[HN Gopher] I am starting an AI+Education company
       ___________________________________________________________________
        
       I am starting an AI+Education company
        
       Author : bilsbie
       Score  : 373 points
       Date   : 2024-07-16 17:57 UTC (5 hours ago)
        
 (HTM) web link (twitter.com)
 (TXT) w3m dump (twitter.com)
        
       | treprinum wrote:
       | Cool! Does Eureka Labs/Andrej plan to offer grad/PhD-level
       | courses (or better) with similar topics to CS236, CS224N etc. in
       | the future as well?
        
       | juliushuijnk wrote:
       | Hope it will enable all of us to become not just smarter, but
       | also wiser :)
        
       | boyka wrote:
       | Can someone please provide the mentioned links? (For those
       | without X account)
        
         | layer8 wrote:
         | https://xcancel.com/karpathy/status/1813263734707790301
        
       | MarcScott wrote:
       | I think teaching is one of the few roles that can't be replaced
       | by AI. If you're a self-motivated learner, eager to gain new
       | skills, then AI is perfect for you. Having a virtual Feynman
       | coach you through a Physics course is perfect.
       | 
       | Most learners, the world over, are not self-motivated. The
       | pandemic showed us exactly what children would prefer to do, when
       | they don't have a physical teacher standing over them, which is
       | bugger all. We send kids to school, in the hope they get some
       | education, but the reality is that we use schools for free
       | childcare while we work. If parents have to additionally monitor
       | their child's learning, it breaks down pretty quickly.
       | 
       | I see AI being more of a teaching assistant, rather than a
       | replacement for teachers. Having been in the education game for
       | over twenty five years, I know the difference in impact when
       | comparing virtual learning to in-person training.
        
         | ilaksh wrote:
         | AI certainly can't completely replace teachers, but the
         | potential gains for personal tutoring from SOTA LLMs still seem
         | enormous to me.
         | 
         | And I'm not trying to make a general argument against in person
         | training. But I think the details of how virtual learning
         | happens matters quite a lot. AI can make it much more
         | personalized and make tutoring relatively affordable. Don't you
         | think?
        
           | dinobones wrote:
           | AI has personally tutored me about obscure, deep linear
           | algebra concepts. It's so great to get applied examples and
           | be able to ask why/how something works, rather than reading a
           | stuffy Wikipedia article or math textbook.
           | 
           | It's been extremely effective for me, where reading a math
           | textbook/wikipedia article seemed like _too much effort_ ,
           | but a friendly conversation with my AI tutor was just fine.
        
             | brendoelfrendo wrote:
             | How can you bring yourself to trust the AI? Just yesterday
             | a friend and I asked Chat-GPT a physics question, and for
             | some reason his assistant asserted that the speed of light
             | was 3,000 m/s, which is off by two orders of magnitude. We
             | know that's wrong so we can tell the AI to do it again but
             | right this time, but if it was explaining a concept we
             | didn't already understand, I can't see how the output would
             | be any more meaningful than asking a random stranger and
             | trusting their response.
        
               | AuryGlenz wrote:
               | Ever since the step(s) beyond ChatGPT 3.5 I haven't
               | noticed any huge errors like that, personally. Are you
               | sure you were on a new model?
               | 
               | Also, how can you trust anyone? People are wrong.
               | Teachers can be wrong. Web pages can be wrong. Books can
               | be wrong. I think LLMs will probably soon be the least
               | likely to be wrong out of any of those.
        
               | dinobones wrote:
               | Yeah exactly this, ChatGPT 4-o very rarely, if ever,
               | hallucinates.
        
               | aleph_minus_one wrote:
               | A very easy way to get basically _every_ current AI model
               | to hallucinate:
               | 
               | 1. Ask a highly non-trivial research question (in
               | particular from math)
               | 
               | 2. Ask the AI for paper and textbook references on the
               | topic
               | 
               | At this point, already many of these references could be
               | hallucinations.
               | 
               | 3. If necessary ask the AI where in these
               | papers/textbooks you can find explanations on the
               | questions, and/or on which aspect of the question or
               | research area the individual references focus.
        
               | simonw wrote:
               | How can you bring yourself to trust a human teacher?
               | Humans are wrong sometimes too, often with confidence.
               | 
               | The trick to learning effective timely (with both LLMs
               | and human teachers) is to recognize that you should learn
               | from more than one source. Think critically about the
               | information you are being exposed to - if something
               | doesn't quite feel right, check it elsewhere.
               | 
               | I genuinely believe that knowing that an information
               | source is occasionally unreliable can help you learn MORE
               | effectively, because it encourages you to think
               | critically about the material and explore beyond just a
               | single source of information.
               | 
               | I've been learning things with the assistance of LLMs for
               | nearly two years now. I often catch them making mistakes,
               | and yet I still find them really useful for learning.
        
               | danielmarkbruce wrote:
               | To your point... if you _trust_ anything, you already are
               | at a big disadvantage in learning. It 's the wrong
               | attitude.
        
               | aleph_minus_one wrote:
               | > How can you bring yourself to trust a human teacher?
               | Humans are wrong sometimes too, often with confidence.
               | 
               | If humans/AIs are wrong about a topic (in particular
               | wrong in a confident way) multiple times, I _will_ stop
               | trusting them to be experts in the topic. What I
               | experienced is rather that many human experts in academia
               | tend to be honest when they are not sure about the
               | answer.
        
               | mecsred wrote:
               | Trust but verify. If you're doing your homework you
               | should be able to notice things not lining up and ask the
               | model about them. Human teachers can also make mistakes
               | (though usually less than an AI hopefully) and it's the
               | same process dealing with those.
               | 
               | In my opinion the best teachers just direct your
               | questions in the direction where the answers you find
               | give you the most useful information. I'm optimistic that
               | AI could be an improvement to the average for
               | scientifically minded learners, though I wouldn't expect
               | it to be more effective than a 1 on 1 with a good
               | teacher.
        
               | nathan11 wrote:
               | This problem isn't exclusive to current implementations
               | of AI.
               | 
               | I had a US business professor explain in one of my
               | business classes that making a bit more money might push
               | you over into the next tax bracket and cost you more in
               | taxes than you made.
               | 
               | This guy had a PhD, had been teaching for decades and
               | apparently didn't understand the marginal tax system.
        
               | gjm11 wrote:
               | Nitpick: Your number of orders of magnitude is off by a
               | (binary) order of magnitude.
               | 
               | The speed of light is about 300,000,000 m/s. (In fact
               | it's _exactly_ 299,792,458 m /s, because that's how the
               | metre is defined.) So 3,000 m/s is off by _five_
               | (decimal) orders of magnitude, not two.
        
             | danielmarkbruce wrote:
             | A likely truth no one wants talk about : LLMs will only
             | help people who want to learn. Those people are likely
             | already in very good shape in life. The amount of help from
             | LLMs is likely very high for such people - as you note the
             | ability to have a back and forth is very helpful.
             | 
             | For 99% of the population, they aren't going to do this. It
             | is what it is.
        
           | eldaisfish wrote:
           | A major part of the learning process is your peers. Learning
           | is groups has benefits especially when you can bounce ideas
           | off other humans.
           | 
           | You cannot replace that with a machine.
        
             | ilaksh wrote:
             | Gotcha. So I guess the question is, can an AI run a Zoom
             | meeting or interactive multiplayer learning game with a
             | bunch of kids on it? Have to admit that might be a stretch.
        
         | onemoresoop wrote:
         | AI can augment teachers though.
        
           | surfingdino wrote:
           | How?
        
         | OmarShehata wrote:
         | > Most learners, the world over, are not self-motivated
         | 
         | this seems like a bizarre conclusion. In my experience, most
         | people, the world over, are in fact self motivated. You won't
         | see that if you have a very narrow definition of what is it
         | that they're supposed to be learning
         | 
         | kids aren't motivated to do boring math drills, because they
         | don't see why it matters to their life (the real answer is: it
         | does not, they are not wrong).
         | 
         | I appreciated hearing this echoed by Conrad Wolfram in a recent
         | PIMA episode: https://freakonomics.com/podcast/why-do-we-still-
         | teach-peopl...
        
           | sillysaurusx wrote:
           | I think it might be worth considering whether you've had a
           | privileged upbringing. Thinking back on it, the majority of
           | people probably would have been content to play games all
           | day. You could argue that that's learning, but unfortunately
           | it's not the kind of learning that society tends to reward.
           | 
           | I've heard that kids in upper middle class circles are
           | totally different in this regard though. Maybe they want to
           | do more on average.
        
             | pigscantfly wrote:
             | I think this perspective is belied by the vast over-
             | subscription of free public education in places where it
             | has previously been paid only[1] (at this point, mainly in
             | Africa). It does seem like there is strong evidence that
             | most children and parents recognize the value of education
             | and are self-motivated to pursue it where it is accessible
             | to them. I believe it follows that lowering cost and
             | barriers to quality education will improve outcomes without
             | a need to otherwise coerce participation.
             | 
             | [1] See, most recently, Zambia
        
               | geodel wrote:
               | Not really. In my experience it is mostly effect of
               | socio-legal pressure that kids can't be anywhere but
               | school. In primary schools most kids are bored or
               | miserable as hell while in school. And further parents
               | keep pushing it because apparently _education is key to
               | future success / great career_.
               | 
               | For higher education there is charade of education to get
               | jobs. So for office manager job where grade 8 would be
               | enough, we have MBAs now because we all need advanced
               | education to survive in global economy blah..blah.
        
           | moffkalast wrote:
           | Yeah if anything, current education system is so garbage that
           | it manages to completely demotivate curious kids who want to
           | genuinely learn. It's designed around adults that need to run
           | the place, runs at the wrong pace for most students and
           | focuses on PTSD-inducing high anxiety testing constantly
           | because it's easy to do for the teachers. Not to mention
           | piles of pointless busywork as homework that's been proven to
           | not help with learning at all.
        
           | endisneigh wrote:
           | I'm curious - have you ever taught in a public school?
        
           | abdullahkhalids wrote:
           | > kids aren't motivated to do boring math drills, because
           | they don't see why it matters to their life (the real answer
           | is: it does not, they are not wrong).
           | 
           | Most kid athletes are also not self-motivated to run laps, or
           | do boring repetitive drills, when they know from experience
           | that these activities help them win games within the next few
           | months. Usually need a coach to force them to do them. Same
           | for young music players. Practicing scales endlessly does
           | make you a better musician. But they won't do it till forced.
           | 
           | The primary reason kids don't like running laps or playing
           | scales or doing math drills is because they are boring.
        
             | nsagent wrote:
             | Reminds me of a recent podcast with Stasa Gejo [1], a top
             | competition climber. She basically says the same thing. At
             | times she hated being told to do drills growing up, but
             | really valued that later because as a kid she sometimes
             | didn't feel like doing the hard work necessary for the
             | outcomes she desired.
             | 
             | [1]: https://youtube.com/watch?v=hg4jPdMnPyE&t=995
        
             | seabass-labrax wrote:
             | > Practicing scales endlessly does make you a better
             | musician. But they won't do it till forced.
             | 
             | The value of such exercises, or any other drill-based
             | curriculum, must be measured with its opportunity cost. If
             | you practise scales for an hour a day, you can indeed
             | reliably expect to be better at your musical instrument,
             | but it could very well be that the same hour spent on
             | improving another skill (sight-reading, articulation etc.)
             | would make you _considerably better still_ at your
             | instrument.
             | 
             | I think it might be more generally useful to say that, in
             | order to develop well-rounded competency in a given field,
             | one should expect to _sometimes_ have to perform boring
             | drills.
        
