UNFUCG
DashboardSearchChatBookmarksNotificationsActivityPremiumProfile
?
Home
Search
Chat
Saved
Profile
Episode
This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233
~120 min
Episode Brief·YouTube

This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233

Peter Diamandis
Watch on YouTube Add to chat My bookmarks← All sources

TL;DR

The four things you'd lose by not watching

4 items

TL;DR

The four things you'd lose by not watching

4 items
1

Alpha Schools uses AI tutors to compress K-12 academics into 2 hours/day, with students scoring in the top 1-2% nationally (average senior SAT 1535) and over 90% reporting they love school.

2

The model replaces traditional teachers with highly paid 'guides' who focus solely on motivation and life skills, while AI generates personalized lessons and uses vision models to coach learning habits in real time.

3

Afternoons are dedicated to life skills workshops—entrepreneurship, public speaking, grit—where students build real businesses, produce musicals, and even submit research to Nature.

4

The founders are scaling via private micro-schools and plan to launch multiple themed school models (sports, gifted, wilderness) on their Timeback platform, while aiming for a million-student randomized controlled trial to prove efficacy.

Protocols

Concrete recipes — what, when, how much, and why

10 items

2-hour AI-powered academic block

WhatStudents spend 2 hours in the morning on personalized AI-driven lessons for all core subjects, with breaks every 30 minutes.
WhenDaily, morning.
Dose2 hours.
For whomK-12 students.
WhyLearning science shows one-on-one tutoring is far more efficient; AI can personalize to each student's level and pace, achieving 2-3x faster learning.
CaveatsRequires a distraction-free environment; no chat functionality to prevent cheating; vision models monitor for off-task behavior.

The AI generates lessons based on knowledge graph, interest graph, and cognitive load theory, keeping accuracy at 80-85%. It uses vision models to coach learning habits. The system is mastery-based, so students don't move on until they master a topic. This frees up afternoons for life skills. The platform is called Timeback, and they've invested over $100M in it.

Mechanism

Personalized lesson generation, dual coding (visual+auditory), zone of proximal development, mastery-based progression.

by lunchtime, they're finished with their academics, and the rest of the school day is these super fun workshops.

Also said
“kids are getting this one-to-one interaction on the computer that's meeting them at the level and pace where they're challenged. They're in what we call like the zone of proximal development”— Explains the pedagogical basis.

AI vision model coaching

WhatThe AI watches the student's screen via vision models and provides real-time coaching, e.g., telling them to stop scrolling, read explanations, not guess answers.
WhenDuring the 2-hour academic block.
DoseContinuous monitoring.
For whomAll students using the platform.
WhyTo ensure students are using effective learning strategies and not wasting time, turning screen time into productive learning.
CaveatsCurrently expensive ($10k/student in AI tokens), but costs will decrease; requires streaming screen data.

The vision models detect anti-patterns like switching to ChatGPT or Minecraft, guessing, skipping explanations. It assigns XP (experience points) only for focused learning minutes. A waste meter shows percentage of time wasted. This was initially trained with human reviewers watching recordings at night.

Mechanism

Computer vision models analyze screen activity; reinforcement signals to student.

the AI is watching the screen, and it's saying, look, kid, you know, you're scrolling, you're guessing the answers, or when you miss the question, you're not listening to the explanation... it's coaching them into good self-driven learning habits.

Also said
“we literally have a waste meter in the corner where it's like, 'Dude, you're wasting 50% of your time.'”— Concrete feedback mechanism.

mastery-based progression with time estimation

WhatStudents must achieve mastery (100%) on each topic before advancing; the system tells them how many hours of focused work remain to master a subject.
WhenThroughout the academic program.
DoseUntil mastery is demonstrated.
For whomAll students.
WhyEliminates learning gaps and shifts mindset from fixed ability to effort; all students can achieve top scores.
CaveatsMay require motivation to go back and fill gaps; some students initially resist revisiting earlier material.

The system is called Timeback because it gives time back. It tells a student 'you're 17 hours away' from mastering a grade level. This reframes academic struggle as a time investment, not a lack of intelligence. It also allows advanced students to accelerate without being held back. Joe shared that when they assessed incoming students, A students were anywhere from 1 year ahead to 3 years behind; B students were 3 to 7 years behind. The system quickly fills those gaps.

