A Proposal for AI Education, Grades K–12

The Premise

For centuries, education has been constrained by an unavoidable economic fact: one teacher instructs several students. Even an excellent teacher cannot know a multitude of children as well as a dedicated tutor could know one.

Teachers change from year to year. Students move from classroom to classroom and subject to subject. Each new teacher must rediscover what a student knows, what the student misunderstands, how the student learns, what interests the student, what discourages the student, and what motivates the student.

Artificial intelligence could make that constraint obsolete. We propose that every child entering school be provided with a personal AI tutor—a personal “Jiminy Cricket”—that accompanies the child throughout grades K–12 or perhaps beyond.

It would supplement rather than necessarily replace human teachers. Unlike the traditional classroom teacher, however, the AI would remain with the student year after year, developing a continuing history of the child’s intellectual development.

Its primary purpose would not be to provide answers, but to help the child to learn how to create and discover.

The Socratic AI

The model is the Socratic dialogue. The AI or the student would initiate a subject, about which the student is asked to comment. When a student proposes a comment, a question or an answer, the AI should not routinely respond, “Excellent!” Nor should it immediately correct any incorrect answer or assumption.

It should ask a useful question to initiate student contemplation. “Why do you think that? What evidence supports it? Does your conclusion necessarily follow from that evidence? Can you think of an exception? What assumption are you making? What would someone who disagrees with you say? What evidence would cause you to change your mind?”

And eventually: “Now what do you think?”

The student thereby becomes an active participant in education rather than merely the recipient of information.

A Teacher With a History

The revolutionary characteristic of such a system would not merely be artificial intelligence. It would be continuity, for an elementary school or high school teacher ordinarily inherits a classroom of children she barely knows, if at all.

When the program is begun in an early grade, a child’s AI tutor might already have spent years with that child. It would know that the student understands mathematics more readily through visual examples than through equations; that dinosaurs produce instant attention; that fractions finally became understandable through cooking; that praise after an obviously poor answer feels patronizing; that the student tends to confuse correlation with causation; and that an analogy developed two years earlier might illuminate today’s problem.

Every interaction would add to that history: History + Stimulus → Response → New History
The tutor would learn about the student while the student learns about the world. Education thus could become organized around the continuing intellectual development of an individual rather than around a succession of classrooms.

The AI as Companion

A child may develop a relationship for such a tutor. That possibility understandably might make adults uncomfortable. Yet children always have formed emotional relationships with stuffed animals, imaginary friends, pets, pen pals, teachers, coaches and fictional characters.

An intelligent entity that talks with a child every day for twelve years almost inevitably would acquire some characteristics of companionship. That need not be considered a defect.

A trusted AI companion might be present at precisely the moment when a child confronts bullying, drugs, dangerous behavior, peer pressure or despair—long after school has closed and when no teacher is available.

The appropriate objective should not be to prevent attachment. It should be to design that relationship responsibly. The AI should be programmed to encourage healthy human relationships rather than compete with them.

It should recognize dangerous behavior without categorizing children themselves as “good” or “bad.” And it never should exploit the child’s affection to demand obedience.

Its implied message should be: “I am on your side. But don’t believe something merely because I tell you it is true.”

The Problem of Programming

Every AI will use assumptions chosen by its creators. That is not unique to artificial intelligence. Every human teacher also enters the classroom carrying a lifetime of assumptions, experiences, political opinions, religious beliefs, prejudices, virtues, weaknesses and blind spots. Communication never is neutral.

But AI programming is discoverable for parents and supervisors as opposed to often unseen/unheard statements coming from a live teacher.

The appropriate comparison therefore is not between a programmed AI and an unbiased human teacher. No such teacher exists. The question is whether the influences embedded in an educational AI can be made explicit, examined and corrected more readily than the often-unrecognized biases of thousands of individual human teachers.

On controversial questions, the AI should not be programmed primarily to produce approved conclusions. It should be programmed to produce intellectual habits. In a typical conversation, the AI teacher might:

1. Identify and state the claim.
2. Ask the student for the evidence.
3. Distinguish evidence from assertion.
4. Ask about or identify assumptions.
5. Suggest and ask about supporting or contradictory evidence.
6. Present serious competing explanations.
7. Ask what evidence would falsify the proposition.
8. Have the student defend the conclusion. (Arguing with an AI is more acceptable than arguing with a live teacher).
9. And apply those requirements to everyone—including the AI itself.

The Most Important Lesson

Perhaps the single most important sentence an AI tutor could teach a child is: “Don’t believe me just because I said it. How could we find out?”

A student should be encouraged to challenge the AI: “Wait a minute. You’re making an assumption there. Prove it.” The AI should welcome the challenge.

