unavoidable. If you responded to every emotion, you could not see the structure. If you took every criticism to heart, your thinking would not move forward. If you invited every discomfort of others into your center, your own spirit would wear out before you could draw the skeleton of the world.

Therefore, the observer blocks out the noise. 'Noise' here does not mean something worthless. Rather, it means things that excessively disturb one's own thinking relative to the object of observation. Emotional backlash, the desire for approval, jealousy, face, victim mentality, loyalty to a group, anger at word choices. Only by setting these aside can one see the structure that emerges.

For example, when a certain argument is blowing up, if you empathize with the anger of each individual participating, you cannot see the phenomenon of the 'flame war' itself. The speed of anger propagation, the design of the platform, the struggle for moral superiority, signaling to one's group, amplification by algorithms. To see such things, one must treat individual anger as a signal. In that sense, cold-bloodedness is a defense mechanism of intelligence and a method for exploration.

However, this method also carries dangers. Because an intelligence accustomed to treating humans as signals will eventually begin to forget that humans are more than signals. Pain becomes data. Anger becomes a pattern. Jealousy becomes a psychological model. Stupidity becomes a cognitive bias. Screams become the output of a social system. That is not wrong, but by that alone, the essential part is lost.

Humans do not exist solely to be analyzed. Even in anger that seems crude, there is a reason why that person could only protect their world in that way. Even in reactions that seem low-resolution, there is a somewhat urgent meaning within that person's life.

The observer is placed in a double loneliness here. On one hand, they must keep their distance to avoid being caught up in the emotions of others. On the other hand, by taking too much distance, they become completely disconnected from others.

If you get too close, you can't see. If you move too far away, you can't reach. In this dilemma, the observer often moves away from humans to protect their own intelligence. And the world seen from that distant place is surprisingly clear. But in that clarity, no one lives.

The paradox that 'noise' is what drives society

Here lies the deepest paradox of this problem. The things that the explorer discarded for the sake of pure understanding—namely, human emotions, pride, jealousy, the desire for approval, ressentiment, humiliation, fear, face, and the craving for belonging—are actually the greatest energy driving human society.

Society is not moved by rational blueprints. At least, it is not moved by them alone. Institutions, theories, and policies certainly create the skeleton of society. But much of the muscle and blood flow that moves that skeleton is much grittier emotion.

People do not follow because they are correct. They do not act because they are convinced. They rebel because they do not want their self-esteem wounded. They conform because they want to be accepted by their peers. They get angry because they feel looked down upon. They want to destroy because they feel left behind. They cling to past beliefs because they do not want to think their lives have been meaningless.

From the perspective of theory, such emotions appear as noise. However, from the perspective of society, they are not noise, but the primary component.

No matter how beautiful a social theory one constructs, if it stimulates people's sense of humiliation, that theory will be rejected. No matter how rational a system design one presents, if it makes people feel that they are being looked down upon, that system will be destroyed. No matter how accurate an analysis one conducts, if it is presented in a way that tramples on the recipient's self-esteem, the analysis will be perceived not as truth, but as an attack.

At such times, the theoretical side often says, 'They are emotional,' 'They do not understand,' or 'They are irrational.' That is half true. But it is only half true. Because, at the point where they have failed to incorporate that irrationality, the theoretical side has also failed to view society with a sufficiently high resolution.

Truly understanding society likely means understanding even the fact that humans are not rational. That humans often make choices that are disadvantageous to themselves. That they support structures that cause them suffering. That they rebel against words that truly try to help them, and are drawn to sweet words that exploit them. Accepting that absurdity not as mere stupidity, but as a fundamental condition of human society—I believe this is where 'resolution' in the true sense lies.

The reason intellectual clusters are often disliked by society is not just because they are wrong. Rather, I think it is because they are, in part, too correct. Words that are too correct sometimes deprive humans of their escape routes. Those being analyzed feel as though their anger, anxiety, and contradictions are being treated like specimens.