Mechanism

Knowledge graph tracking, adaptive assessment, mastery gates.

it literally tells the kid, you're 17 hours away. Right? You're 5 hours away. And so, it moves everything from I'm not smart enough or I'm not capable... to oh, okay, well, I'm 5 hours away from mastering it and getting a 100.

Also said
“in a mastery-based system you don't move up to the next grade level until you master, right, what you're on”— Defines the rule.

weekly one-on-one with guide

WhatEvery student has a 30-minute individual meeting with their guide each week for mentorship, goal setting, and emotional support.
WhenWeekly.
Dose30 minutes.
For whomAll Alpha students.
WhyBuilds strong relationships, provides personalized support, and addresses social-emotional needs; contrasts with 22 seconds/day in traditional schools.
CaveatsRequires guides trained in mentor mindset (high standards, high support).

The guide's role is purely motivational and emotional. These meetings are a key part of the culture. The most popular emporium item is a special lunch with the guide, indicating the value students place on this connection. The guide training is based on Dr. Yeager's '10 to 25' book and mentor mindset.

Mechanism

Relationship building, mentoring.

all of our students every week, they get a one-on-one 30-minute uh meeting with their guides. Every single week, they're getting that connection.

Also said
“the average amount of one-to-one time in a traditional school with a teacher and a student? 22 seconds a day.”— Highlights the contrast.

afternoon life skills workshops

WhatAfter academics, students participate in workshops on leadership, teamwork, storytelling, public speaking, entrepreneurship, financial literacy, socialization, and grit, often culminating in real projects.
WhenDaily afternoons.
DoseSeveral hours.
For whomAll students.
WhyAcademics alone are insufficient; these skills prepare students for an AI-driven world and foster adaptability, creativity, and purpose.
CaveatsRequires significant resources and guides with diverse expertise; workshops vary by school and age.

Examples include fifth graders running food trucks, high schoolers building businesses, a senior producing a Broadway musical, and a student submitting to Nature. The school also does an Ikigai values workshop and a 168-hour time tracking exercise to help students become intentional creators rather than passive consumers. The workshops are designed to be fun and team-based.

Mechanism

Project-based learning, mentorship, real-world application.

in the afternoon, you're getting all these killer workshops, right? Team-based, super fun workshops run by adults... that are teaching them all of those life skills

Also said
“we have fifth graders, you know, running food trucks and running Airbnbs for their entrepreneur workshop”— Concrete example.

in-class motivation rituals

WhatWhen a student hits an academic goal, they signal the guide (e.g., touch nose), triggering a 5-second silent dance party; for big goals, the whole class does a 'roller coaster' dance; students earn Alpha currency for hitting goals, which they can spend at the emporium.
WhenDuring academic block, whenever goals are met.
DoseBrief, frequent.
For whomAll students, especially younger ones.
WhyProvides immediate positive reinforcement, makes learning fun, and teaches financial literacy through currency.
CaveatsMust be calibrated to not disrupt flow excessively.

These micro-celebrations are part of the motivational culture. The silent dance party is a quick, fun break. The roller coaster involves the whole class. Alpha currency can be used to buy LEGO sets, snacks, or a special lunch with the guide. This system gamifies learning and reinforces goal-setting.

Mechanism

Operant conditioning, gamification.

when they would hit one of their academic goals, they would give a secret signal... touch your nose, and that would signal I hit one of my academic goals, and then that starts, get ready for it, a silent dance party.

Also said
“the whole class does a roller coaster ride, which again looks a little like this.”— Another celebration ritual.
“we pay our students alpha currency and teach financial literacy concepts for hitting goals.”— Adds financial literacy layer.

shadow day visit

WhatProspective students spend a day at Alpha to experience the school; parents are warned not to send their child unless they are ready to switch, because kids often refuse to go back to their old school.
WhenBefore enrollment.
DoseOne full school day.
For whomFamilies considering Alpha.
WhyAllows families to experience the culture and see if it's a fit; high conversion rate because kids love it.
CaveatsMay cause conflict if parents aren't ready to move.