           | choppaface wrote:
           | Feedback is a critical part of education as well as
           | motivation for learning. But the act of giving feedback is
           | very hard to scale, even for virtual learning. Enter an LLM
           | chatbot, which is imperfect but can fill a lot of gaps in
           | expectation. Chatbots certainly aren't for everybody, but the
           | large gains in accuracy in years past make them on average
           | more effective.
        
           | ugh123 wrote:
           | >kids aren't motivated to do boring math drills, because they
           | don't see why it matters to their life (the real answer is:
           | it does not, they are not wrong).
           | 
           | I think you are partially right in that the dryness of much
           | of math teaching hides a lot of the underlying material's
           | applicability to life. I think one thing AI could do is help
           | design rich situational lessons that could are prompted,
           | vetted, and updated by teachers and then taught to the class.
           | It could be trivial to create incremental difficulty of
           | problem materials tailored to each student's progress and
           | goal.
        
           | MarcScott wrote:
           | > In my experience, most people, the world over, are in fact
           | self motivated.
           | 
           | In your experience? The world over? Can you tell me your
           | experience. I've been a teacher for a long time. I've worked
           | in the UK, the USA, PNG, and Kenya.
           | 
           | The vast majority of kids in the developed world don't really
           | care about education. A few do, and they get great grades.
           | Most care more about social status, their cliques, or just
           | surviving the jungle that is school.
           | 
           | School is important. It teaches you how to deal with other
           | people. It teaches you how to deal with people in authority.
           | You can't get that at home, in front of a screen. Learning
           | stuff is secondary. I'm sure there are plenty of people here
           | that are not working in whatever they majored at.
        
             | elliotbnvl wrote:
             | Learning stuff is secondary? Found your problem.
             | 
             | School shouldn't be primarily about experiencing social
             | interaction. It's an artificial environment that disappears
             | as soon as you graduate, and which you'll never find again
             | anywhere else in society. You can learn social interaction
             | in plenty of other settings, most of which are vastly more
             | efficient and realistic. Admittedly, none of them function
             | as daycare...
             | 
             | School _should be_ (and used to be) about learning to
             | learn, building mental discipline and a base of knowledge
             | sufficient to bootstrap whatever other studies appeal to
             | the student, even more so than memorizing a particular list
             | of facts. But it seems that that position has been largely
             | abandoned.
        
               | techostritch wrote:
               | This is circular, how do you propose making school about
               | that? If you're only goal is to maximize the folks who
               | like to obey authority then great, and maybe that's all
               | you care to do, and maybe you don't care about losing the
               | kids who don't have the academics to make it, but you
               | also lose a whole mess of kids at the top end of the
               | spectrum too.
        
               | elliotbnvl wrote:
               | I'm not sure which part of my comment would result in
               | maximizing folks who like to obey authority. I'm more
               | focused on improving individual outcomes in terms of
               | functional individuals, their quality of life, and the
               | contributions they're able to make to society as a whole.
               | 
               | In any case, we homeschool.
               | 
               | I haven't really considered how to improve schooling at
               | scale (particularly in an affordable way), but my
               | proposal would be to introduce a _lot_ more granularity
               | to schooling by eliminating the idea of grades and
               | classes and focusing more on individual assessment.
               | 
               | Obviously this is likely cost prohibitive, but perhaps
               | promoting and subsidizing homeschooling and homeschool
               | co-ops is a good start in that direction, and could give
               | rise to more cost-effective solutions over time. Not all
               | parents are equipped to homeschool, but homeschooling
               | does make use of resources which could be improved and
               | which others could leverage as well.
        
               | techostritch wrote:
               | I'm mixed, I definetly wouldn't home school my kids and
               | it doesn't seem scalable and I do think there's value in
               | a population having a shared identity from education,
               | but, at least from my own experience I suspect my kids
               | will have their most valuable academic opportunities
               | outside of school.
        
               | simonw wrote:
               | "You can learn social interaction in plenty of other
               | settings, most of which are vastly more efficient and
               | realistic."
               | 
               | What settings are those?
        
               | afarviral wrote:
               | Community gardens, sports, religious or interest groups,
               | collectives, contributing in a large household, early
               | work experience, hobbies/interests. It probably is a
               | fairly finite list because societies have optimized for
               | the individual and people are often only active within of
               | a community at work or in education facilities. So a part
               | of a solution in my view would be establishing more
               | communities that are separate from the family... they
               | might look a lot like schools though, so maybe we should
               | just focus on those? There's more need for new
               | communities to be established for other age ranges.
        
               | elliotbnvl wrote:
               | I pretty much agree 100%. We need more, smaller
               | communities - and we need them offline.
               | 
               | Notably, this is largely an American problem, since
               | America is built around cars, which given the capitalist
               | nature of American society proves to be antithetical to
               | establishing local communities.
               | 
               | European and other countries, whose layouts and culture
               | were established in pedestrian days, are much better off
               | in this regard.
        
               | koonsolo wrote:
               | How does being an employee differ so much from being a
               | student? You still get either good or bad grades for your
               | work. You do assignments, get rules and processes you
               | have to follow, play well with your fellow
               | students/colleagues, etc.
               | 
               | I would say it's quite similar.
        
               | elliotbnvl wrote:
               | I'm mostly talking about the rather artificial division
               | of students into grades of equal ages without taking into
               | account the individual's proclivities, abilities and
               | achievements. This separation is entirely contrary to
               | organic human self-organization (even in work places)
               | from a tribal perspective and results in a great deal of
               | social illnesses (bullying, cliques, etc.) that are,
               | although found elsewhere, exacerbated by the
               | artificiality of the group-making (which is necessary for
               | the public school model as it currently exists today to
               | function).
        
               | koonsolo wrote:
               | At age 12, kids get split up in groups according to their
               | abilities, no?
        
               | elliotbnvl wrote:
               | Not sure what you're referring to, tbh. Are you talking
               | about the occasional student being promoted or held back
               | a grade? If so, I would say that isn't a granular enough
               | separation to be meaningful.
        
               | hackinthebochs wrote:
               | Work environments tend to be class sorted. You also have
               | recourse to handle people who behave horribly towards
               | you. Disruptors are removed. Everyone is generally
               | aligned towards the same goal. The two are vastly
               | different.
        
               | vundercind wrote:
               | Anyone who hits someone, says truly horrible shit about
               | others, doesn't do the job at all, constantly distracts
               | others while doing a poor job themselves, blatantly
               | sexually harasses people, et c, is highly likely to get
               | fired from a job, and may go to prison.
               | 
               | The same person as a student, gets tons of chances before
               | _maybe_ having to leave. Depending on what they're doing,
               | you could just be stuck with them for north of a decade.
               | No escape.
               | 
               | I mean, we can joke about how actually such people still
               | exist at work, but it's a far less widespread problem and
               | manifests differently.
               | 
               | You can look for other jobs if you want out of a bad work
               | environment. Probably, you'll be able to find somewhere
               | else to go. Getting out of a bad class is way harder.
               | 
               | There's a couple huge differences.
        
               | dash2 wrote:
               | Actually, until the mid 20th century almost everyone
               | agreed that school was about building character, which
               | can only be done in a social environment. As a British
               | government report put it in 1846, schools should be "a
               | little artificial world of virtuous exertion".
        
               | elliotbnvl wrote:
               | I believe we agree? Character and mental discipline are
               | closely aligned, perhaps even the same.
        
               | dash2 wrote:
               | Character was specifically moral character, which is
               | related to how you interact with others.
        
               | elliotbnvl wrote:
               | Mmh, I have to read more about this, I'm not really
               | familiar with British schooling models of the 19th
               | century.
               | 
               | In any case, the problematic schooling model that
               | persists to this day was introduced around the time of
               | the Industrial Revolution, which predates your
               | references.
        
               | bdangubic wrote:
               | Learning stuff is 100% secondary. If it wasn't these two
               | below would have same-ish chances in life/career.
               | 
               | Student A: Went to College X and majored in Y. Finished
               | all XXX number of credits and graduated with Bachelor's
               | Degree
               | 
               | Student B: Went to same College X and majored in same Y.
               | Finished all XXX-1 number of credits so is 1 credit short
               | and never got a degree.
               | 
               | Student B is worthless even though she/he learned exactly
               | the same thing as Student A. School (especially in USA)
               | never was and never will be about learning ...
        
               | elliotbnvl wrote:
               | I agree that learning is secondary in practice, but in
               | theory is the whole point of school, and society would be
               | a lot better off if we managed to draw theory and
               | practice closer together.
               | 
               | In your example, I would argue you haven't taken my
               | position to its required logical extent. I don't believe
               | in the value of college degrees at all, the way things
               | are currently structured, and I would discourage my kids
               | from going to college unless they had a very specific
               | career path in mind for which the degree is required. The
               | measurement of learning has become the goal of learning,
               | unfortunately.
        
               | ozim wrote:
               | Yes teaching how to learn is the way for schools, but it
               | is hard to explain to kids and lots of adults.
               | 
               | Just a nitpick that school enforcing memorizing
               | particular list of facts or memorizing poems - is indeed
               | teaching people how to learn, because how else will you
               | explain to a child or an adult "hey you know if you read
               | this thing 10 times and then try to repeat it another 20
               | times from memory - guess what !!! that is one trick to
               | learn to memorize something."
               | 
               | But if they spend time on finding out how to memorize
               | hand picked for them stuff and how to perform on exams on
               | limited and picked topics - that sounds like they will be
               | able to learn anything but still too many don't realize
               | what the real lesson there is.
        
             | afarviral wrote:
             | I mean ... many people went to school as students for a
             | good 12 years. That's likely tainted experience, less
             | objective perhaps, but nontheless valid experience.
        
               | mrguyorama wrote:
               | Those same people will say "I wish school taught me <X>
               | (things like how to fill out a check book etc"
               | 
               | It did. You didn't pay attention. You want school to
               | teach media literacy? It did, but you complained the
               | whole time "when are we going to use this?". My school
               | taught us how to interpret a "source", how to write well
               | defended arguments (even if I don't always rise to that
               | level), how to calculate mortgage interest rates and
               | payments etc etc etc.
               | 
               | But people will swear up and down "school doesn't teach
               | anything important"
               | 
               |  _because they didn 't pay attention to what was taught!_
               | 
               | The primary problem with education in america today is
               | that a huge proportion of parents do not give a fuck
               | about education, see school as just a thing you have to
               | do instead of a constant opportunity. When a kid sees
               | their parent complaining about education being "Liberal
               | brain washing" every other day, why would they pay
               | attention in class?
               | 
               | Education requires emotional and ideological buy in from
               | parents and students for best results.
        
