KuneGrade the AI

A worldwide AI cooperative · In formation

AI is learning your craft. Own what it learns.

Kune is a cooperative of people who do the work, wherever they live. Every craft gets a guild. Every guild teaches an AI apprentice, and owns it. When the apprentice works, the people who taught it get paid.

The first exams are open · writers and translators first · free

KuneFounding
member

Your number could be

No.––– –––

Anywhere on Earth

Guild
Writers · or yours
Graded
Your craft, your call
Teaching
On the ledger, in your name
Vote
1

Not transferable · Not for sale

What's changing

The models are a commodity. Judgment isn't.

01

AI learns from people.

Every model is shaped by people grading its answers and fixing them. Labs now pay experts by the hour to do it, and supplying them has become a business worth billions. Your thumbs-up and your corrections do the same work for free.

02

What it can't measure, it gets worse at.

The rewards that make models brilliant at code and maths flatten their writing. Y Combinator calls it structural: labs will keep choosing what a machine can check. Taste, care and context live in people.

03

Whoever owns that judgment owns the AI.

Paid once, or not at all, the people who teach AI own nothing of what it learns. Their judgment becomes someone else's asset, and often their replacement.

How it works

Every craft gets a guild. Every guild owns its apprentice.

A guild is a craft in a language: writers in English, translators of Czech, nurses in Manila. Its members decide what good means, and teach an AI to do it.

01Live now

The Exam

Practitioners write tasks from their real work and grade AI answers blind, in their own language. Every model, frontier or open. The results are public.

02Next

The Judge

A guild's grades and fixes train its own judge: the craft's taste, in a form any model can learn from. It belongs to the guild and outlives every model.

03Next

The Apprentice

A small specialist model trained against the judge. Cheap to run, owned by the guild. When it works, the people who taught it are paid.

04Live now

The Ledger

Every contribution is fingerprinted in public, in your name: the record of who taught what. Anyone can check it, without trusting us.

Why specialists

Small models make fair pay possible.

Nobody can say what share of a giant general model is yours. But an apprentice trained on three thousand translators' corrections has a short list of authors, and the ledger names every one.

And a guild's judgment outlives any model. Models go stale in months; the judgment keeps growing and can train the next open model in days.

Open now

The first exams.

Writers and translators go first, because the gap is plainest there. Grade three answers, see which models you picked, and put your name on the ledger. About five minutes.

Your craft isn't here yet? Start its guild.

Worldwide

Built for the eight billion.

The race to build the most capable AI is run by a few companies in two countries, and everyone else is watching from the stands.

The labs train for English and for whatever a machine can check. Czech legal translation, Swahili health advice, Tagalog customer care: that's where they're weakest, and where a guild's apprentice wins first.

One member, one vote. Anywhere.

Your vote counts the same in Lagos, Lima, Lyon and Los Angeles.

Seats for every region.

The members' council has seats for every region of the world, so no country or continent can outvote the rest.

Every language, its own guilds.

A guild is a craft in a language, founded by the people who speak it. The labs leave most languages behind; members don't have to.

Paid for teaching, wherever you live.

Much of the work that trains AI is done in poorer countries for very little pay, and the labs keep everything it teaches. Here, the guild keeps it, and its teachers are paid when it works.

Your work stays yours.

The ledger publishes fingerprints, never your work. Nothing you teach is used outside your guild without its vote.

In your language.

Members translate the manifesto and the exams into their own languages, credited by name.

In the exam now

  • DeepSeek V4.1 Flash · China
  • GLM 5.3 Flash · China
  • Claude Opus 5.5 · United States
  • GPT-6.1 Sol · United States
  • Gemini 4 Argon · United States
  • Kimi K3.1 Pro · China
  • Mistral Large 4 · France
  • Hy-MT2 30B · China
  • GPT-4o (2024) · United States

Frontier and open, big labs and small, and one from 2024 to keep the others honest. Members will vote on which models enter the exam.