McKenzie says they host info sessions and shadow days. The warning is serious: kids will rebel if they have to return to traditional school. This is a testament to the love of school.

don't send your kid to a shadow day unless you are convinced that you want to move or your kids will rebel. They'll be like, I'm not going back to my old school.

required reading of optimistic books

WhatAll Alpha students read Matt Ridley's 'The Rational Optimist' and Peter Diamandis's 'Abundance' to cultivate an optimistic, abundance mindset about the future.
WhenPart of curriculum.
DoseAs assigned.
For whomAll students.
WhyTo counter pessimism and equip students with a positive framework for the future, especially regarding AI and technology.
CaveatsNone mentioned.

Joe mentions that they had Matt Ridley visit, and students used his own arguments to challenge his education doomerism. The school emphasizes that this is the best time in history to be a five-year-old because AI will give kids superpowers. The guides are also happy and optimistic, which contrasts with many traditional educators.

all our kids read Rational Optimist, right? Well, they have to read they have to read a book they have to read Abundance as well.

Also said
“he came to the school and he actually was sort of an AI doomer when it came to education. And I couldn't have been more proud as our students sat there and used his arguments from his books and examples from what their day is like on why he needs to see the world differently.”— Shows the impact of the reading.

founding family recruitment

WhatTo open a new Alpha school, identify and empower founding families who will recruit other families, creating a core group before public launch.
WhenWhen expanding to a new city.
DoseOngoing until critical mass (~100 students).
For whomAlpha's expansion team and early adopter parents.
WhyOvercomes the 'nobody wants to be first' problem; leverages social proof and trust.
CaveatsRequires highly motivated parents willing to evangelize.

Joe explains that once a school has 100 students, demand surges. Founding families are crucial. McKenzie's own story of co-founding to curate her kids' peer group exemplifies this.

the core of growth is going to a city and finding those first set of families who are like yes, I'm in and and I'm actually going to go recruit the other families

Also said
“nobody wants to be the first 20.”— The hurdle.

waste meter feedback

WhatA visible meter on the student's screen shows the percentage of time wasted (e.g., scrolling, guessing, not reading explanations), encouraging self-correction.
WhenDuring academic block.
DoseContinuous.
For whomAll students.
WhyMakes students aware of inefficient behaviors and motivates them to adopt better learning habits to finish faster and get to workshops.
CaveatsCould cause stress if not framed positively; part of a supportive system.

The waste meter is part of the AI coaching. It ties into the motivation of getting time back: if you waste time, you take longer to finish academics and have less time for fun workshops. The AI detects specific anti-patterns.

Mechanism

Behavioral feedback, operant conditioning.

we literally have a waste meter in the corner where it's like, 'Dude, you're wasting 50% of your time.'

What's new

Personal practice updates, fresh positions, predictions

5 items

two-hour academic day with AI tutors

throughout the discussion on academics

Students complete all core academics in 2 hours per day, learning 2.5-3x faster, using AI-generated personalized lessons based on 40 years of learning science.

Why this matters: Challenges the assumption that more time in class equals more learning; frees up afternoons for life skills and passion projects.

Background

Traditional school day is 6+ hours plus homework. Learning science has long shown that one-on-one tutoring (Bloom's 2 sigma) can get all kids to top 2%, but it doesn't work in a teacher-in-front-of-classroom model.

Joe explains that they took all the learning science and built an engine with AI tutors (not chatbots) that generate personalized lessons for each kid at their level, considering knowledge graph, interest graph, and cognitive load theory. The AI ensures 80-85% accuracy to keep kids in the zone of proximal development. They use vision models to monitor screen activity and coach learning habits, detecting cheating or guessing. They have a 'waste meter' showing time wasted. The system is mastery-based: students don't advance until they master a topic, so all kids can get 100% on standardized tests. This shifts the mindset from 'I'm not smart enough' to 'I'm 5 hours away from mastering it.' The platform cost over $100M to build, and they currently spend $10k per kid on AI tokens, which they aim to reduce.

Personal experience

Joe became principal 3 years ago and initially had humans reviewing video at night to train the model. He now stands in front of parents and reports on curriculum improvements, like a 20% time reduction in math.

we've known for 40 years how kids could learn two, five, or 10 times faster. ... Unfortunately, it doesn't work in a teacher in front of a classroom model.