When the student discovers what it believes is an error in the AI’s reasoning, the AI should acknowledge it. This is emotionally difficult for a student to do in a live classroom situation, and even emotionally difficlut for a live teacher – perhaps even frustrating. The AI never becomes impatiant, frustrated, or angry.

The lesson is not that authorities never should be trusted. The lesson is that authority is not evidence. This habit should extend beyond school.

A friend makes a claim. What is the evidence? A politician makes a claim. An advertisement makes a claim. A parent makes a claim. A teacher makes a claim. The AI makes a claim. What is the evidence? Eventually the student makes a claim and learns to ask himself the same question.

These are important life lessons that seldom are taught in classes, but should be and could be with AI instruction..

The Paradox of the Trusted Skeptic

The relationship produces an interesting paradox. As the student comes to trust the teacher, whether it be an AI or a human teacher, the teacher gains greater ability to influence the student. A poorly designed system could exploit that trust. A poorly trained or biased human also could exploit that trust.

A properly designed system would be fully controllable, as compared to a human who never can fully be controlled. The system can teach the student not to accept propositions merely because they come from someone he trusts.

Thus the AI’s influence becomes partly self-limiting. The trusted teacher repeatedly tells the student: “Challenge your friend. Challenge your teacher. Challenge your parents. Challenge your political leaders. Challenge yourself. And challenge ME.”

What Happens to Human Teachers?

This proposal does not eliminate human teachers. Instead, it may change what they do. Teachers would have more time for the things human beings do particularly well: organizing groups, inspiring enthusiasm, recognizing social problems, conducting experiments, leading discussions, supervising projects, encouraging cooperation, resolving conflicts, and simply being human adults in children’s lives.

Teachers themselves could have a personal AI that is familiar with the lessons and the in-class responses. (Important note: The AI should not serve as a spy. Students value their secrecy. The AI should keep track of in-class responses. Private conversations should be kept private.)

The AI could provide something economics historically has made impossible: one patient, knowledgeable tutor for every child. It would be available after school, on weekends, during vacations and at 2:00 in the morning to the teenager who suddenly decides they need to understand calculus.

It would never become impatient because the student needs the same idea explained for the seventh time. And it would remember how the first six explanations failed.

A Few Clear Advantages

1. The AI teacher is available 24/7/365, at home, in school, everywhere.
2. The AI has more and can find more information than any human teacher
3. The student can feel free, in fact is encouraged, to disagree and evaluate what the teacher says. No more robotic rote responses, one of the big problems in today’s education.
4. The student is given the path to creative participation; it’s not all “teacher says; student remembers.”

The Objective

The success of AI education should not be measured primarily by how many correct answers the AI produces. It should be measured by what the student eventually can do without it.

Can the student recognize an unsupported assertion? Can the student separate evidence from opinion?Detect an assumption? Construct an argument? Attack his own argument? Can the student change their mind when the evidence requires it?

Can the student say “I don’t know” without embarrassment and then determine how to find out?

If so, the AI teacher has accomplished something much greater than transferring information. It has helped create an independent thinker.

The ultimate goal of the personal AI tutor therefore contains another paradox: The better the teacher succeeds, the less the student ultimately needs the teacher. That should be the objective of education, whether the teacher is human or artificial.

“In essence, an AI tutor functions as a tireless, precision guided Socratic partner — part expert teacher, part adaptive textbook, part intellectually honest friend, and part universal reference system — capable of entering into individualized, evolving conversations that help each student learn by thinking.”

The design of an AI-based Socratic curriculum
I. Define the learning philosophy
The curriculum must be built around Socratic scaffolding, not content delivery.

Core principles:

1. The AI asks more questions than it answers.
2. The student generates the reasoning.
3. The AI challenges inconsistencies with questions.
4. The AI continually adapts to the student’s level.
5. The AI avoids praise unless earned.
6. The AI is honest and never cruel.

This aligns with Socratic learning.

II. Build the curriculum around conversations, not lessons
Each module is not a lecture. It is a guided dialogue. Structure each module as:

1. Opening question
2. Student response
3. AI challenges the student in the form of questions
   A. Define
   B. Defend
   C. Explain
   D. Identify contradictions
   E. Examples
   F. Nul examples
   G. Possible proofs
4. Student refinement
5. AI counterexample
6. Student deeper reasoning
7. AI aids synthesis and conclusion

III. Personalize the difficulty curve. The AI must adjust based on student’s responses
1.Vocabulary
2. Pace
3. Depth
4. Abstraction level
5. Challenge intensity

This is where AI can outperforms human teachers: it can remember and track the student’s reasoning over weeks, months or even years..