The promises

Seven promises, written into the rules.

Promises are cheap. So these go into our founding documents, and changing any of them will take a vote of the members.

  1. 01

    You own what you teach.

    Your judgments and fixes belong to your guild, never to a lab, and are used only in ways the guild votes for.

  2. 02

    Paid for teaching.

    When a guild's apprentice earns, the people who taught it are paid for that work, by rules the guild writes.

  3. 03

    Practitioners write the test.

    Each guild writes its own exam and decides what good means. Not a lab, not an investor, not us.

  4. 04

    Every contribution on the ledger.

    In your name, fingerprinted in public, checkable by anyone. The work itself stays private.

  5. 05

    No ads. No paid placement.

    The AI works for the people who use it, and nobody else.

  6. 06

    One member, one vote.

    Wherever you live. The council has seats for every region, so no country can outvote the rest.

  7. 07

    Not for sale.

    No tokens to flip. An asset lock in our rules means no one, not even future members, can sell it off for a payout.

The ledger

Who taught what, in public.

Every judgment, proposed task and claimed number is written to a public chain as it happens. We publish a fingerprint of each contribution, never the work itself, and each entry seals the one before it.

Check the whole chain yourself

Manifesto

Who owns what AI learns from you?

  1. 01

    AI learns from people.

    Every model you have ever used was shaped by people. People wrote the books, the code and the conversations it read. People graded its answers, again and again, until it got them right.

    That second kind of work is now an industry. The labs pay experts by the hour to grade and fix their models' answers, and the companies that supply those experts are worth billions. The rest of us do the same work for free: every thumbs-up, every correction, every suggestion we accept.

  2. 02

    Paid once, owned by someone else.

    The people who teach AI are paid once, or not at all. What they teach becomes someone else's asset, and it keeps earning long after they've been paid. Often, it becomes their replacement.

    That isn't a law of nature. It's a choice about who owns what AI learns.

  3. 03

    What a machine can check, AI learns. What only people can judge, it gets worse at.

    The newest models are superhuman at puzzles a computer can mark. But the rewards that make them brilliant at code flatten their writing, and the labs will keep choosing what they can measure, because that is where the money is.

    A good sentence, a faithful translation, a safe triage note, a fair contract, in Czech or Swahili or Tagalog: that judgment lives in people. It is the scarcest thing in AI, and it is ours.

  4. 04

    The last time this happened, people invented two things.

    In 1844, twenty-eight working people in Rochdale, England, many of them weavers, opened a shop and agreed that its surplus would go back to the people who bought there, in proportion to what they bought. The modern cooperative was born.

    In 1847, a Paris songwriter named Ernest Bourget took a café owner to court for performing Bourget's songs without paying, and won. Three years later, Bourget and two other songwriters founded the society that became SACEM, which still pays musicians when their work is played.

    Both were invented by people a new economy was leaving behind. Both still exist. We need both again.

  5. 05

    So every craft gets a guild.

    A guild is a craft in a language: writers in English, translators of Czech, nurses in Manila. Its members write the exam for their own craft, from their real work, and grade every model blind, frontier or open, from any country.

    Their grades and fixes train the guild's own judge, and the judge trains the guild's apprentice: a small specialist model that does the craft well, costs little to run, and belongs to the guild. When the apprentice works, the people who taught it are paid. Every contribution is on a public ledger, in their name.

  6. 06

    Small models make fair pay possible.

    Nobody can say what share of a giant general model is yours. But an apprentice trained on three thousand translators' corrections has a short list of authors, and the ledger names every one of them. The more AI splits into specialists, the more exactly the people behind it can be paid.

    And a guild's judgment outlives any model. Models go stale in months. The judgment keeps growing, and it can teach the next open model in days.

  7. 07

    It belongs to no country.

    The race to build the most capable AI is run by a few companies in two countries. They train for English, and for whatever a machine can check. That is exactly where they are weakest: other languages, local law, local care, local culture. It's where apprentices win first, and where most of the world has been left watching from the stands.