Also said
“if you take AI generative AI and you take learning science and you generate personalized lessons plans for every kid at whatever level they are, those kids can learn 10 times faster.”— Explains the core mechanism.
“the AI is watching the screen, and it's saying, look, kid, you know, you're scrolling, you're guessing the answers, or when you miss the question, you're not listening to the explanation... it's coaching them into good self-driven learning habits.”— Details the vision model coaching.

afternoon life skills workshops

discussion of the third pillar

After the 2-hour academic block, students engage in workshops teaching leadership, teamwork, storytelling, public speaking, entrepreneurship, financial literacy, socialization, and grit, often resulting in real businesses, TED Talks, and even Nature submissions.

Why this matters: It uses the freed-up time to develop skills that traditional schools neglect, with tangible, impressive outcomes.

Background

Traditional schools offer limited extracurriculars, often competitive and exclusive. Alpha makes life skills a core part of the day for all students.

The afternoon workshops are team-based, fun, and run by adults. Examples: fifth graders running food trucks and Airbnbs, high schoolers building businesses, a senior producing a Broadway musical, a student submitting research to Nature. The workshops are designed to be adaptable; for instance, a sailing workshop teaches adaptability and teamwork by sailing from Florida to the Bahamas. The school also has an 'emporium' where kids spend Alpha currency earned from hitting goals, teaching financial literacy. The guides help students shift from being consumers to creators, e.g., instead of playing video games, they learn to code and build their own. They do an Ikigai values workshop and track 168 hours of their week to become intentional.

Personal experience

McKenzie mentions a student who submitted to Nature, and Joe describes the senior producing a musical.

in the afternoon, you're getting all these killer workshops, right? Team-based, super fun workshops run by adults... that are teaching them all of those life skills um to get them ready for the real world.

Also said
“we have fifth graders, you know, running food trucks and running Airbnbs for their entrepreneur workshop”— Concrete example of entrepreneurship.
“we have an Alpha high student who actually today submitted her research to Nature, which no high school student in history has actually been published in Nature”— Shows extraordinary academic achievement outside of class.

closed-loop learning data cycle

later in the discussion about data

Alpha has a reinforcement learning loop where learning scientists propose changes, implement them in the AI, measure student outcomes on standardized tests, and iterate, leading to rapid improvements like 20% faster math learning.

Why this matters: It's analogous to how AI models are trained, applied to education, making the system self-improving at a pace unheard of in traditional schools.

Background

Traditional education lacks rapid feedback loops; curriculum changes take years and are rarely data-driven at the individual level.

Joe explains that they are the only ones with a closed-loop data cycle in education. The learning science team comes up with an idea, puts it into the lesson generation, kids do the lessons, and they measure learning via standardized test results. They can then adapt. He gave an example: in August, he announced a new math curriculum that would be 20% more efficient. Eight weeks later, he reported that grades 4-12 were exceeding targets, but K-3 were struggling because they gave too much freedom of choice; they adjusted and got back on track. This rapid iteration is possible because they control the whole stack. They initially had humans reviewing video to train the AI, similar to Tesla's autopilot training.

We're the only ones in the world with a closed-loop data cycle... our learning science team comes up with an idea and they're like, 'Okay, let's implement this new idea and see.' They put it in, right, generate the lessons, the kids do the lessons, you measure the learning.

Also said
“in August I stood in front of all the parents, I'm like, 'We got a new math curriculum, K through 12. Kids are going to learn more in 20% less time'... 8 weeks later... 'Fourth through 12th, we're crushing it... K-3, we're not. The kids are getting lost... we're going to be changing that'”— Real example of the cycle in action.

brainlift framework

near the end, discussing rate of change

Alpha high schoolers use a 'brainlift' data structure that divides knowledge into what LLMs are good at and what humans are good at, guiding them on where to focus their learning.

Why this matters: It's a proactive curriculum adaptation to AI capabilities, teaching students to leverage AI rather than compete with it.

Background

Most schools ignore AI's impact on knowledge work, leaving students unprepared for a world where AI can outperform humans in many cognitive tasks.

