Market is shared yearning.

August 30, 2026

this is a summary of convo w gpt i had

The full system

World / environment
→ data generator
→ repeated observations
→ bad low-entropy belief
→ yearning
→ yearner population
→ 1–2 useful personas
→ their surrounding worlds
→ 3–4 research pillars
→ recurring communication invariants
→ many communication variants
→ millions of one-to-one conversations
→ audience and trust
→ credible bridge to good low entropy
→ goods, services, media, community or product

The unit we are ultimately working with is not the demographic, the content niche, or even the product.

It is the belief.

A market exists when many people repeatedly receive similar evidence from life, arrive at a stable but undesirable conclusion, and want that conclusion to stop being true.

1. The data generator

The generator is the recurring part of reality that keeps producing evidence for the person.

It could be:

Their face in photographs.
Their hair in the mirror.
Their bank balance every month.
Their unfinished task list.
Their sleep score every morning.
Their inability to remember what they read.
Their business dashboard.
Their interactions with attractive people.
Their manager repeatedly ignoring them.
Their content repeatedly receiving no attention.

The generator matters because it keeps reopening the problem without us needing to manufacture it.

A weak market has to constantly convince people that something is wrong.

A strong market contains a generator that reminds them something is wrong by itself.

2. Repeated observations

The generator produces individual observations:

“I look strange in this photograph.”
“My hairline appears worse under this light.”
“I worked all day and still finished nothing.”
“Everyone else seems to remember what they read.”
“My business is growing, but I never seem to have cash.”
“I slept for eight hours and still feel exhausted.”

One observation usually creates uncertainty.

Repeated observations create a conclusion.

3. The bad low-entropy belief

Low entropy means the person is no longer confused. They think they know what is happening.

Bad low entropy means the conclusion feels certain and undesirable:

“I am unattractive.”
“My body is deteriorating.”
“I have no discipline.”
“My brain is defective.”
“I am bad with money.”
“I am not built to run a business.”
“People like me cannot become socially powerful.”
“I will probably remain like this.”

This is commercially important because uncertainty alone does not necessarily produce action. Someone who thinks, “I don’t know what is happening,” might ignore it.

Someone who thinks, “I know exactly what is happening, and I am fucked,” begins looking for an exit.

The problem is not merely pain. It is pain that has hardened into a model of reality.

4. Yearning

The person can imagine another state:

Bad low entropy:
I don't think I can ever improve at chess

Good low entropy:
I just learned few tactics, and I'm pretty sure over a time I can get better

The emotional distance between those two states creates yearning.

Yearning becomes commercially powerful when three conditions exist:

The bad state is repeatedly reinforced.
The good state is imaginable and desirable.
Movement between them appears possible.

If the better state seems impossible, the person gives up.

If the present state is not painful, the person does not move.

If no believable bridge exists, they continue searching.

A yearner is therefore not simply someone with a problem. It is someone who keeps listening because they are trying to reach a particular emotional and practical destination.

5. The yearner population becomes a market

A market is a population of people reaching sufficiently similar bad low-entropy conclusions.

They do not need identical lives. They only need to share the belief we are addressing.

For example:

“I do not look as good as I could, and this is affecting my life.”

That belief may be produced by several different contexts:

A young man receiving little attention on dating apps.
A woman who dislikes how she appears in photographs.
A professional who believes appearance affects status.
Someone considering cosmetic treatment.
Someone from one ethnic background comparing themselves against another culture’s beauty standards.

Different people. Different evidence. Similar belief.

That is why we should not build twenty personas. We need one or two useful representative people who reveal the primary causal routes into the same yearning.

6. Personas

A persona is not “male, 24–35, urban, interested in self-improvement.”

That tells us almost nothing.

A useful persona record explains:

What keeps producing the evidence?
What conclusion have they reached?
What do they wish were true instead?
What have they already tried?
What do they distrust?
What language do they use privately?
Where do they look for answers?
What would count as convincing evidence?
What kind of communication would annoy or repel them?
What product could genuinely move them?

And universally, we assume they recognize AI writing and hate it. They do not want a synthetic motivational speech aimed at a demographic profile. They want someone to notice the specific thing that has been bothering them.

The persona lets us conduct the communication as one-to-one, even when the media reaches millions.