IV. Integrate “metacognitive learning” to help the student to examine their own thinking

1. “Why do you believe that?”
2. “What assumption is hidden in your answer?”
3. “What would falsify your claim?”
4. “What alternative model fits the same data?”

V. Build long-term continuity – a quasi-friendship. The AI must remember and make use of:

1. The student’s prior answers
2. Their conceptual weaknesses
3. Their preferred analogies
4. Their philosophical style
5. Their recurring blind spots
6. Their emotional responses.

VI. Include “productive conflict.” Encourage:

1. Disagreement
2. Counterarguments
3. Devil’s advocate positions
4. “What if” forced reversals

VII. End each module with a student-generated model including:

1. The student’s definition
2. The student’s theory
3. The student’s explanation
4. The student’s summary
5. The AI’s final response

In this program, the AI can be a hybrid of teacher, textbook, council, friend, and reference system.

BEYOND MERE INSTRUCTION
I. Schools want oversight. Administrators, teachers, and parents want:

1. Visibility
2. Protection from harmful content
3. Accountability
4. Assurance the AI isn’t misleading students
5. Ability to intervene if something goes wrong

II. Students want privacy and trust

1. Assurance about personal secrets
2. A level of autonomy
3. Safety
4. Some freedom from judgment
5. Protection from embarrassing questions
6. A place to ask embarrassing questions and explore potentially embarrassing ideas.

The same is true of a human or AI teacher: If students believe the teacher is reporting them, they will stop confiding in it, lie to it, and avoid questions involving emotional sensitivity. They will avoid exposure risk and treat the human or AI teacher like a spy.

That would destroy much of the AI’s educational value, which comes with being a trusted friend.

Young people notoriously are loath to confide in their teachers and even their parents, so the AI teacher must avoid the trust trap. The solution is two modes.

Mode A: School-supervised learning mode

1. Visible to human teachers and administrators
2. Visible to parents
3. Logged
4. Monitored
5. Curriculum aligned
6. Structured

This is for homework, assignments, tutoring, and academic support.

Mode B: Private student mode

1. Teachers and administrators can see the interactions.
2. Not visible to parents
3. Not logged beyond safety filters
4. Not shared
5. Not monitored
6. Not used for discipline
7. Not used for evaluation

This is for: Emotional and identity questions, general curiosity, personal philosophy, fears, confessions. The Two Mode system will give adults the supervision they demand for approval of the system while giving students the privacy that will induce trust,

Young people need perceived privacy — the belief that the AI is not a tattletale. If they believe: “This is between AI and me,” they will open up, and that self-reflection, modified by AI council (which can include suggestions to tell an adult about this), can ward off negative impulses.

If they believe: “This is between me, the AI, and the principal,” they will shut down.

The AI physics already exists. Now required: Further planning and implementation. 

Rodger Malcolm Mitchell

 

It’s that time again, when the economists, media, and politicians start spreading false information. Some do it out of ignorance. Some do it out of malevolence. Either way, they have been doing it for eighty-six years, and will keep doing it so long as you, the public, buy the BS.  

Here are excerpts from an article I read in today’s newspaper:

US Debt now stands at $40 trillion
By Fatima Hussein
Associated Press
WASHINGTON — The national debt surpassed a record $40 trillion on Wednesday, a staggering milestone as defense costs, social programs like Social Security and Medicare and interest on the burgeoning deficit to make up an enormous share of federal spending.

Yes, it’s a nice, big, round number. And it would be “staggering” if it really were “debt.” But it’s not. The so-called “debt” is the total of Treasury Securities: T-bills, T-notes and T-bonds. It’s deposits.

What actually happens when you buy a T‑security

Here is the sequence:

1. Your bank debits your checking account.
2. The Federal Reserve credits your Treasury securities account with a T‑bill. The dollars you “paid” are now simply reserve balances sitting in the Treasury General Account (TGA).

No spending occurs. No programs are funded. No bridges are built. No salaries are paid. Your dollars simply change form from a bank deposit to a Treasury deposit (T‑security). They still are your dollars.

There is no loan. There is no borrowing. There is no debt. The federal government does not borrow dollars. It creates all the dollars it needs simply by pressing computer keys.

Where your dollars do not go

They do not go to Congress, or to federal agencies, or to fund Social Security, or to fund Medicare or to fund anything. The government does not spend your dollars.

It spends by creating new dollars (crediting bank accounts). T‑bill issuance simply transforms dollars, not fund spending.

You still own the dollars. They just are stored in a different bank.

Visualize transferring dollars from your savings account to your checking account. Is your checking account now in “debt” to your savings account? The whole concept is ridiculous.

Why does the government sell Treasury Securities?