             | aleph_minus_one wrote:
             | > School is important. It teaches you how to deal with
             | other people.
             | 
             | In other words: school teaches that/how it it possible to
             | hate people (e.g. classmates) so much that wishing them to
             | be dead is the most positive thing that you can wish for
             | them.
             | 
             | > It teaches you how to deal with people in authority.
             | 
             | ... to deeply despise people in authority, and wish them to
             | be die as fast as possible.
             | 
             | ---
             | 
             | Without school, I would never have learned these "social
             | skills" for the rest of my life.
        
           | TrainedMonkey wrote:
           | > the real answer is: it does not, they are not wrong
           | 
           | The real real answer is that it probably does, but on a much
           | longer timescale that we generally consider and it is really
           | hard to explain why. Something like better math skills lead
           | to better life outcomes. Maybe due to a better model of the
           | world and sharper thinking, but I am just guessing.
        
             | elliotbnvl wrote:
             | I would tend to agree with your last (speculative) point.
             | The breakdown lies in communicating this to students and
             | ensuring that each student receives adequate support at
             | their own pace and style of learning.
        
               | DiggyJohnson wrote:
               | What is a disproportionate amount of people are claiming
               | to require a slower pace and visual-only learning style?
        
               | elliotbnvl wrote:
               | They very well may! Unfortunately, since our approach to
               | teaching how to learn is flawed to the core, it results
               | in peoples' ability to learn being compromised from the
               | very beginning, requiring them to build their knowledge
               | base and learning approach on shaky foundations.
               | 
               | The way to correct this is by imbuing students with the
               | confidence and skills required to learn (according to
               | their style of learning) correctly from the very
               | beginning, so that they build on solid foundations
               | instead.
        
           | koonsolo wrote:
           | > In my experience
           | 
           | So you are a teacher?
        
           | skhunted wrote:
           | There is evidence that a person's ability to understand and
           | succeed in algebra is mostly determined by whether or not
           | they can do arithmetic with fractions. Number sense is
           | important in my opinion. Relying always on the calculator or
           | a CAS leaves students confused and befuddled. I see this all
           | the time in calc classes that I teach. The CAS loving
           | students just don't understand as well.
        
             | aleph_minus_one wrote:
             | > There is evidence that a person's ability to understand
             | and succeed in algebra is mostly determined by whether or
             | not they can do arithmetic with fractions. Number sense is
             | important in my opinion.
             | 
             | My opinion differs a lot here. I would not say that I have
             | a good number sense (I guess that people who have to do
             | "numeric calculations" or "back-of-the-envelope
             | calculations" as daily part of their job have a much better
             | number sense than me). On the other hand, I find it rather
             | easy to learn really abstract algebraic concepts (think
             | Grothendieck-style algebraic geometry or similarly abstract
             | mathematical topics), which many people (most of them with
             | much better number sense than me) tend to find insanely
             | difficult.
        
               | skhunted wrote:
               | The number sense I talk of is not being able to do
               | numerical calculations easily or in your head but rather
               | understanding how to operate with numbers and their
               | different representations. A person who can understand
               | algebraic geometry doesn't have trouble understanding
               | things like simplifying x + 5/3 x. People workout any
               | number sense have a hard time with this. Knowing that 8/3
               | is just a different way of writing 1+5/3 is confusing to
               | them.
        
               | aleph_minus_one wrote:
               | Textbooks about "abstract nonsense" rarely require you to
               | do such routine calculations/simplification - they rather
               | require you to be capable of making sense of definitions
               | that are (at a first glance) insanely far removed from
               | anything you have seen in your real life: I would rather
               | liken it to taking strong, dangerous hallucinogenic
               | drugs, and making sense of the world that you now see
               | (which is something that only some people are capable
               | of); by the way: I don't understand why hallucinogenic
               | drugs are illegal, but textbooks about very abstract math
               | are not. :-D
               | 
               | On the other hand, textbooks about, say, analysis and
               | mathematical physics (both in a broader sense) - which
               | can also be very complicated - have a tendency to demand
               | a lot of (also long, tedious) "routine" calculations from
               | the reader (often to do by his own). For _these_ areas of
               | mathematics your argument surely makes sense.
        
           | trod123 wrote:
           | There are quite a number of experts who would disagree with
           | your conclusion.
           | 
           | Upon reaching a certain threshold of technological
           | dependence, the need for rational thought (which includes
           | calculation) is tied to the need for food. The actual yield
           | may be low based on other factors, but it is absolutely
           | necessary for survival.
           | 
           | The alternative you suggest, is where technology no longer
           | advances.
           | 
           | Logically then, population growth hits a malthusian trap, the
           | old crowd out the young since they have the most influence,
           | and then a depopulation occurs as the old naturally die off,
           | and replacement births cannot sustain those dependent systems
           | used to feed the masses.
           | 
           | You get a dragon-king event where everyone its a free for all
           | over food and bare necessities, farming no longer becomes
           | possible (because of looters), and the world order collapses
           | to pre-agrarian levels, assuming the environment isn't
           | destroyed in the chaos (i.e. MAD and Nuclear Fallout).
           | 
           | There are much better ways to calculate than are currently
           | taught in schools, Trachtenberg System and Vedic Maths have
           | worked well in many places.
           | 
           | Mental math has been around for quite some time, and the
           | principles of math are all about finding uncommon knowledge
           | or information that is not immediately apparent (though it
           | becomes so via various mathematical transformations).
           | 
           | The current pedagogy of math is all about sieving and
           | exclusion, and rote-authority based teaching, since it is a
           | requirement for any specialized area of science (and is only
           | taught in relation to mathematical concepts, instead of
           | intuitive approaches). This is why they adopted a burn-the-
           | bridge strategy right around trigonometry at the grade school
           | level (intended to cause PTSD/suffering/torture), to
           | safeguard against disruptive innovators at the source.
           | 
           | Algebra -> Geometry -> Trig
           | 
           | 1 -> 2 -> 3
           | 
           | What do you suppose happens when the passing grading criteria
           | in 1 is changed from just following the process (but not
           | correct answer) to 2 (separate unrelated material which is
           | passed) to 3 (correct process and correct answer).
           | 
           | If they fail Trig, and the problems are from Algebra (not
           | something a teacher paid bupkiss will bother to look at), how
           | do they go back if they passed Geometry? The students not
           | knowing why they are failing are simply told, well you maybe
           | you are just not good at math and should consider other paths
           | if you can't do it.
           | 
           | This structure is called burning the bridge because it makes
           | it so you can't go back from a progression standpoint.
           | Ironically, this structure was adopted at the request of
           | representatives from the National Teachers Union in the late
           | 80s/90s, and largely remains the same today.
           | 
           | There are several other progression sieves embedded in
           | academia intended to make it almost impossible for us as a
           | society to develop a large number of creative people who
           | reach einstein-level achievements in math and science
           | (outside-self study, or specific environments/private
           | schools).
           | 
           | This broad push largely started in the 1970s in publishing,
           | and expanded from there.
        
         | zulban wrote:
         | I imagine a world where a 19 year old takes a few courses in
         | first aid, child psychology basics, and now they're a licensed
         | "class supervisor". They aren't university educated but the AI
         | is what offers personalized learning and expertise to the
         | students.
         | 
         | Most teachers today aren't experts anyway, we just pretend they
         | are. So I'm not sure "replaced by AI" is the right way to frame
         | the conversation. Instead, it may change education.
        
           | meindnoch wrote:
           | Sounds fucking afwul to be frank.
        
           | freejazz wrote:
           | > Most teachers today aren't experts anyway, we just pretend
           | they are
           | 
           | Experts in what, grade school math? Do you mean professors?
        
             | zulban wrote:
             | In anything. Like math, or math education. I was a teacher
             | for years and studied education and I've seen some shit.
             | The acceptance criteria for education degrees is often the
             | lowest of any field in colleges/universities. The pay is
             | extremely low. Great teachers exist, but often teaching is
             | just a backup career for people that don't know what else
             | to do. Most class time is just a waste of time for the
             | students, partly because class sizes are so large.
             | 
             | Outside North America teachers are sometimes respected and
             | paid as professionals like a doctor or lawyer. Here they're
             | more likely the butt end of a joke. You don't need to be an
             | expert in anything to be a teacher in NA, generally.
        
           | bruce343434 wrote:
           | > Most teachers today aren't experts anyway
           | 
           | Lmao what
        
             | eldaisfish wrote:
             | this place is filled with people who are motivated to learn
             | for themselves which creates a huge sampling bias.
             | 
             | You will see this come up in all sorts of discussion and i
             | find it enlightening as to how exactly the decisions behind
             | modern software are made.
             | 
             | Too many here fail to realise that real life has all sorts
             | of edge cases and exceptions, including bad teachers.
             | 
             | Claiming that most teachers aren't experts is just another
             | example of this. One student learns more about one narrow
             | topic and then dismisses the teacher's broader, but
             | shallower knowledge as being that of a non-expert.
             | 
             | Typical of the general population, myself included.
        
           | visarga wrote:
           | I think online courses and AI education need the kind of
           | supervision you mentioned. But they should also be able to
           | give career advice, not just watch the room and push students
           | to focus.
        
         | SubiculumCode wrote:
         | Most highschool / gradeschool is being forced to sit in a chair
         | being baby sat until 3PM each day, with no opportunity to
         | select goals, and act towards them. My daughter transitioned to
         | a Montessori jr high, and she went from enduring school to
         | actively engaging in self-directed learning.
        
         | mym1990 wrote:
         | Weirdly enough I was not very curious in my schooling years,
         | barely getting through classes. As I have grown up, I have so
         | much more curiosity about the world and my willingness to
         | actually learn has skyrocketed. I feel like this could be a
         | great space for adults who are seeking to do the same. I always
         | thought calculus would be daunting to learn(and I still do),
         | but with AI tools I feel like I can approach it with a
         | different mindset.
        
         | ugh123 wrote:
         | > I see AI being more of a teaching assistant, rather than a
         | replacement for teachers
         | 
         | That is exactly what he says in the tweet.
         | 
         | I think the problem with traditional teaching, as in any
         | skilled profession, is often in short supply and underpaid, not
         | happy, and unable to keep up with 25+ kids in a class. The
         | world needs orders of magnitude more teachers that are highly
         | competent and more easily accessible.
         | 
         | AI could massively scale high quality teaching with still a
         | teacher in the loop.
        
         | lacy_tinpot wrote:
         | Most people that are academically inclined are self motivated
         | and have a desire to learn more.
         | 
         | Most people aren't academically inclined so it follows that
         | most people aren't academically self motivated. Therefore among
         | those that are academically inclined it is important to provide
         | them with all the tools necessary because they're the ones that
         | will most likely excel in an academic environment.
         | 
         | It is odd that the curriculum tends to accommodate people that
         | aren't academically inclined at the expense of those that
         | actually want to learn.
         | 
         | People that aren't academically inclined should not be forced
         | to learn, or at least forced only insofar as they're baseline
         | literacy so that they function in today's world.
        