7. The persona’s surrounding world

Once we understand the person, we map everything around the yearning:

Situations that activate it.
Cultures and communities that interpret it.
Researchers who study it.
Industries that profit from it.
Products they already buy.
People they admire.
Historical examples.
Competing explanations.
Folk wisdom.
Medical or scientific interpretations.
Social consequences.
Failed solutions.
Visual evidence.
Language used in forums, reviews and conversations.

This surrounding world supplies the raw material for the pillars.

8. Research and content pillars

A pillar is a durable territory we can repeatedly investigate because it naturally belongs to the yearner’s world.

It is not a persuasion stage like “agitate the pain” or “present the solution.” That was the incorrect definition.

For a Qoves-like beauty business, the pillars might be:

Beauty across cultures and history
What different societies found beautiful, how standards changed, and what remained stable.
Facial features and aesthetic perception
Proportion, contrast, symmetry, averageness, distinctiveness, sexual dimorphism, expressions and how features interact.
Improving or presenting appearance
Hair, grooming, skincare, photography, styling, posture, treatment and environmental factors.
Social and human-behaviour research
Halo effects, status, attraction, familiarity, bias, first impressions and how appearance changes treatment.

These pillars are chosen because the same yearner could reasonably care about all of them.

They give the operation enough range to avoid making the same video forever without wandering into unrelated material.

9. Communication invariants

We research inside the pillars and look for observations that repeatedly survive across cases.

Those become invariants.

An invariant is not a title, hook, format or broad topic. It is a relatively stable piece of understanding that can generate many communications.

Possible beauty invariants might include:

A feature is judged in relation to the rest of the face, not by itself.
Camera distance changes apparent facial proportions.
Lighting alters which features dominate perception.
Averageness and distinctiveness can both contribute to attractiveness.
Symmetry is useful but insufficient as a complete model.
Health cues influence aesthetic judgments.
Hair changes the perceived outline and proportions of the face.
Expression changes how fixed facial structure is interpreted.
Familiarity can affect preference.
Attractive people are often assigned unrelated positive traits.
Cultural standards vary, but not every preference is culturally arbitrary.
Improving the frame around a feature can matter more than changing the feature.
What looks good in motion may differ from what looks good in a still image.

These cannot simply be invented because they sound intelligent. They must emerge from repeated evidence.

Each invariant needs a record:

Invariant
Source pillar
Evidence
Counterevidence
Boundary conditions
Relevant personas
Bad belief it modifies
Better belief it supports
Possible visual demonstrations
Existing communication variants
Possible products or services connected to it

The ledger prevents us from repeatedly rediscovering the same idea and mistaking a clever sentence for knowledge.

10. Variants

The invariant is the stable mechanism. The variant is the particular communication.

A useful formula is:

Invariant
× persona
× pillar
× source or case
× emotional context
× visual demonstration
× format
= communication variant

Take the invariant:

Camera distance changes apparent facial proportions.

Possible variants include:

Why your face looks different in a selfie and a mirror.
Why a phone camera can make your nose appear larger.
Why some actors are filmed with longer lenses.
Why two photographs taken seconds apart can make someone look like a different person.
Why cosmetic decisions should not be based on one close-up photograph.
An animation showing the camera moving backwards while framing remains constant.
A historical story about portrait lenses.
A response to someone who thinks their face suddenly changed.

One invariant can produce dozens of variants without the communication becoming empty repetition.

The variants are different. The underlying education compounds.

11. What the communication actually does

The job of the communication is to move the person toward good low entropy.

But it may need to pass through uncertainty first:

Bad low entropy
“I know the problem: my face is simply bad.”

→ useful disturbance

“Wait. Why does it look completely different depending on camera distance?”

→ controlled high entropy

“Maybe the thing I was treating as a permanent identity is partly produced by the image.”

→ explanation and evidence

“Perspective changes apparent proportions in a predictable way.”

→ better low entropy

“I understand one cause, I can test it, and I know what to do next.”

Shannon-style disturbance is therefore one operation inside the system, not the entire content philosophy.

Sometimes we need to break a false belief.

Sometimes the person is already confused and needs clarity immediately.

Sometimes they need evidence that their desired state is possible.

Sometimes they need a cultural story that makes them feel understood.

Sometimes they need instructions.

The invariant determines the communication. We should not artificially force every subject into a shocking contradiction.

12. Millions of one-to-one conversations

Media is not really one-to-many communication.