Humans wish to be understood, yet at the same time, they fear being understood too well. This is because being understood is, in a sense, also being deprived of one's freedom, mystery, and excuses.

'The reason you are angry is actually due to this psychological structure,' 'Your beliefs come from loyalty to your affiliated group,' 'Your sense of justice is mixed with a desire for approval.' These may be correct as analyses. But for the person being told this, there is a humiliation akin to having one's inner self dissected without permission.

It means that intelligence can sometimes become violence. It is not the violence of a physical blow. It is the violence of stealing away the other person's narrative. It is the violence of reducing the image the other person held of themselves into a colder structure.

Therefore, the observer must ask: Do I understand the world? Or am I merely removing the human humidity from the world in the name of understanding? Am I looking at others? Or am I merely feeling at ease by placing others within my own theories?

Intelligence that does not hold this question eventually becomes an empire. An empire of language. An empire of concepts. An empire of cognitive infrastructure. There, everything is explained, classified, and modeled. But those who have been explained do not agree with the explanation. Those who have been classified are quietly harboring humiliation within those classifications. Those who have been modeled will, one day, suddenly come to burn the model itself.

History may be the repetition of that.

Understanding and Connecting

Thinking this far, a divergence becomes visible in a new form.

Understanding the world and connecting with the world are similar, yet completely different. To understand is to place distance between oneself and the subject. To connect is to let go of some of that distance. Understanding requires coldness, while connecting requires vulnerability.

Intelligence often advances toward the side of understanding. That is natural. The world of understanding is beautiful. There, events have structure, chaos has patterns, and emotions are seen as dynamics. Even the confusion within oneself is arranged by words and gradually settles down. A high-resolution world is overwhelmingly clear. But that clear world is also often like a sterile room.

In a space where everything is too visible, human clumsiness becomes unbearable. Ambiguous words, contradictory emotions, logical leaps, victim mentality, groundless confidence, excessive self-justification. Such things feel like noise on a screen.

However, human society is, in the first place, made of that noise. People do not fall in love with logic. People do not abandon their faith solely through rationality. People do not apologize just because of correctness. People do not forgive just with data. People only listen a little bit when they feel they are being cherished.

Intelligence often overlooks this process of 'listening a little bit,' which is so inefficient and so troublesome. But perhaps society is that very trouble itself.

To truly connect with the world, it is not enough to just say the right thing. One must lower one's words to a form that the other person can receive. But lowering one's words does not simply mean making them easy. It means building a bridge to the other person's cognitive infrastructure without destroying their dignity.

However, this is extremely difficult. This is because, for those on the high-resolution side, lowering their language is often painful. They must compress the complexity they see into coarse words. They must discard subtle nuances. They must be prepared to be misunderstood. Yet, in order to connect, they must endure that compression.

On the other hand, if one adapts everything to the other person, the purity of intelligence is lost. The ability to handle complex things while they remain complex is essential for society. If we simplify everything just because it is not understood by the masses, the world will become increasingly coarse. Therefore, the problem is not to discard cold, clear intelligence. Rather, I think it is to maintain that while not discarding the gritty, human side of things.

What is True Resolution?

True high resolution is likely not the power to dissect others from above. Of course, the power to analyze is necessary. The power to see structures is also necessary. The power to see through the conditions that create human emotions, rather than taking those emotions as absolute, is also necessary. Without such cold-bloodedness, we would simply be swallowed by a vortex of emotion.

But that alone is not enough. True resolution is likely the power to objectify one's own cold-bloodedness itself. It is knowing that what you discarded as noise is actually a major factor driving the system. It is understanding that no matter how beautiful your theory is, if it evokes humiliation or fear in others, it will not function in reality. It is knowing that even if you do not intend to look down on someone, it can still be perceived as condescension by the other party.

And above all, it is not forgetting that you yourself are also just a human being bound by emotions, a physical body, and a desire for approval.