           | bruce343434 wrote:
           | > Most people that are academically inclined are self
           | motivated and have a desire to learn more.
           | 
           | Isn't that by definition? Most xes are x.
           | 
           | > Most people aren't academically inclined
           | 
           | Is that so?
           | 
           | > It is odd that the curriculum tends to accommodate people
           | that aren't academically inclined at the expense of those
           | that actually want to learn.
           | 
           | Well, if what you say is true, isn't it fair that the program
           | is catered to the majority, who are apparently not
           | academically inclined? For one size fits all mass education,
           | catering to the largest mass is the best you can do.
           | 
           | > People that aren't academically inclined should not be
           | forced to learn, or at least forced only insofar as they're
           | baseline literacy so that they function in today's world.
           | 
           | Isn't that what the curriculum already accommodates then?
           | Didn't you just say that?
        
             | lacy_tinpot wrote:
             | >Isn't that what the curriculum already accommodates then?
             | Didn't you just say that?
             | 
             | No. The current curriculum penalizes people that are
             | academically incline. Fast track programs are difficult to
             | access for example.
             | 
             | >For one size fits all mass education, catering to the
             | largest mass is the best you can do.
             | 
             | Yes. But we now have other options.
             | 
             | > Most people aren't academically inclined >>Is that so?
             | 
             | As OP pointed out most people need someone to guide them
             | and give them directions. This is because a lot of kids are
             | not interested in learning and do "bugger all" without
             | supervision.
             | 
             | The kind of self-directed learning only benefits people
             | that are already academically motivated.
             | 
             | >Isn't that by definition? Most xes are x.
             | 
             | Yes. This was in contrast to what OP was saying, which is
             | "The pandemic showed us exactly what children would prefer
             | to do, when they don't have a physical teacher standing
             | over them, which is bugger all."
             | 
             | This isn't true for students that are academically
             | inclined. Only true for those that aren't academically
             | inclined.
        
           | pessimizer wrote:
           | It's not odd to me at all. The most "academically inclined"
           | (although I don't think that's just one type of person) are
           | people who have the ability to help themselves with very
           | little advice from others. We shouldn't be going out of our
           | way to provide anything for them; we should provide all
           | levels of materials for everyone. It's the stupid people who
           | need to be coaxed and trained to use them, whereas for the
           | smart people, it's enough to make them available and give
           | them advice when they ask.
           | 
           | Teachers like gifted kids because they'll be successful no
           | matter what they do, and the teachers can test out all of
           | their dingbat social and pedagogical theories with no
           | consequences. They can start with elite kids, finish with
           | elite kids, yet somehow take the credit. Not impressed. Make
           | dumb kids smart, then I'm impressed. You might even be
           | holding back the smart kids, but they're probably smart
           | enough to see through you and do well anyway.
           | 
           | That being said, there are some people who are motivated to
           | learn entirely by the desire to impress teachers and other
           | authority figures. They need attention to develop. However, I
           | do not think that most people are like this, and I honestly
           | think those people should be in therapy.
        
         | owenpalmer wrote:
         | > I think teaching is one of the few roles that can't be
         | replaced by AI
         | 
         | So far, AI can't replace _good_ teachers. But there aren 't
         | that many good teachers. In my experience, GPT4 is better at
         | explaining advanced concepts than 70% of college professors.
         | Unfortunately, education is often oriented around this
         | horrifyingly archaic method of instruction, which prevents
         | people from imagining what an AI oriented system could look
         | like.
        
           | red_admiral wrote:
           | I remember when the future was MOOCs. Let's get the top 30%
           | (or 10% or whatever) of teachers to record high-quality
           | videos, then everyone can have a top education. Even the rest
           | of the professors might learn something!
           | 
           | AI based education might or might not be "MOOCs 2.0". Even
           | for the less good teachers, having a real human in the room
           | is one of the features that lots of people appear to be ready
           | to pay lots of college fees for.
        
           | p1esk wrote:
           | His point is an AI teacher cannot force someone to learn,
           | while a human teacher can (maybe).
        
         | renjimen wrote:
         | I really agree. And I think it's likely your detractors have
         | not stepped foot in a classroom lately.
         | 
         | The issue is not engaging teachers. The teachers we have here
         | in BC are excellent and love their subjects (my wife and many
         | of my friends are teachers). The issue is behaviour, which has
         | deteriorated significantly since COVID, though the changes have
         | many other contributors.
         | 
         | Try asking an AI to engage with 30 kids who are on their phones
         | with earbuds in. You absolutely need a human as a teacher.
         | 
         | That said, AI teaching could be a great teaching assistant.
        
           | fritzo wrote:
           | AI would engage individually with each student _via_ those
           | earbuds
        
             | Neekerer wrote:
             | Kids would just take the ai earbuds out
        
             | renjimen wrote:
             | A large amount of engagement is reading and responding to
             | body language. There are also no social ramifications of
             | ignoring your laptop.
             | 
             | Don't get me wrong, I think AI has a role in the future
             | classroom, but that should be lead by professional
             | educators used to dealing with children.
             | 
             | There is also the social side to education that goes beyond
             | course content. Teachers are not just there to dole out
             | information, but to act as role models and part time
             | parents.
        
               | criddell wrote:
               | I don't think children are the initial target of this
               | company, but I get what you are saying.
               | 
               | The type of person who's going to sign up for a course
               | from this company are probably already autodidacts to
               | some degree.
               | 
               | If I were teaching sixth grade mathematics, I wouldn't be
               | too worried yet. If I were running one of the many
               | mathematics academies that have popped up throughout a
               | lot of more affluent 'burbs, I'd be very worried.
        
               | evanwolf wrote:
               | Yes, it looks like this project is starting with helping
               | highly motivated adult learners go deep into a hard to
               | teach/learn material. Contrast this with the Khan Academy
               | approach at https://www.khanmigo.ai/ targeting young
               | students and their teachers and parents with broad
               | assistance across subjects. Maybe they converge?
        
               | exe34 wrote:
               | > There are also no social ramifications of ignoring your
               | laptop.
               | 
               | you could absolutely have a digital social credit system
               | the way you have game scores and leaderboards. once you
               | get a competitive system like that going, it would
               | sustain itself. top students could get to visit cool
               | stuff like grown up labs and get involved in museums,
               | etc. bottom ones could be celebrated with a virtual dunce
               | hat on their avatars.
               | 
               | the problem is how mediocrity is now valued over hard
               | work.
        
               | ImPostingOnHN wrote:
               | _> A large amount of engagement is reading and responding
               | to body language._
               | 
               | I don't follow this assertion - it's possible to be
               | engaged by something that doesn't even _have_ a body. For
               | example: the things currently engaging them in this
               | scenario - their phones (or whatever 's on them).
        
           | MarcScott wrote:
           | I was walking to my classroom last Thursday, and a kid pushed
           | another kid down the stairs, right into me. I went ballistic,
           | and sorted it all out, but there is no way an online AI tutor
           | can deal with that kind of behavior. So if you want social
           | education, you need physically present teachers. If you want
           | online education, then parents are going to have their work
           | cut out.
        
         | elliotbnvl wrote:
         | > _The pandemic showed us exactly what children would prefer to
         | do, when they don 't have a physical teacher standing over
         | them, which is bugger all._
         | 
         | This is not true. The pandemic showed us exactly what children
         | who are accustomed to being force-fed information and whose
         | natural learning mechanisms and curiosity have been suppressed
         | in favor of a generalized one-size-fits-all approach do when
         | suddenly removed from the only learning paradigm they've ever
         | been exposed to.
         | 
         | My kids (not yet old enough for school) are extremely self-
         | motivated to learn and explore the world around them. So am I,
         | and that never went away over the course of a full homeschool
         | education.
        
           | dontlikeyoueith wrote:
           | The ignorance of this post is astounding.
           | 
           | You and your kids are not typical of society at large.
        
             | elliotbnvl wrote:
             | Could you elaborate? I would like to be less ignorant, if
             | possible.
             | 
             | I went to public high school, public community college, and
             | college. None of these experiences have changed my opinion,
             | but rather informed it.
        
           | infecto wrote:
           | Totally incorrect. The vast majority of the population are
           | relying on schools and teachers to potty train, teach
           | manners, instill excitement for learning and basically do
           | everything a parent should be doing. Large number of kids
           | have no real parent figure and thats from all types of
           | backgrounds. We are not talking about kids who have strong
           | households where learning and general manners are being
           | taught.
        
             | elliotbnvl wrote:
             | I agree with you, but fail to see how our viewpoints are
             | mutually exclusive?
        
         | Ylpertnodi wrote:
         | >The pandemic showed us exactly what children would prefer to
         | do, when they don't have a physical teacher standing over them,
         | which is bugger all.
         | 
         | Amend to: The pandemic showed us exactly what children's
         | parents would prefer to do, when they don't have a physical
         | teacher standing over their children, which is bugger all.
        
         | koonsolo wrote:
         | I also noticed the material of an entire day can be learned or
         | made in a few hours. So indeed I also realized it's mainly
         | daycare with a bit of, or slow learning.
        
         | toomuchtodo wrote:
         | https://www.khanmigo.ai/ is adopting this ideal, and I would
         | agree you with your perspective. It's a tutor, not a teacher.
         | 
         | > Khanmigo is an AI-powered personal tutor and teaching
         | assistant from trusted education nonprofit Khan Academy.
        
         | silverlake wrote:
         | I worked on online learning for a bit. Turns out people are
         | willing to pay for the inconvenience of in-person learning,
         | even flying to another location. It's the only way most people
         | can focus on a topic. Otherwise, work, kids, life interrupts
         | and they can't stay on track. Replit's 100 Days of Python says
         | only 0.4% of those who complete day 1 finish day 100.
        
         | fragmede wrote:
         | yeah. When trying to learn, say algebra and getting stuck on a
         | problem, what's better for learning? staring at the problem
         | until you get bored and wander off, looking at the back of the
         | book for the answer and then maybe going back to figure out
         | why, or individual instruction where you're able to ask someone
         | who knows that they're doing about why you're stuck, and have
         | them give you hints until you get unstuck, and then give you
         | another, similar, problem for you to work through?
        
         | andrepd wrote:
         | > Having a virtual Feynman coach you through a Physics course
         | is perfect.
         | 
         | So would fusion power, unfortunately such a thing does not
         | exist yet, nor close to.
        
         | logifail wrote:
         | > We send kids to school, in the hope they get some education,
         | but the reality is that we use schools for free childcare while
         | we work
         | 
         | We also send kids to school to learn social skills they can't
         | learn by themselves.
         | 
         | My kids sometimes watch science shows (on TV as well as online)
         | and tell me all kinds of fascinating facts about black holes
         | and the human immune system and
         | {insert_huge_list_of_stuff_I_don't_fully_understand}. That's
         | the easy bit.
         | 
         | "Getting along with other people" isn't something you learn ...
         | by yourself.
        
         | Lichtso wrote:
         | If the technology is truly as capable as humans in many domains
         | (and that might still take a while), it will not matter anymore
         | whether it is a good teacher or not. The need for (and thus
         | value of) human labor will depreciate and so will its "supply
         | chain" the education sector.
         | 
         | > hope they get some education, but the reality is that we use
         | schools for free childcare
         | 
         | Exactly, teachers will be less and less pedagogs and more and
         | more wardens.
        