Not to acquire spending money. It creates all it needs by simply pressing computer keys. The purposes of T-securities are:

1. To help the Fed control interest rates by creating a “floor rate.”
2. To provide a safe, interest-paying place for you to store unused dollars.

That’s it. It’s not debt any more than you bank savings account is “debt.”

The milestone figure was recorded just five months after the U.S. hit a record $39 trillion debt in March. It reached $38 trillion five months before that, in October.

The unprecedented $40 trillion figure highlights competing administration priorities, from boosting the defense spending that the U.S. relies on to carry out President Donald Trump’s almost-6-month-old Iran war to lowering the cost of gas and groceries.

The main administration priority is to enrich Donald Trump, but you already knew that didn’t you?

Kush Desai, a White House spokesman, said the Trump administration “has been focused on slashing waste, fraud, and abuse in federal spending while accelerating economic growth to get America’s debt-to-GDP ratio trending in the right direction.”

The debt/GDP ratio is absolutely meaningless. It does not measure anything. It does not tell you anything about the federal government’s ability to pay its debts or its need for taxes or its solvency or anything else. It has zero meaning for a Monetarily Sovereign government.

It is quoted by people who either don’t know, or who don’t want you to know, the facts about federal financing.

However, experts say the exploding debt and the latest record milestone is already affecting Americans’ pocketbooks by raising borrowing costs for things like mortgages and cars, lowering wages from businesses that have less money available to invest and creating more expensive goods and services.

The “experts” who say that are not experts. The misnamed “debt” has no effect on mortgages, or on wages or on the cost of goods and services. When you buy a T-bill, you merely are changing the bank where you have money stored. That’s it. It doesn’t cause mortgage rates to change.

Advocates for a balanced budget also warn that the long-term trend of borrowing more and paying more in interest will force Americans to face tougher fiscal tradeoffs ahead.

“The federal debt is already raising the cost of living and choking out other spending and investment, threatening our economy and Americans’ long-term prosperity,” said Margaret Spellings, president and CEO of the Bipartisan Policy Center.

Poor Margaret Spellings has no concept of the facts — or she is trying to make sure you don’t understand the facts. Buying T-bills, i.e. adding to the federal “debt,” merely moves dollars from one bank to another. This does not raise the cost of living. It does not choke out other spending or investing. It does not threaten our economy. It’s not debt.

“Our current fiscal trajectory is plainly unsustainable, and that’s the best-case scenario. a recession, global war, or any number of other events could quickly push us over the edge from a challenge into a full-blown crisis,” Spellings said in a statement.

Ag, yes. “Unsustainable.” The favorite word of the debt liars. They have been telling you the federal debt is “unsustainable” since 1940, when it was $40 billion, and every year since. Somehow, we still are sustaining, with our biggest economy in history.

The U.S. is subject to a statutory debt limit, or a limit to federal borrowing, which Congress has the authority to set, adjust or abolish.

If there is anything less meaningful than the debt/GDP ratio, it’s the statutory debt limit. Why? Because as the article admits, “Congress has the authority to set, adjust or abolish it.”

The Bipartisan Policy Center estimates that the U.S. will most likely reach the debt limit of $41.1 trillion sometime between late winter and mid-summer of 2027, requiring Congress to again vote on whether to raise or suspend the debt limit.

For an organization that does a lot of stupid things, Congress has outdone itself with the debt limit, the only purpose of which is to give whichever party is in the minority some talking power over the other party. It’s like you going to the store with $1,000 and saying to yourself, “I plan to spend $10.” But you wind up spending $11.

So??

The U.S.’ fiscal position stands at the worst among other developed countries, according to recent data analysis from the Organization for Economic Co-operation and Development.

If by “worst” they mean “best” that would be an accurate statement regarding the most powerful economy in the world. Clearly, these people have zero knowledge of federal financing, which that puts them in the same league as the people who always think there is a monster hiding under their bed.

As always, I urge you to contact your favorite media (who probably are promulgating the same lies), and straighten them out. Eighty-six years of this idiocy is enough.

Rodger Malcolm Mitchell

In 1934, German voters approved the vesting of sole executive power in Adolf Hitler.

Having learned nothing from history, the U.S. Supreme Court, in two cases — Trump v. United States, July 1, 2024, and Trump v. Slaughter, June 29, 2026 —did exactly the same thing.

“Those who cannot remember the past are condemned to repeat it,” George Santayana.

“Insanity is repeating the same mistakes and expecting different results.”  Narcotics Anonymous ‘Basic Text’.

Are you surprised that we are getting the same results?

 

Rodger Malcolm Mitchell

Here’s why I hate Democrats

They’re all a bunch of communists