AI can teach. It cannot witness.

Marcus Siotkas, Founder, Eformogi. New York school counselor. November 2026.

Last month I stood at the back of a practice and watched a sixteen-year-old do something no transcript I have ever read could hold. She had started in goal for the first time, in a game that mattered, and she had been good. Her coach knew it. Her teammates knew it. The file that follows her to every college and every employer for the rest of her life will never know it. That file knows her GPA.

I have been a public school counselor for twenty years. I have read thousands of those files. I can tell you what they are good at: they are good at ranking. They are not good at telling you who a person is, or what they did, or whether an adult who was there would put their name next to it.

The prison nobody built on purpose

Every young person is handed an identity by institutions before they have made one for themselves. A GPA. A rank among their classmates. A permanent record they cannot read, cannot correct, and cannot leave. None of this is a conspiracy. Institutions keep records of the people who pass through them, and the record belongs to the keeper. But the effect on a kid is the same as a prison built by accident.

The walls are the arithmetic. A school's core metric is an average, and an average punishes variance. One bad semester drags the number for years, so the rational student minimizes risk, hides mistakes, avoids anything they might not be good at, and performs for the rubric. By seventeen a great many capable young people have learned exactly one skill with real fluency: performing for a file they do not own.

The prison, grown up

For adults the file is the professional profile. It lives on a platform. The platform owns it, trains on it, and sells access to it. A seventeen-year-old has no entry in it, and the first job is exactly where a record has to prove it works. If a young person is going to own their record, they have to start before the platform can.

What AI did to credentials

Instruction became cheap. A model can teach almost anything to almost anyone, and I am glad of it. But the same models made applications cheap too. Every resume, every essay, every "tell us about a time you showed leadership" now arrives generated, and the people who read them know it. A degree stopped telling an employer anything it could not get from a prompt.

Here is what a model cannot produce. It cannot stand at a practice. It cannot be in the shop when the weld passes. It cannot be the supervisor who saw the kid show up at six in the morning for a summer. The one thing left that is scarce, and getting scarcer, is an adult who was in the room saying, with their own name, I saw this.

AI can teach. It cannot witness.

A different owner

The answer to the prison is not a better file. It is a different owner.

The record belongs to the person it describes. Not to the school that taught them, not to the state that regulates the school, not to the platform that stores the bytes, not to the model that reads them, and not to me. The family holds the keys. The student holds the record. The export works without anyone's permission, and a share can be taken back.

The adults who were there are witnesses, not owners. A teacher, a coach, a supervisor, a counselor: they saw something, and they can say so, with their name on it. Their signature is the most valuable thing in the record, and it is valuable precisely because it is theirs and not the institution's.

Institutions and their agents are requesters. A college, an employer, a scholarship, a state office, or an AI acting for any of them may ask the record a question. They receive what the person chose to hand over, and they may be refused. The state's filing is one rendering of the record, commissioned by its owner. The translation is the sovereignty.

Why it adds and never averages

A record held by an institution is an average, and an average is concave: a failed attempt is permanent and a wild success is capped. A person living under that arithmetic is fragile by construction.

A record held by the person is a sum. Attempts cost nothing, because a failed attempt does not subtract. Wins compound, because they are kept and they are witnessed. A young person can only afford to fail in public if they own the ledger. That is the psychological safety that makes exploration rational. So the page does not motivate. No streaks, no badges, no ranks. The world supplies the motivation. A teenager who built a robot, worked a summer job, or wired her first panel wants to keep it and wants it seen. We make keeping it free and seeing it true.

Why it has to outlive us

A record that depends on the company that built it is not the student's. It is a nicer prison with a friendlier warden. So the record lives first on the person's own device. The keys belong to the family. The format is published as an open standard with a verifier anyone can run, offline, with no server of ours in the loop. If we disappear tomorrow, every page still verifies. A company that says trust us is asking for faith. A company that publishes the verifier is asking for nothing.

The record is the application

For most of this year I tried to get institutions to adopt the page. I learned that the places where the parent is already the accepted witness do not need a signature, and they said so. So I turned it around.

The record is the application. The fellowships, the apprenticeship and technician programs, and the companies that already hire people without a degree have a problem a model made worse: sorting proof of work from noise. A page on Eformogi is what a young person actually did, in their own words, each item signed by the adult who saw it, readable at one link with no account. We never write a receiver's line for them. A receiver that reads the page says so in its own words, and only then do we point to it.

Above the institutions, never against them. The school taught the student. The coach's name is what makes the record true. We hand the student the keys and let every institution in their life verify against what they hold.

The promise

In 2016 I wrote that the counselor I wanted to be could not exist inside a public school: one chosen by the student, paid for by the student, and accountable to no one else. I wrote that students deserved a verified history of their own data so they would never again have to take a leap of faith in a provider. I closed with a promise to keep to the ideals because they are larger than any one person.

Ten years later, this is the record that promise runs on. The individual owns their context. Everyone else verifies against it.

If you admit or hire people who have no credential yet, here is what a receiver sees.