         | afarviral wrote:
         | But how to harness "Bugger all" so that it results in educated
         | students? Because my understanding is everyone likes to do
         | stuff.. no one really does nothing, but often
         | unproductive/consumptive things if not channelled.
        
         | awahab92 wrote:
         | i think kids would be self-motivated with the right system.
         | 
         | I got a lot more motivated to learn when i learned programming.
         | 
         | during the pandemic, the world was in shock, so of course kids
         | are going to play video games when their parents are anxious
         | and filled with cabin-feever.
        
           | hackinthebochs wrote:
           | I do wish people on this website would stop using themselves
           | as an example of the median anything.
        
             | aleph_minus_one wrote:
             | > I do wish people on this website would stop using
             | themselves as an example of the median anything.
             | 
             | HN readers, in my opinion, _are_ a decent median sample of
             | the group of  "self-motivated learners". :-)
        
         | dimal wrote:
         | > I see AI being more of a teaching assistant, rather than a
         | replacement for teachers.
         | 
         | That's what he announced he's doing. Creating an assistant, not
         | a replacement.
        
           | surfingdino wrote:
           | Except what you'll get will be an all-seeing, spying,
           | hallucinating LLM.
        
         | yaj54 wrote:
         | Kids, when given the choice, will choose to play games (of many
         | different kinds) above just about anything else.
         | 
         | The future of education is the playful gamification of relevant
         | skills, knowledge, and behaviors.
        
           | toofy wrote:
           | kids will choose many different kinds of activities at any
           | given time.a lot of kids really don't like games, some do,
           | some don't.
           | 
           | i'm not trying to be pedantic, but anytime someone implies a
           | human, particularly a kid will be at all predictable shows an
           | incredible lack of understanding of people. the vast array of
           | moods, time of day, quality of sleep the night before, are
           | they hungry, mood of the parents when they drove them to
           | school, how did their school/work day go, how was their
           | social day, and on and on and on.
           | 
           | again, apologies, i'm not trying to be pedantic but i think
           | in this particular topic it reeeeaalllly matters.
        
             | yaj54 wrote:
             | My broad sweeping generalization was primarily meant as a
             | counterpoint to this from parent comment: "The pandemic
             | showed us exactly what children would prefer to do, when
             | they don't have a physical teacher standing over them,
             | which is bugger all."
             | 
             | My point is more that kids, when left to their own devices
             | (with basic needs met), will find ways to occupy themselves
             | that they find interesting that are not outcome oriented (I
             | call this playing).
             | 
             | And I personally have never met a kid that didn't like
             | playing in some form or another, though the form of playing
             | is highly, highly individualized.
        
               | signatoremo wrote:
               | Is reading playing? Because most kids I've seen enjoy
               | reading.
        
             | cha42 wrote:
             | I don't understand at all my kids choices in game or way of
             | spending time at all
             | 
             | It seems completely random but in a coherent way. It is
             | wonderful.
             | 
             | Anyway, you are right and not pedantic at all.
        
         | tomcam wrote:
         | Disagree slightly. I think AI can be used to generate average
         | quality course material, which may be useful to below average
         | teachers, or good teachers thrown into a subject they haven't
         | taught yet.
         | 
         | Obviously someone like Andrej will totally crush it.
        
         | renonce wrote:
         | Even as a self-motivated learner I fail to see the bigger
         | impact of AI. For a "virtual Feynman" I would prefer the online
         | video courses and books which exist without AI. The best I
         | expect an AI to do is to answer my questions and confirm my
         | understandings. At AI's current state I can use it as a better
         | search engine but due to hallucinations I can't expect reliable
         | answers yet.
        
           | danielmarkbruce wrote:
           | Using gpt-4o?
        
             | renonce wrote:
             | Asking it "3.11He 3.8Na Ge Da " (meaning "Which one is
             | larger, 3.11 or 3.8?" in Chinese) and it answers 3.11 more
             | than half of the time. I assume it's because Python 3.11 is
             | larger than Python 3.8. While it does work in its native
             | language English, this failure doesn't give me much
             | confidence in its reliability, as we don't know why it
             | works in one language but not the other yet.
        
               | danielmarkbruce wrote:
               | Uh, I think people have a good idea why it doesn't work
               | as well in other languages.
        
         | skhunted wrote:
         | There is an interesting physics education experiment. A random
         | group of students are shown a lecture on a topic and take a
         | quiz after watching the video. The students rate the lecture.
         | Repeat with a different lecture on the same topic. The students
         | did worse with the higher rated lecture.
         | 
         | There's teaching students like. There's teaching where students
         | learn. Sometimes the two intersect. Will an AI education
         | company optimize one that students enjoy or one where they
         | learn better?
        
         | azhenley wrote:
         | We just published a paper on this topic. I wrote a summary of
         | it, "Learning to code with and without AI".
         | 
         | https://austinhenley.com/blog/learningwithai.html
        
           | blackbear_ wrote:
           | What is the baseline performance of the LLM in solving those
           | programming tasks? And did you test the performance of the
           | students in the Codex group at the end of the course without
           | allowing them to use Codex? Essentially I'm asking how can
           | you conclude that these students didn't just learn to call a
           | LLM, but actually learned to code independently?
        
         | pessimizer wrote:
         | I don't think this is true at all. People failed to learn
         | during covid because the technology is bad. I don't think most
         | people are motivated very much at all by the disappointment of
         | some stranger standing over them. I don't even see it as a
         | desirable aspect of someone's personality that they can be
         | extrinsically motivated by the approval of strangers.
         | 
         | What a teacher provides is a sometimes customized, sometimes
         | flexible schedule, that (sometimes) pays individual attention
         | to what aspects of a concept a student is falling behind at,
         | and (sometimes) comes up with personal recommendations and
         | alternative approaches to break down a student's involuntary
         | resistance to a concept. This might be doable with A.I.. It's
         | not doable with actual teaching anymore because class sizes are
         | too large. A.I. will be cheaper.
         | 
         | And I'm not saying that teaching is so simple that A.I. can do
         | it, I'm saying that teaching is so complicated that it might be
         | that only A.I. is sufficient to largely replace it. I think
         | that what I'm arguing against is that the idea that teachers
         | could be replaced by glowering scarecrows, or fur-covered wire
         | armatures like they once used in experiments to replace
         | animals' mothers.
         | 
         | I don't think that teachers make as good parents as parents do
         | teachers. I don't think most people are mostly motivated by the
         | approval or judgement of their teachers.
         | 
         | What people need is constant, helpful, personalized guidance,
         | and that is very expensive to get from employees.
        
         | unraveller wrote:
         | >teaching ... can't be replaced by AI.
         | 
         | Teaching is not the end goal of education though, the educated
         | student is. Or so I was taught.
         | 
         | Part of the reason why teaching is considered noble is because
         | it is an act of assured replacement, inspiring not dependency
         | imparting skills of self-motivation and will power.
        
         | dyauspitr wrote:
         | Completely disagree. ChatGPT has taught me more than I could
         | ever learn from any lecture and I have a doctorate. A
         | moderately motivated student will do wonders with AI.
         | 
         | For instance, I've had trouble understanding exactly how heat
         | pumps worked. Sure I knew the basic concepts of condensation
         | and evaporation but not the nuances of pressures and boiling
         | points at various stages. I asked chatGPT to explain it to me
         | from the perspective of the refrigerant. It started with "I am
         | R-134a, a refrigerant just leaving the evaporator...", and
         | proceeded to give me the most thorough understanding of heat
         | pumps I could imagine, complete with working pressures, boiling
         | points, pressure differentials at the escape valve etc. Follow
         | up questions led me down interesting paths where it came up
         | with a brilliant comparison to quantify the greenhouse
         | potential of the refrigerant R22 ie 1 pound of R22 has the same
         | greenhouse potential as a human being breathing for 787 days in
         | a row.
        
         | fsndz wrote:
         | When it comes to AI, self learning is dope, and Lycee AI is a
         | pioneer:
         | https://www.lycee.ai/courses/91b8b189-729a-471a-8ae1-717033c...
        
         | obastani wrote:
         | This is exactly the problem we have found in our research on
         | generative AI for education [1]. We ran a pilot in a large high
         | school in collaboration with math teachers, and found that
         | students basically copy answers from ChatGPT, resulting in
         | worse performance compared to students not given ChatGPT. If
         | students don't want to learn, ChatGPT isn't going to fix
         | anything.
         | 
         | [1] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4895486
        
       | yinser wrote:
       | For those without an X account: Website: https://eurekalabs.ai
       | GitHub: https://github.com/EurekaLabsAI
        
         | layer8 wrote:
         | https://xcancel.com/karpathy/status/1813263734707790301
        
           | kaladin_1 wrote:
           | Thanks for the link. Found it useful. x is blocked at dns
           | level on my computer.
        
       | ffhhj wrote:
       | > we are heads down building LLM101n
       | 
       | Kind of ironic an AI isn't building it. But that's an example of
       | the current state of AI being more a remixer of knowlegde than a
       | planner of actions.
        
         | jasonsb wrote:
         | Don't worry about it, I'm sure that "AI" is working on
         | something much bigger.
        
           | dontlikeyoueith wrote:
           | Killing all humans?
        
         | simonw wrote:
         | From the announcement:
         | 
         | > The teacher still designs the course materials, but they are
         | supported, leveraged and scaled with an AI Teaching Assistant
         | who is optimized to help guide the students through them.
         | 
         | So the AI isn't expected to build the materials.
        
           | ilaksh wrote:
           | I assume that it would be an agent that the teacher prompts
           | in a loop to build and refine the course material. Probably
           | with an upload so if they want to bring the full thing ready
           | to go they can and in that case the data just needs to be
           | formatted by the LLM for their database, but also can have
           | the AI fill things in. And then check what came out and
           | refine it.
        
       | epups wrote:
       | It seems that this would compete with Khan Academy for a similar
       | space. Perhaps Karpathy will aim for adults instead?
        
         | minimaxir wrote:
         | Khan Academy is more than AI/LLM courses.
        
           | simonw wrote:
           | It sounds like Andrej's ambitions stretch beyond AI/LLM
           | courses too - but they're a natural "first course" starting
           | point because that's where his own teaching expertise is
           | focused.
        
             | LegitShady wrote:
             | ambition is cheap, value is expensive.
        
           | petercooper wrote:
           | It is. Though they are also doing some really smart and
           | thoughtful stuff with LLMs to power courses and learning
           | environments (https://www.khanmigo.ai/ is a part of it).
        
       | nedrylandJP wrote:
       | Any openings for a 40-something career-changing educator?
        
         | beardedwizard wrote:
         | I would suggest you contact karpathy and not randoms who
         | posted/commented this
        
       | ryandrake wrote:
       | Hopefully the AI knows whether 9.11 is greater or less than 9.9,
       | something ChatGPT seems to have had a problem figuring out[1].
       | 
       | 1: https://x.com/liujc1998/status/1813244909501182310
        
         | spencerchubb wrote:
         | that's a tokenization issue. every tool has strengths and
         | weaknesses. why does it matter whether an LLM can compare
         | numbers? that can be done trivially in any programming language
        
           | Ylpertnodi wrote:
           | As an AI layman (downloaded Claude for android as a result of
           | hn, just today) "why does it matter whether an LLM can
           | compare numbers?", is rather important to me. Probably
           | others, also.
        