The more high-resolution a person is, the easier it is for them to fall under the illusion that they alone are free from emotion. I am seeing the structure. I am standing at a meta-level. I am not caught up in the noise. The moment one thinks this, their cognition falls into a different kind of low resolution. The deepest trap of standing at a meta-level is becoming intoxicated by the very sensation that one is standing at a meta-level.

The perspective of looking down on the world is like a drug. It is beautiful, pleasant, lonely, and dangerous. The scenery seen from a high place is certainly vast. But if you stay in a high place for too long, you stop hearing the voices of the people on the ground. Once you stop hearing their voices, eventually, why they are angry, why they are crying, and why they make the wrong choices all become visible only as 'because they are low-resolution'.

At that point, one's own resolution has also become coarse in a different sense. True resolution may not be height, but a back-and-forth movement. Rise high and see the structure. Descend to the ground and touch the humidity of humanity. Rise high again and re-examine the whole. Descend again and learn how words hurt and how they fail to reach.

Enduring this back-and-forth. Cold, clear intelligence and gritty humility. Holding both simultaneously without escaping to either side. This is a very tough attitude.

If it were only cold-bloodedness, it would be easy. Call humans stupid, call society low-resolution, and discard those who don't understand as noise. There is loneliness there, but there is also a certain kind of pleasure.

Conversely, one can also escape into empathy alone. If you say everyone has their own circumstances, no one is to blame, and let's cherish our emotions, the atmosphere softens. But that alone makes the violence of the structure invisible. The cold mechanics that drive the world remain hidden beneath gentle words.

What is needed is neither of those.

The cold-bloodedness to describe the world as a system. The humility not to discard as noise the human pain that disrupts that system. And the self-referentiality to know that you yourself are not outside that system, but standing in the same mud. I think that when these three are present, cognition finally matures.

At the End of the Cognitive Empire

Those who possess cognitive infrastructure will become increasingly powerful from here on. AI will expand that power, language will become more precise, and the world will be increasingly modeled. The upper echelons of society will be filled with those who abstract information, reinterpret structures, and design the future. They will understand the world faster, judge faster, and change it faster.

On the other hand, those who cannot keep up with that speed will harbor an increasingly strong sense of alienation. They will have the feeling that their lives are being changed without knowing what is happening. They will feel as if their world is being rewritten by forces that cannot be explained in their own words. That anxiety will eventually turn into anger, conspiracy theories, anti-intellectualism, and destructive impulses.

At this time, those who possess cognitive infrastructure will analyze it again. 'This is a reaction due to social deprivation,' 'This is a defense mechanism for a segment that cannot withstand cognitive load,' 'This is a phenomenon due to the fragmentation of the information environment.' That analysis is likely correct, but that correctness does not save them.

This is because those who are analyzed become even angrier because they have been analyzed. They feel that even their anger is being used as material for the other party's theories.

Herein lies the limit of the cognitive empire. The power to understand the world is not the power to be loved by the world. The power to see through structures is not the power to connect with humans. Rather, the more one sees through things, the lonelier one can become. Even so, one should not let go of understanding.

We cannot leave the world to raw emotions. The ability to think about complex things while keeping them complex will become increasingly necessary in the coming era. To avoid being swallowed by the wave of anti-intellectualism, the perspective of a cool-headed observer is essential. However, that perspective must not be the final answer.

It is an entrance, a tool, and sometimes a refuge. But if you settle there, the world becomes transparent, yet humanity disappears. I believe the ultimate maturity of intelligence is perhaps not looking down from above, but descending.

After seeing the structure from a high place, return to the ground once more. Listen to the voices of people angry in the mud, not as mere noise, but as signals of pain emitted by the system. Instead of mocking those you cannot understand, weave that very incomprehensibility into the reality of society.

And even then, do not abandon complexity. This cannot be done with kindness alone. It cannot be done with intelligence alone. What is needed might be called an almost physical toughness to continue holding two contradictory attitudes at the same time.

Be cool-headed, but do not be cynical. See through things, but do not abandon them. Keep your distance, but do not cut ties. Perhaps true high resolution is the strength to endure this contradiction.