Joe describes the brainlift as a data structure for human knowledge. It categorizes areas where LLMs excel and where humans still have an edge, and they teach students accordingly. As AI improves, they update the brainlift. This prepares students to use AI as a superpower. The students are optimistic, telling Joe that AI will give them superpowers and 'it's wraps for you adults.' The school fosters this optimism by having students read 'The Rational Optimist' and 'Abundance,' and even had Matt Ridley visit, where students used his own arguments to counter his education doomerism.

we have a concept called a brainlift, which is the data structure for human knowledge, right? And it literally divides this is the stuff LLMs are going to be good at or are good at and will be and this is the part that humans are good at.

Also said
“they wake up every day and when you talk to them, they're like, yeah, you adults, man, it's wraps for you guys. We are going to AI's going to let give us superpowers and we're going to take over the world.”— Shows student mindset.

founding family model

discussion on opening schools

To open a new Alpha school, they need a group of founding families who recruit others, because parents need a trusted reference and to see a kid at the school do something their kid can't.

Why this matters: It's a grassroots growth strategy that relies on social proof rather than marketing, acknowledging that nobody wants to be first.

Background

New schools struggle to gain trust; parents are risk-averse and want evidence before switching.

Joe explains that nobody wants to be the first 20 families. Once a school has 100 students, everyone wants to come. So they find founding families who are willing to be first and actively recruit others. The two things parents need to move their kid: a reference from a trusted adult in their city, and seeing a kid at the school do something their kid can't (love of school, academics, life skills). McKenzie's own story: she co-founded Alpha to surround her kids with the right peers. Joe was a laggard, taking 2 years to be convinced.

Personal experience

McKenzie's founding story; Joe's initial skepticism: 'I was like all the other parents is my kids I went to Catholic school didn't really like it you know almost expelled cuz I skipped school all the time you know, dropped out of college, but my kids are going to Catholic school.'

the core of growth is going to a city and finding those first set of families who are like yes, I'm in and and I'm actually going to go recruit the other families

Also said
“nobody wants to be the first 20.”— Succinctly captures the challenge.
“the two things parents need to to move a kid from their school is they need a reference from an adult they trust a parent they trust in their city. And they need to see a kid at the school do something their kid can't do.”— The formula for conversion.

Recommendations

Products, supplements, and tools mentioned in the episode

4 items

Math Academy

Product

Joe says Math Academy is the best app for learning math, and its 'Math Academy Way' is a 500-page document of learning science. They partner with them and use it within their platform.

Joe recommends that anyone interested in learning science read the Math Academy Way. It's an example of an app that embodies the principles they use: mastery-based, personalized, and grounded in decades of research.

vs alternatives

Compared to other math apps, it's based on deep learning science rather than gamification alone.

Math Academy is the best app and then you can just go download it. It's awesome. Uh if you actually care about learning science, Math The Math Academy Way is 500 action-packed pages of all the concepts of these, you know, 40 years of learning science that you should read.

Find Math

10 to 25: The Science of Motivating Young People by David Yeager

Book

Joe mentions that Dr. Yeager's book and his concept of the 'mentor mindset' (high standards, high support) is the basis for their guide training program.

The mentor mindset is central to how guides interact with teens. The book provides the psychological framework for motivating adolescents, which Alpha has operationalized in its guide training.

a great book that um you know, I don't know if you've Dr. Yeager's 10 to 25 how to motivate kids from 10 to 25, right? ... he has this concept of the mentor mindset, which is teens need high standards and high support. Right? And so he actually has developed our training program for our guides.

Find 10

The Rational Optimist by Matt Ridley

Book

Required reading for Alpha students to foster an optimistic worldview about human progress and technology.

Students read it and even debated the author when he visited, using his own arguments to counter his skepticism about AI in education. It's part of the school's effort to cultivate an abundance mindset.

all our kids read Rational Optimist

Find The

Abundance by Peter Diamandis

Book

Also required reading for Alpha students, alongside The Rational Optimist, to instill a mindset of exponential thinking and possibility.

they have to read Abundance as well.