             | wrsh07 wrote:
             | It doesn't seem super relevant to karpathy announcing he's
             | created a company so that he can increase the production
             | value of his AI YouTube videos
             | 
             | I mean, sure, the company is ostensibly going to also teach
             | math at some point, but karpathy will not be using gpt 4o
             | for that when it launches (what do you think his timelines
             | are? Do you think he is going to be able to solve trivial
             | things like "having the llm use something like function
             | calling to do math"? If you're unfamiliar with his work,
             | karpathy is a very good engineer, and this is a small
             | problem that anybody working in building production apps on
             | LLMs can easily deal with)
        
           | layer8 wrote:
           | At least LLMs know when to use upper case.
        
           | ryandrake wrote:
           | If I'm going to augment my education with AI, I'd at least
           | want to know it could get basic numerical facts right. If a
           | computer program struggles with the concept of a number being
           | greater than another number, how do I have any confidence
           | that it can teach physics?
        
           | SrslyJosh wrote:
           | AI bros: "Why does it matter whether [a program that people
           | want to use to teach children] can [tell whether one number
           | is bigger than another]?"
           | 
           | =)
        
             | ryandrake wrote:
             | "But, teacher, it was a _tokenization issue_! "
        
           | freejazz wrote:
           | Are you saying we shouldn't teach children things that "can
           | be done trivially in any programming language?"
           | 
           | How will they know what they are doing in that language?
        
       | dyarosla wrote:
       | What's the differentiation with other similar ventures?
       | 
       | For instance, Synthesis[0] is an instructor designed, AI
       | supplemented site for early math. https://www.synthesis.com/
       | 
       | It really seems like the distinction for these kinds of AI-
       | education ventures comes down to the human educator(s) involved.
        
       | jppope wrote:
       | thank god for Andrej Karpathy... doing amazing work. I love this
       | concept and look forward to seeing how things develop
        
       | ugh123 wrote:
       | According to the picture in the tweet, you could grow 3 arms by
       | following these courses!
        
         | mads wrote:
         | I am getting Jehovah's Witness vibes from it.
        
         | layer8 wrote:
         | AI is an arms race.
        
         | shellfishgene wrote:
         | And after all those Feynman Physics courses they placed their
         | solar panels in the shade ;)
        
         | vunderba wrote:
         | I don't understand how he missed that.
         | 
         | This is the same issue I have with large language model as
         | coding assistants, since you're effectively not in the driver
         | seat - you're acting more like a code reviewer, and I think
         | that _that passivity_ eventually causes critical observational
         | skills to atrophy.
        
         | ModernMech wrote:
         | The rest of the AI art in the course isn't any better. The
         | thing is, it doesn't have to be like that. I do AI art and I
         | follow a lot of AI artists, and you can fix all those little
         | weird mistakes it makes.
         | 
         | The thing is, when the AI art generator makes a mistake and
         | draws a person with 3 arms, that is obvious to the student and
         | they can take the output with a grain of salt.
         | 
         | But when the AI physics tutor generates some physics result
         | that's the equivalent of a person with 3 arms, that will not be
         | obvious to the student. They will take the words of the AI
         | credulously. I see it all the time in programming as well,
         | where the AI just invents APIs, semantics, and syntax.
         | 
         | I don't know how to solve this.
        
           | prewett wrote:
           | > I don't know how to solve this.
           | 
           | Don't use an algorithm which produces its response according
           | to a probabilistic arrangement of tokens when solutions
           | require accuracy / correctness? Most probable and most
           | accurate are not the same thing. Hoping that we can get the
           | errors down to something acceptable using an algorithm that
           | is fundamentally inappropriate to solving the problem seems
           | like a fool's errand to me.
        
       | demondemidi wrote:
       | Might wanna wait until the hype cycle is over in a few years.
        
         | nineteen999 wrote:
         | Why? The VC money is flowing right now.
        
       | throwedu wrote:
       | Thats a zillion dollar company right there
        
       | LegitShady wrote:
       | its super easy to start ai companies, its difficult to make them
       | meaningful. The ai generated image in the twitter post has an
       | asian woman with 3 arms and some of the most horrific AI face
       | placements I've seen in a while - Is this the quality control we
       | can expect our future AI education systems to embody?
        
         | layer8 wrote:
         | > its super easy to start ai companies
         | 
         | And only barely an inconvenience.
        
       | bastien2 wrote:
       | Chatbots can't teach critical thought or ethics. They need to be
       | able to understand language and bias first, and that's an as yet
       | unsolved problem.
       | 
       | Until a chatbot is provably correct and ethical in its output, it
       | must not be used to teach.
       | 
       | Case in point: the slop image attached to the announcement has
       | the typical malformed hands and ghoulish faces problems.
        
         | GaggiX wrote:
         | Are humans provably correct and ethical in their outputs?
        
       | moffers wrote:
       | I appreciate attempts to disrupt things, but education seems to
       | be one of those verticals that seems to be allergic to disruptive
       | technologies. Education seems like it can either be very
       | specialized, or very generalized, but at the end of the day it
       | should be egalitarian. If this approach to education works, would
       | we be able to have every teacher in every school in America adopt
       | it? I have to imagine the resources needed to train the teachers,
       | distribute the technology, acclimate the parents, and then do
       | this all on a scale such that no one is left out or treated
       | better if you didn't happen to go to an "AI" school makes for a
       | tough hill to climb.
       | 
       | I think a lot of the real issues with solving problems in
       | education is that they have trouble applying to the larger
       | picture of compulsory education.
        
         | dimitrios1 wrote:
         | This is the fundamental problem with education: everyone treats
         | it as some problem to "solve" with tools, and technologies. The
         | issues with education are human ones -- interpersonal and
         | policy -- not because it's lacking some tool or technique.
         | 
         | They just installed some state of the art AI-enabled, "smart"
         | mega drawing screens w at my daughter's schools touting all the
         | supposed immeasurable benefits it will bring, and most of the
         | parents, including myself, just rolled our eyes.
        
         | 8338550bff96 wrote:
         | If delivering a good education can't be achieved because there
         | are parts of our education system that continually resist
         | adaptation, then whatever those parts are they ought to reach
         | their breaking point and be pushed beyond it.
        
           | arrosenberg wrote:
           | Those parts have reached their breaking point - the teachers
           | are ready to quit from lack of resources and support, and
           | parents can't do their part because they have to work far too
           | hard to keep a roof and food for their families. AI doesn't
           | solve that.
        
           | __loam wrote:
           | I got an excellent education from the public school system
           | and had passionate, committed teachers throughout, and was
           | well prepared to pursue an engineering degree at a top
           | university. The solution to education is not to try and scale
           | up some absurd and ineffective AI system that is worse than
           | teachers, it's to pay teachers an actual proportionate salary
           | that is in line with their impact on our society so we can
           | retain good people. Just because people like Karpathy
           | understand AI doesn't mean they understand education.
        
         | wendyshu wrote:
         | > Education ... should be egalitarian
         | 
         | Why?
        
           | tucnak wrote:
           | Because university people truly, sincerely believe they're
           | special.
        
             | OKRainbowKid wrote:
             | We do?
        
           | __loam wrote:
           | We shouldn't have to explain that it's plainly obvious that
           | society massively benefits from an educated populace,
           | especially one that claims to be a democracy. There are
           | incredibly broad benefits from a reduction in crime to the
           | expansion of the skilled labor pool.
           | 
           | I've noticed that many people in tech seem to disregard or
           | disrespect educational institutions. So I'll turn it back on
           | you. What draconian reason could you possibly have to make
           | the argument that we shouldn't try to give every child an
           | equal opportunity for a high quality education? Do you hate
           | living in an educated society that much? Are you interested
           | in living in a malthusian nightmare?
        
       | djeastm wrote:
       | One thing I've not understood about this is how do you create an
       | AI course to teach people things... without creating an AI that
       | can DO the very thing that will make that very same knowledge
       | obsolete?
       | 
       | For example, how do you create an AI language teacher without
       | creating an AI that can make learning languages obsolete? If
       | you've got an AI that can, in real time, hear other languages and
       | translate them (as you might have for an AI language teacher),
       | then why would a human need to spend countless hours learning
       | this other language? Just hold your phone up and let AI do the
       | work for a fraction of the effort.
       | 
       | For a harder, non-solved problem, consider math. For an AI to do
       | math will require something unknown at this point, if it can ever
       | happen. But assuming it does, why would we want a human ever to
       | "do math" ever again when we have the AI that can teach it just
       | do it for us? The AI will almost certainly do it more cheaply and
       | with more skill than a human IF it can be done at all.
       | 
       | It's this sobering realization that I struggle with. If someone
       | can tell me where I'm wrong I'd be greatly pleased
        
         | edmundsauto wrote:
         | Is this not the same as human teachers?
         | 
         | In the language example, people still want to learn to
         | read/write other languages despite many translators being
         | available. The tech to teach might be less sensitive to latency
         | than the skill in humans, or it might be very expensive, or it
         | might be useful to non-tech-literate people.
        
         | qup wrote:
         | Well, for instance, because hearing other languages and
         | translating them is not even the primary use-case for knowing a
         | language. It would take a suite of purpose-built AIs, and the
         | knowledge and ability to use them in-situ, to replace knowing a
         | language.
         | 
         | AIs can also teach us to do things they cannot themselves do,
         | for instance you could have a driving-test tutor. It could
         | teach you a lot of things, despite us not having full self-
         | driving AIs.
        
         | olddustytrail wrote:
         | Well I've never learned a language in order to be the best at
         | that language, or the only person who can speak it.
         | 
         | If you only want some basic communication, sure use a
         | translation app, but learning a language is also about learning
         | a culture. Learning about new music and literature and poetry
         | that you'd never otherwise get exposure to.
         | 
         | It's like asking what's the point of learning a musical
         | instrument when I'll never be a great musician.
         | 
         | It's to benefit myself so what would be the point of just
         | getting a translation. They're never the same.
        
         | Sanzig wrote:
         | Using a phone translator is fine for being a tourist or maybe
         | for short business trips. It's super inconvenient if you want
         | to live and work somewhere where they speak that language,
         | though.
         | 
         | You need to have your phone on you all the time, otherwise you
         | can't communicate. There is always going to be at least one
         | clause worth of latency in each direction of translation due to
         | differences in word order and semantics, so you'll be at least
         | a sentence or two behind the conversation - whereas if you
         | learn the language, you're interacting in real time. Also do
         | not underestimate the goodwill that comes from being willing to
         | learn a language - people recognize that it's hard, they're
         | going to be much warmer to someone who spent over a thousand
         | hours to reach B2 in their second language vs. someone who
         | downloaded an app instead of putting the effort in.
         | 
         | Near real time speech-to-speech machine translation is super
         | cool if you're a tourist visiting a country for a couple weeks,
         | or an employee visiting a factory in a country you don't speak
         | the language. It isn't a replacement for learning a language,
         | though.
        