    One member, one vote, whether you live in Lagos, Lima, Lyon or Los Angeles. Seats on the council for every region, so no country can outvote the rest. Guilds founded by the people who speak their language.

  8. 08

    A ladder, not a cliff.

    AI will let newcomers do work that used to take years to learn. That can push experienced people off a cliff, or it can build a ladder.

    In a guild, it's a ladder. A newcomer works with the apprentice, the people who taught it are paid for that use, and as the newcomer gets good, their corrections start teaching it too.

  9. 09

    Owning it is not about getting rich.

    We will never sell a token. There is no dividend to wait for and no share price to watch. You are paid for work you do.

    What you own is better than a payout. It's a guarantee: an AI that can't be turned against the people who taught it, because nobody above them profits from turning it. And it can never be sold off, not even by a future vote of members chasing a windfall.

  10. 10

    Judge us by what we publish.

    Every contribution on the ledger. Every exam result in public. Every member vote in public.

    That includes who holds this today. For now it is run by a company, because a company can sign contracts and pay people, and a cooperative that doesn't exist yet can't. Our founding documents will set the number of members, and the date, at which it passes to a cooperative of its members. If we ever break these promises, you'll be able to see it, and you'll be able to leave with everything that's yours.

  11. 11

    It starts with your judgment.

    The first cooperatives started with a few neighbors and a decision not to wait for someone else. This one starts with a task from your work, and two answers to it.

    Pick the better one. Fix it. Put your name on it.

The founding members, 2026

Founding members

Take a number.

Founding numbers are free and permanent. Only the first members will ever be founders, in the world, in your country and in your guild, and no one can buy the title later.

The best way in is the exam: grade three answers, then put your name on them. Start it here.

Shown on your card and counted on the map. Nothing else about you is public.

Free. We'll only email you about your guild.

Questions

Fair questions.

Isn't this training my replacement?

AI is going to learn your craft either way: labs already pay experts by the hour to teach it. The only question is who owns what it learns. Here, it's you and the people you work alongside.

Do I get paid for grading?

Not for the exam: it's how a guild starts, and how you see what AI can really do with your craft. The money comes from the apprentice. When a guild's apprentice is put to work, the people who taught it are paid for that work, under rules the guild votes on. Founding members write those rules.

Who owns my judgments and fixes?

Your guild, which means its members, including you. They are never sold to a lab or used for anything the guild hasn't voted for. The public ledger shows a fingerprint of each one, never the content.

Which models are in the exam?

Nine so far, from the US, China and France: the two models people use most, the top model from each big US lab, open-weight flagships from China and France, a small translation specialist, and GPT-4o from 2024, to test whether the newest models are really better at your craft. Every answer shows what it cost. Members will vote on which models enter the exam.

Is this a crypto token, or an investment?

Neither. There is nothing to trade and no dividend to wait for. A founding number can't be sold or transferred. You're paid for work you do; what you own is a vote and a guarantee.

What will it cost?

Grading and taking a number are free. When the guilds' AI opens to everyone, you'll pay what it costs to run, and whatever you prepay and don't use comes back to you.

Who runs it today?

CtrlAI, Inc., a company registered in Delaware, USA, runs it until its members take over. A company can sign contracts and pay people today; a cooperative that doesn't exist yet can't. Our founding documents will set the number of members, and the date, at which it passes to a cooperative of its members, whichever comes first. That cooperative will belong to no single country.

Is it available in my country?

Almost everywhere. While a US company runs it, US sanctions law rules out a few countries, and we'll list them openly. Once the cooperative takes over, it follows the law of its own home.

What do you do with my email?

We use it to tell you about your guild. Nothing else: no trackers, never sold. Your country appears on your card and on the public map. Your judgments appear on the ledger under a random name, linked to your number only once you claim one. Your browser keeps a random id so the exam remembers your place; it isn't a tracker. We'll delete it all whenever you ask.