It is the same one-to-one conversation reproduced many times.

The person is alone with the screen. They are asking:

Does this person understand my situation?
Is this actually about me?
Did they notice something I have noticed but could not explain?
Do they know more than I do?
Does this change what I should do?
Should I listen to them again?

The operating proportion might be:

One target belief
→ one or two primary personas
→ three or four research pillars
→ twenty to thirty strong invariants
→ hundreds of communication variants
→ millions of repeated one-to-one encounters

The repetition is not a flaw. Markets are built by repeatedly addressing the same yearning from different credible angles.

13. The product

The product is the paid bridge from bad low entropy to good low entropy.

The media performs part of the movement:

It recognizes the person.
Names the mechanism.
Removes a false conclusion.
Provides evidence.
Shows a more desirable state.
Establishes credibility.
Creates a language for the problem.

The product completes the movement:

Analysis.
Diagnosis.
Tools.
Treatment.
Software.
Coaching.
Education.
Community.
Physical goods.
Done-for-you service.

The best product will feel like the natural continuation of the communications.

If the content says, “You are not fundamentally broken; these five variables are affecting the result,” then the product might assess those variables and provide a plan.

It should not feel like an unrelated object suddenly pushed at the audience.

15. The operating workflow

For any potential market, we run this process.

Phase 1: Find generators

Look for recurring situations that produce emotionally important evidence.

Do not begin with product categories. Begin with lived repetition:

What keeps happening?
What do people keep checking?
What result keeps disappointing them?
What do they repeatedly complain about?
What private rituals have emerged around it?

Phase 2: Extract beliefs

Ask what conclusion repeated exposure produces.

Write it in the person’s language:

“Every day I collect more information, but I’m not becoming smarter.”

Not:

“The consumer experiences deficiencies in personal knowledge-management efficacy.”

Phase 3: Confirm bad low entropy

Determine whether the belief is:

Stable.
Painful.
Self-relevant.
Repeatedly reinforced.
Connected to action.
Shared by enough people.

Phase 4: Find the good state

Define what the yearner actually wants to believe and experience.

Not merely “solve productivity.”

More like:

“When something matters, I capture it, understand it and can find it again.”

Phase 5: Identify personas

Choose the one or two main contexts that generate the belief.

The personas should explain causality, not decorate a market report.

Phase 6: Map their world

Collect the history, science, culture, products, communities, behaviour, language and existing attempts surrounding the yearning.

Phase 7: Establish pillars

Group that world into three or four durable research territories.

They need to be broad enough to support years of inquiry but tight enough that the same yearner cares about all of them.

Phase 8: Mine invariants

Research across the pillars, compare cases, and record mechanisms that recur.

Audit evidence and boundaries. Do not promote a single attractive anecdote into an invariant.

Phase 9: Generate variants

Turn each invariant into several specific communications using different:

Cases.
People.
cultures.
Visual demonstrations.
Questions.
emotional situations.
formats.

Phase 10: Talk and listen

Publish, converse, interview, read comments, inspect customer language and watch what creates recognition.

The audience’s reactions become new evidence for the system.

Phase 11: Build the bridge

Once the recurring yearning and credible mechanisms are clear, create the product that moves people further toward the desired state.

Phase 12: Update the model

The system is circular:

communication
→ response
→ better persona model
→ improved pillars
→ stronger invariants
→ better variants
→ clearer product
→ more customer evidence

The compressed master model

If we want the entire thing on one page, it is this:

Find something in reality that repeatedly makes people reach a painful, confident conclusion. Identify the better state they yearn for and the one or two kinds of people who repeatedly experience that distance. Study the worlds surrounding those people and organize them into a few durable research pillars. Extract recurring, evidence-backed truths from those pillars. Those truths become communication invariants. Express each invariant through many cases, stories, demonstrations and formats so that every piece feels like a specific one-to-one conversation. Use those conversations to help people replace the bad belief with a more accurate and useful one. Then sell the goods, services or tools that credibly complete that movement.

Or, as the production line:

Generator
→ belief
→ yearning
→ persona
→ pillars
→ invariants
→ variants
→ conversations
→ trust
→ product
→ better belief

and if you see you are starting in between something like okay you have already identified a product because everybody else is selling them then maybe you can work your way up to figure out what is the generator. It’s not as if you always have to do novel research.