         | huevosabio wrote:
         | Some subjects are necessary building blocks to more
         | sophisticated tasks. The AI can teach the building blocks and
         | leave the task of building to us.
         | 
         | Coding, for example, is just a small subset of the tasks
         | necessary for software engineering, which in turn is a small
         | subset of the tasks necessary for SaaS company.
         | 
         | We can break down human endeavors into subjects that are "AI
         | teachable" and without ever needing the AI to be able to use
         | them in a sophisticated fashion.
         | 
         | We already do it like this, but with humans.
        
         | Lichtso wrote:
         | I generally agree, in the long term there will be far less need
         | for teachers, as there will be less need for human jobs to be
         | taught.
         | 
         | However, creating many individual systems which are better than
         | a human in a specific area each is very different from one
         | unified and integrated system which combines all of them. The
         | latter will take a lot longer to achieve. Until then there is
         | value in teaching humans.
        
         | wrsh07 wrote:
         | I think you're imagining something like chess. In order for an
         | ai chessbot to teach me chess as efficiently as possible, that
         | bot is probably superhuman at chess.
         | 
         | That's not necessarily the case. A good tutor can be more
         | "curator" than "creator of course content"
         | 
         | I can learn math by reading existing math textbooks. Imagine
         | having an ai that is able to judge my knowledge of that math
         | and assign reading or problem sets accordingly. Imagine an AI
         | that is compelling to talk to and keeps me on task given my
         | stated learning goals.
         | 
         | None of that requires superhuman anything.
         | 
         | Would I still want to learn linear algebra even if the frontier
         | of math is being advanced by some super intelligence? Sure, why
         | not? Isn't the frontier already being advanced by many people
         | smarter than I am?
        
       | nybsjytm wrote:
       | > ... in the case of physics one could imagine working through
       | very high quality course materials together with Feynman ... with
       | recent progress in generative AI, this learning experience feels
       | tractable.
       | 
       | Actually, this seems to be absurdly beyond any of the recent
       | progress in generative AI. This sounds like the kind of thing
       | people say when their only deep knowledge is in the field of AI
       | engineering.
        
         | Yenrabbit wrote:
         | It's optimistic, but given the OP is one of the best-informed
         | technical generative AI researchers, and has been passing on
         | that knowledge to the rest of us for a decade +, I don't think
         | we can just dismiss it as unfounded hype :)
        
           | nybsjytm wrote:
           | My point is that he's a world expert on the engineering of AI
           | systems. That shouldn't be mistaken for expertise, or even
           | general knowledge, about anything else.
           | 
           | It's a good principle to bear in mind for people from any
           | profession, but top AI engineers in particular seem to have
           | an unusually significant habit of not being able to recognize
           | where their expertise ends and expertise from another field
           | (such as, say, education) begins. They also seem very prone
           | to unfounded hype - which isn't to say they're not also good
           | researchers.
           | 
           | Maybe Karpathy happens to be better on this than his peers, I
           | wouldn't know.
        
         | devindotcom wrote:
         | incidentally, feynman would laugh pretty hard at this
        
         | Balgair wrote:
         | >> feels tractable
         | 
         | I mean, the guy isn't saying that it's going to 100% happen.
         | He's saying that the problem _feels_ like it might be doable at
         | all. As Andrej has a background in physics, the phrase of
         | 'feels tractable' would mean that he thinks that a path might
         | exist, possibly, but only a lot of work will reveal that.
        
           | nybsjytm wrote:
           | > As Andrej has a background in physics
           | 
           | This seems rather generous given that he was just a physics
           | major. There's lots of physics majors who understand very
           | little about physics and, crucially, nothing about physics
           | education.
        
             | og_kalu wrote:
             | "Just" a physics major. I'm sorry but you're being
             | ridiculous.
             | 
             | There's nothing just about that especially when the
             | commenter only said he had a background in physics.
        
         | cyost wrote:
         | Would any hypothetical training data corpus even be sufficient
         | to emulate Feynman? Could any AI have a sufficient grasp of the
         | material being taught, have enough surety to avoid errors,
         | mimic Feynman's writing+teaching style, and accomplish this
         | feat in a reasonable budget and timeframe?
         | 
         | The example is obvious marketing hyperbole, of course, but it's
         | just not going to happen beyond a superficial level unless we
         | somehow create some kind of time-travelling panopticon. It's
         | marred by lack of data (Feynman died in 1988), bad data
         | (hagiographies of Feynman, this instance included), flawed
         | assumptions (would Feynman even be an appropriate teaching
         | assistant for everyone?), etc.
         | 
         | I wonder if AI fans keep doing this thing in hopes that the
         | "wow factor" of having the greats being emulated by AI
         | (Feynman, Bill Gates, Socrates, etc.) will paper over their
         | fundamental insecurities about their investment in AI. Like,
         | c'mon, this kind of thing is a bit silly
         | https://www.youtube.com/watch?v=og2ehY5QXSc
        
           | nybsjytm wrote:
           | > Feynman, Bill Gates, Socrates, etc.
           | 
           | One of these doesn't quite belong ;)
           | 
           | But these AI researchers don't even understand these figures
           | except as advertising reference points. The Socratic dialogue
           | in the "sparks of AGI" paper https://arxiv.org/abs/2303.12712
           | has nothing whatsoever to do with Socrates or the way he
           | argued.
           | 
           | Fourteen authors and not a single one seemed to realize
           | there's any possible difference between a Socratic dialogue
           | and a standard hack conversation where one person is named
           | "Socrates."
        
             | cyost wrote:
             | > Prompt: Can you compare the two outputs above as if you
             | were a teacher? [to GPT-4, the "two outputs" being GPT-4's
             | and ChatGPT's attempts at a Socratic dialogue]
             | 
             | Okay, that's kinda funny lol.
             | 
             | It's a bit worrying how much the AI industry seems to be
             | focusing on the superficial appearance of success
             | (grandiose marketing claims, AI art that looks fine on
             | first glance, AI mimicking peoples' appearances and speech
             | patterns, etc.). I'm just your random layperson in the
             | comment section, but it really seems like the field needed
             | to be stuck in academia for a decade or two more. It hadn't
             | quite finished baking yet.
        
               | nybsjytm wrote:
               | As far as I can see there are pretty much zero incentives
               | in the AI research arena for being careful or
               | intellectually rigorous, or being at all cautious in
               | proclaiming success (or imminent success), with industry
               | incentives having well invaded elite academia (Stanford,
               | Berkeley, MIT, etc) as well. And culturally speaking, the
               | top researchers seem to uniformly overestimate, by orders
               | of magnitude, their own intelligence or perceptiveness.
               | Looking in from the outside, it's a very curious field.
        
         | __loam wrote:
         | Dunning Kruger at work.
        
       | xyst wrote:
       | I wonder what's the next hype after this? Maybe biotech again?
       | Biotech + AI? Get your (propaganda) results beamed straight to
       | your brain augmentation with a 3D overlay (just like the movies,
       | bro!!).
       | 
       | But if you opted for the mega ultra premium gemini pro max++
       | model, then you get a minimal ad free experience. No wait, forget
       | a monthly subscription. Think, micro subscription model on a per
       | usage basis.
       | 
       | In your death bed and need life saving measures? Augmentation
       | returns "402 Payment Required" before nanobots can proceed to
       | excise the root of the issue. 5M SHIB tokens required.
       | Unfortunately, 20G signal is not reliable in the Wilderness Zone,
       | thus old school EMS services are dispatched to the scene.
       | Unfortunately, EMS services do not accept your insurance and
       | private EMS leaves the scene and dispatches public EMS services.
       | The wait is 2 hours given the WZ.
       | 
       | You fail to receive life saving measures (ie, tPA) in time, thus
       | resulting in impaired motor functions and decreased quality of
       | life. The flashing 402 Payment Required prompt is forever
       | imprinted in your augmentation.
        
       | caconym_ wrote:
       | I am seriously worried about what it's going to cost to buy my
       | daughter a seat at the human table rather than defaulting to the
       | AI slop trough it seems most kids less privileged than her will
       | be forced to learn from in the near future.
        
         | bilsbie wrote:
         | I think we've been at the point you're worried about for a
         | while. It's just we don't even have a substitute like Ai yet.
         | 
         | Instead we just accept really bad education.
        
       | uoaei wrote:
       | Sounds like what it really is, is the largest prompt injection
       | testing platform possible.
       | 
       | Kids everywhere will be learning nothing except how to hack these
       | chatbots to get passing grades.
        
       | techostritch wrote:
       | I feel really weird about education, the only value I think I've
       | ever gotten in education is tangential (social, inspirational)
       | which I think many people say is the primary value, but when it
       | comes to actually work skills Im mostly self taught. I'm not sure
       | if there's a way to make school better without making it way more
       | expensive. AI would be interesting but so far it's not reallly
       | there yet, for one I think it needs coaching skills to know when
       | to reach out rather than just respond to prompts. And most self
       | learning is experiential not interactive.
        
         | jimhefferon wrote:
         | I'm sorry, but you wrote this post. Did you self-teach writing?
        
           | techostritch wrote:
           | The mechanics no. I'm like very intentionally trying not to
           | be an extremist about this, yes I did get some value out of
           | school but relatively disproportionate to the effort I put
           | in.
        
       | SrslyJosh wrote:
       | Please don't.
        
       | tekno45 wrote:
       | Anytime someone says AI can give everyone their own einstein,
       | Feynman, Galileo in a box i can only think about how little data
       | we have on anyone before the 90's.
       | 
       | These would be charcutiers of these people with nothing but their
       | most famous equations and examples and quips letting you know
       | "this is supposed to be a famous person"
        
       | freejazz wrote:
       | Lord, spare me.
        
       | jrflowers wrote:
       | > imagine working through very high quality course materials
       | together with Feynman
       | 
       | I like this idea. What if you could study geometric function
       | theory with Kaczynski? You could study chemical engineering with
       | Thomas Midgley Jr!
       | 
       | Creative writing with L Ron Hubbard!
        
       | koonsolo wrote:
       | I'll tell you where it will go wrong.
       | 
       | We had an economics teacher, that when you would bring up "the
       | pope" topic, she could go on a 1+ hour rant about what is wrong
       | with the whole catholic institution, etc.
       | 
       | Of course us kids, would somehow be able to get this topic into
       | the lesson, to trigger her rant.
       | 
       | If you want to know various ways on how to break AI, let some
       | kids, who are forced to interact with it, loose on the thing. I'm
       | sure they'll figure out how to get it to say the most crazy shit
       | in no time.
        
         | marcosdumay wrote:
         | All of it has to go tremendously right for that to be the point
         | where it breaks.
        
       | m3kw9 wrote:
       | Eventually they'd make an app for AR with a virtual human
       | teacher, depending on the execution, it could work especially if
       | they can make it so real that it can suspend disbelief it is just
       | an avatar
        
       | NotYourLawyer wrote:
       | This is a worse idea than the jump to conclusions mat. I have no
       | doubt that some VC will value it in the billions.
        
       | ecjhdnc2025 wrote:
       | "I am not very observant where pictures are concerned"
       | 
       | Like... is that a satirical choice or what?
        
       | tschellenbach wrote:
       | Imagine world class education, for everyone, accessible to all at
       | the price of Netflix. AI can be a teaching assistant, but also
       | makes it easier to create course materials. Generating video
       | explanations, infographics etc.
        