Find Abundance
Disclosed sponsorships4speaker disclosed

Timeback platform

Product Sponsored · disclosed

The AI-powered learning platform that delivers personalized lessons, vision model coaching, and mastery-based progression. It is the core of Alpha's academic model.

DisclosureJoe Lamont and McKenzie Price are founders of Alpha Schools, which developed Timeback.

They invested over $100M in it. It's not commercially available as a standalone product yet, but they plan to use it to power multiple school models (sports academy, gifted, wilderness, Montessori) and eventually license it or package it with motivation partners for global scale.

vs alternatives

Unlike generic EdTech or ChatGPT, it's built on learning science and includes vision model coaching and a closed-loop data cycle for continuous improvement.

we put in over $100 million into this platform. So, it's a big lift on on being able to do this. But, what we have today is a learning engine that teaches kids basically K through 12 at 10 times faster than if they sat in class.

Find Timeback

Future of Education podcast

Service Sponsored · disclosed

McKenzie mentions her podcast where she gives parents a taste of what's possible in education and shares insights from Alpha's model.

DisclosureMcKenzie Price is the host.

I've got a podcast called Future of Education and uh we spend a lot of time uh on those channels just giving parents a little bit of a taste of what uh what's possible in school

Find Future

alpha.school

Service Sponsored · disclosed

To learn more about the model, find locations, and apply.

DisclosureOfficial website of Alpha Schools.

you can go to alpha.school and learn more about our model

Find alpha.school

@jaylemann on X

Service Sponsored · disclosed

He posts about life as a principal, the business of education, and Alpha students' achievements.

DisclosureJoe Lamont's personal account.

You can get jaylemann is where I post and you'll see sort of life as a principal.

Find @jaylemann

Notable quotes

Lines worth pulling out — contrarian, specific, or perfectly phrased

8 items
kids must love school. Right, if we're going to put our kids in it for a decade plus, kids should love school. And we actually measure it where over 90% of our kids love school.
Radical redefinition of school's purpose; backed by data.
we've known for 40 years how kids could learn two, five, or 10 times faster. ... Unfortunately, it doesn't work in a teacher in front of a classroom model.
Highlights the gap between research and practice that Alpha is finally bridging.
the school boards literally say things like, 'I was put on this earth to stop people like you.'
Stark example of institutional resistance to innovation.
if you ask alpha parents and say can you get a hundred on the... state standardized test, you know, fewer than 10% of the parents are like yeah, of course you can get a hundred... if you ask the alpha students 95% say you can get a hundred because they have.
Demonstrates the profound mindset shift from fixed to growth that the mastery system creates.
the average amount of one-to-one time in a traditional school with a teacher and a student? 22 seconds a day. That's it.
Shocking statistic that underscores the lack of personal attention in conventional schooling.
don't send your kid to a shadow day unless you are convinced that you want to move or your kids will rebel. They'll be like, I'm not going back to my old school.
Speaks to the school's magnetic appeal and the risk of exposing kids to a better model.
this is the best time in history to be a five-year-old. Right? AI is going to impact adults very differently. ... AI is going to give us kids superpowers.
Optimistic framing of AI for children, counter to common fears, and a core belief driving the school's philosophy.
We're the only ones in the world with a closed-loop data cycle... our learning science team comes up with an idea and they're like, 'Okay, let's implement this new idea and see.' They put it in, right, generate the lessons, the kids do the lessons, you measure the learning.
Shows a scientific, iterative approach to education that is unprecedented in K-12.

Sign in to share feedback

Tell us if this brief hit the mark or missed it — feedback feeds back into the next iteration of the prompt.

Topics covered

ai-educationalpha-schoolsmastery-learningpersonalized-learningschool-reformteacher-rolelife-skillseducation-datacharter-schoolsscaling-educationstudent-motivationscreen-timefuture-of-workparentingoptimism
Free account

Make this library yours

Reading is free for everyone. A free account adds the personal layer: save protocols, follow experts, and see how the other experts weigh in on this same topic.

Create a free accountSign in

Where the experts disagree — weekly

One email a week: the sharpest new disagreements and protocols from the library. No spam, unsubscribe anytime.

Educational summary of the cited expert source — not medical advice. Open the source recording linked above and consult a qualified physician before acting on any protocol.