       | htk wrote:
       | I'm impressed by the amount of flak that Karpathy is getting
       | here.
       | 
       | His great instructional videos on YT tell me that he is
       | passionate for both AI and education, so I'm all for him trying
       | to mix the two. More effort on education is always welcome in my
       | book.
        
         | layer8 wrote:
         | Their first planned product is an online course for building a
         | "Storyteller" LLM, explicitly stating that the course will take
         | some time to build and that there is no timeline on when it
         | will launch [1]. The company page states that their vision
         | merely "feels tractable", and concedes that they might not be
         | successful [2]. There is a lack of arguments regarding how they
         | can bring any substantial advancements over current generative
         | AI tech. At present this all looks rather underwhelming, with a
         | substantial dose of wishful thinking.
         | 
         | [1] https://github.com/karpathy/LLM101n [2]
         | https://eurekalabs.ai/
        
           | jmull wrote:
           | > There is a lack of arguments regarding how they can bring
           | any substantial advancements over current AI tech.
           | 
           | It doesn't sound like that's a goal though.
        
             | layer8 wrote:
             | It would be necessary to fulfil the vision.
        
               | ramon156 wrote:
               | It would be, but its not top priority to finish by
               | yesterday. This is a new direction, so I'd rather have it
               | be good than quick
        
       | surfingdino wrote:
       | AI today cannot piece together a pizza recipe based on the
       | thousands of recipes it was trained on so I'm not holding my
       | breath waiting for it to become a useful tool in education.
        
       | uptownfunk wrote:
       | Whatever anyone will say. I am glad he is doing something
       | meaningful with his life beyond just making investors in OpenAI
       | more wealthy. At some point I suspect the money just becomes a
       | number and then you can afford to think about bigger things like
       | how can we help alleviate some of the broader suffering in the
       | world.
        
       | huevosabio wrote:
       | Karpathy is amazing. A rare combination of top tier technical
       | chops with top tier communication skills, wrapped in a wholesome
       | person.
       | 
       | I am very excited for this and can't wait to try their products!
       | 
       | As an aside, odd to see people here are so pessimistic about the
       | idea. Education is hard to scale because tutors are hard to
       | scale. ChatGPT is already an ad-hoc educator for me, in a similar
       | jump that Wikipedia was. Having a purpose-built product with a
       | hand-crafted curriculum, that's a killer idea.
        
         | wrsh07 wrote:
         | Hacker news famously hates on companies that have gone on to
         | billion dollar successes:
         | https://news.ycombinator.com/item?id=8863
        
       | Balgair wrote:
       | > Outbound links with a bit more info in the reply!
       | 
       | Hey, I don't have a twitter account (long story). Can anyone post
       | those links here?
        
       | MisterBastahrd wrote:
       | Cool.
       | 
       | I'm a process oriented learner. While I can read any fact or
       | trivia and retain it with no effort, things that require steps I
       | only really learn by repeatedly doing them. So if there's an AI,
       | for example, that can create problem sets for me to do with
       | something that I am attempting to learn, and then explain to me
       | the steps after I've attempted to find the solution, then I am
       | more likely to retain that knowledge in the long run.
       | 
       | This would have been especially beneficial to me in my college
       | statistics class, for example, where I had a prof who was... not
       | much of an educator.
        
       | sensanaty wrote:
       | This far in and they're still drawing 3 arms and you want me to
       | believe these bullshit generators are gonna be useful in
       | education?
       | 
       | We've collectively lost our minds with this AI hype
        
       | rhspeer wrote:
       | https://www.narratear.com/ is pretty far along with this, and the
       | founders are solid.
        
       | TechDebtDevin wrote:
       | What are the hardware requirements for this course though?
        
       | cccybernetic wrote:
       | This is a problem I'm working on.
       | 
       | I'm a software engineer at major US research university
       | developing AI-powered software to improve critical reading and
       | writing skills in higher ed. The idea is to provide immediate,
       | high-quality feedback to students, closing the "latency" of
       | submitting something and waiting to hear back from you professor.
       | 
       | I do genuinely think AI can reshape teaching and learning, but it
       | will be a slow iterative process. We can use it scale what works
       | (personalized learning and tutoring, helping students develop
       | mastery/automaticity on topics, targeting areas where they
       | struggle). It can also automate time-consuming tasks that bog
       | teachers down.
       | 
       | If you're interested in pedagogy, AI, and tech, please reach out.
        
         | __loam wrote:
         | I'm glad I got my degrees before people starting trying to
         | integrate bullshit generators into my education. I've been
         | really frustrated with the conversation about the potential
         | applications for this technology. These chatbots have no
         | relationship with the truth or with knowledge, and are designed
         | to agree with users and act accommodating regardless of how
         | wrong someone is. We're talking about putting this tech between
         | patients and doctors, students and teachers and meanwhile
         | McDonald's is rolling back deployments because it can't even
         | take a fast food order accurately.
        
         | ilamont wrote:
         | > I'm a software engineer at major US research university
         | developing AI-powered software to improve critical reading and
         | writing skills in higher ed.
         | 
         | Oftentimes, the root cause of the critical reading problem is
         | the quality of the writing that students are subjected to. My
         | daughter recently showed me one of her economics readings, and
         | said she couldn't understand it. It was 40 pages of convoluted
         | academic writing like this:
         | 
         |  _Wibbels argues that developing countries face an inherently
         | disadvantaged position in the world economy due to their
         | dependence on foreign capital and an undiversified base of
         | commodity exports as primary sources of hard currency. This
         | dependent position relative to capital markets prevents
         | developing countries from borrowing to engage in counter-
         | cyclical aggregate demand management._
         | 
         | Is such language the optimal way to express ideas for
         | comprehension by peers, students, and policymakers?
         | 
         | I hope your mission to improve writing skills in higher ed
         | addresses the source of output - professors, teaching
         | assistants, journal editors, and others who continue to promote
         | outdated, inconsistent, and counterproductive academic writing
         | styles.
        
       | trod123 wrote:
       | This is misguided, naive, and likely to end in multiple potential
       | failure outcomes that may be unacceptable, both from a profit
       | standpoint; as well as a societal standpoint.
       | 
       | Education is a part of what gets adopted into each and every
       | student's self concept (identity). There is an uncanny valley in
       | communication where any inconsistent distortion of reflected
       | appraisal can lead students down a path of irrational madness, in
       | a way that they themselves cannot perceive. This is well known in
       | certain circles.
       | 
       | AI always has the biases which are programmed into it by the
       | creators of the AI, whether this is explicit or implicit, the
       | fact remains, there are biases.
       | 
       | AI in education will be proven to be harmful because there is no
       | possible way that AI can remain consistent in its interactions at
       | all times. We already know this from hallucinations where experts
       | went and fact checked it and found it had lied, where lawyers
       | were disbarred or censured.
       | 
       | Put plainly, this is a safety critical system involving our
       | children.
       | 
       | Given the level of care to date that's occurred with AI in
       | industry, there is no room for discussion or adoption of these
       | tools, unless the actual unspoken intention is to drive your
       | children crazy; where they self eliminate later as a result.
       | 
       | Rationally, good people don't create a world of intolerable
       | suffering and then magically expect that somehow, someone, will
       | figure out a way to fix everything you've broken but were too
       | blind to see; at the time when knowing would save lives.
       | 
       | For those who enjoy cinema, a perfect analogy of this might be
       | the Day After Tomorrow, where the main scientist turns out to be
       | correct, but was ultimately ignored until devastating losses and
       | risks were nearly insurmountable.
       | 
       | Leadership didn't want to hear the facts when knowing would have
       | saved lives, and so they had to take a triage on the battlefield
       | approach (abandoning half the country). While it is a fictional
       | story, it sufficiently demonstrates what lack of scientific or
       | rational foresight can lead to for those that can't imagine it
       | themselves (people who are blinded like that should never be in
       | positions of influence or power).
        
         | __loam wrote:
         | Put much more politely than I would. I'm glad people are
         | starting to question the narrative on this technology.
        
         | germinalphrase wrote:
         | " There is an uncanny valley in communication where any
         | inconsistent distortion of reflected appraisal can lead
         | students down a path of irrational madness, in a way that they
         | themselves cannot perceive. This is well known in certain
         | circles."
         | 
         | Please expand.
        
           | trod123 wrote:
           | Foundational material comes from 1940s and 1950s wartime
           | records of torture done on individuals during WW2 and Korean
           | Conflict (under Mao).
           | 
           | You can find the raw case studies in the literature:
           | 
           | Robert Lifton "Thought Reform & The psychology of totalism";
           | 
           | John Meerloo "Rape of the Mind" covers the methodology often
           | used along with knowledge at the time that physical coercion
           | is not effective compared to mental coercion.
           | 
           | There are a number of more modern references. Just to get you
           | started (as an overview).
           | 
           | I believe Cialdini writes about the other mechanisms in his
           | book on Influence (i.e. the structure imposed by consistency;
           | which was used to induce PoWs to inform on other PoWs during
           | the Korean Conflict).
           | 
           | Most modern documented cases of torture involve mental
           | coercion, absent physical coercion. This may take the form of
           | varying and intermittent loud noises, bright lights (meant to
           | disorient and confuse), isolation, sleep deprivation, etc
           | which induces hypnotic states. The subject may become
           | psychotic/violent, or withdraw (disassociate) becoming non-
           | responsive.
           | 
           | Both may to a degree adopt characteristics of their torturer
           | (through distorted reflected appraisal), or whatever they
           | promote (towards the promise of relief, which is not physical
           | relief).
           | 
           | Additionally, this material also includes the process of
           | breaking down an individuals self-concept (as an example more
           | coercively, by forcing them into acts that violate their
           | deeply held beliefs, Abu Ghraib comes to mind) through
           | destructive interference.
           | 
           | Many of these structures, tactics, and techniques that
           | originate in torture, form the basis for what is used today
           | very commonly in advertising and marketing, as well as
           | subversion and propaganda.
           | 
           | The reality is its fairly simple to break people with certain
           | structures. One such structure is prompting for confession to
           | induce consistency traps, then using that to mold the person
           | to a certain narrative in a circular loop.
           | 
           | The use of the hot potato in the classroom, for open-ended
           | questions (opinion) is one such example where this material
           | has found purchase in K12 education.
           | 
           | Often, these elements are subtle, and are non-alerting; but
           | demonstrably effective.
        
       | stephc_int13 wrote:
       | I am seeing a lot of skepticism on this thread.
       | 
       | While I agree that this approach to learning (with a bot) may not
       | be a good fit for everyone, I am absolutely sure it can be for
       | some.
       | 
       | I don't see the harm in exploring this path.
       | 
       | This is not like education was a solved problem, it is extremely
       | wasteful, inconsistent and costly.
       | 
       | I think there is a path for more projects/interest based, less
       | competitive and more individually tailored learning system when
       | we remove all the constraints attached to a classroom and
       | teachers, many of them being incompetent or miserable.
        
         | stephc_int13 wrote:
         | The goal is to get closer to what a tutor can do, and it has
         | been proved that tutoring by experts is by far the most
         | efficient education system, the only problem is it does not
         | scale.
        
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