To all the detractors, I would like to point out that your opinion of kids needing a good human teacher is overfit to your experience of having had some of those growing up.
In third world countries like mine, we grow up with absolutely unqualified teachers who were unable to muster anything but a learnt-by-rote understanding of key concepts.
In hindsight these were just desperate adults trying to eek a living for themselves and their family in an impoverished country and resorting to any means by which to do it: gaming the school system or calling in favours to join school faculty. But we as kids were much worse off for it.
I can assure you that no matter what concerns you may have about hallucinations in LLMs, I can bet everything I have that a reasonably modern model (and I'm thinking in the range of gemini-flash, not Fable) in a well designed harness geared towards tutoring would handily and repeatedly outperform every single teacher I had all throughout my schooling.
Don't let a quest for the perfect ruin what is likely already way better than status quo.
None of the AI stuff has been proven to be safe or effective for kids going thru an extremely important growth time for personality development and relational attachment. Your experience of having bad teachers doesn’t negate that the best way we know to enrich kids lives is to have effective and empathetic human teachers.
In the vast majority of the developing world, there aren't any!
So gross.
If they can't afford a tutor, they deserve nothing.
(Am I doing this right?)
Nah. Let's have AI do it
It won IMO, solved Erdos problems. At what point will you stop saying that?
Are your devices likely something that they would have fun with and choose to engage with or is it likely to be ignored unless adults use some kind of persuasion to have them use it? Is it cool with a child using it for a bit and then not using it for a few months and then wandering back to it? How far up into math does it go compared to what an a randomly sampled adult could actually do mathwise? Also for reading, are you using phonics or whole word sighting? For math, to what extent is it screen manipulatives versus manipulations of digits? Also, do you have provision for an older child to start learning this stuff so the basics need not be at a 4 year old presentation level, but the concepts still need to be covered?
In Sudbury schools, the typical age of self-taught reading is 7-9 though it can range from 4 to 12. Useful arithmetic usually seems to happen much earlier than reading though reading tends to get completed by the children on their own while arithmetic does not advance further than the needs of money exchange without special effort. In the long run, Sudbury students have no problem with college level material, including mathematics, but it could be nice to have something that eases the white knuckling if it does not undermine the child's self-directedness.
We start from the belief that children are naturally curious. Our job is to build something engaging enough that a child wants to interact with it because it is interesting and rewarding. If a child in a Sudbury environment never chose to use it, I would see that as useful feedback for us, not a problem with the child. There are opportunities for kids to explore and incorporate their interests within our app.
I also think it is completely fine if a child uses it for a while, disappears for months, and comes back. Learning is rarely linear, and technology should be able to pick up wherever the child is.
On reading, we’re firmly grounded in the science of reading, so we teach through explicit phonics rather than whole-word memorization because that is best practice.
On math, we’re much more interested in helping children build intuition and conceptual understanding than simply getting answers. AI gives us the flexibility to use conversation, visual models, stories, or symbolic math, depending on what helps a particular child understand.
One thing AI is uniquely good at is meeting learners where they are. A 10 year old who is learning to read should not have to work through material that feels like it was made for preschoolers. The underlying concepts can stay the same while the language, topics, and presentation become age appropriate.
I don’t think there is one educational model that works for every child. What excites me is that AI makes it much more feasible to adapt to individual learners instead of expecting every learner to adapt to the same experience.
Can you elaborate on what the experience is like for the child? How does this system help them learn? The article focuses on optimizing for interactivity and engagement, but doesn't discuss how this system challenges or facilitates learning and why AI needs to be the solution.
The long and short of it: We use AI to scaffold in the moment and respond to what a child is struggling with or excited by. At times, we allow them to follow their curiosity and at times we guide them through a curriculum. At times, we get them to do both of those things, e.g. you can make a book about a topic you're interested in and then take that curious drive to ultimately learn to decode words using phonics and practice reading skills. There is time for what our learning designers call "productive struggle" and then there's time to jump in and support.
Under the hood, there are activities and learning objectives designed by experts and a teaching toolkit that distills everything they know about how to effectively teach kids across several subjects. A real-time planner then decides what to apply when. Without this interactivity, you pretty much get static content delivery and gameplay which is what traditional edtech delivers. With it, you can find the shortest path to getting the "ahhhh I get it now" moment.
There's also a bit more context on our website https://www.ello.com/our-teaching-approach
That's the only moment in the video that gave me a sense of what it might be like for a child using this system.
In the blog post you say:
> Imagine a custom story about dragons this week, ice princesses the next — woven with the letter blends your child needs to practice right now.
Have you considered using an automated orchestration system to deliver literature that already exists? This example seems like an opportunity to introduce children to really thoughtful literature like Astrid Lindgren's Pippi Longstocking stories but I'm deeply skeptical that generating the stories with an LLM would inspire a similar experience.
Are there other examples of your platform from the perspective of a child using it? I think those are both interesting cases: interactive feedback on a subject they are making an effort toward mastering, and trying to deliver information when it seems relevant. I'd like to know more about how you are approaching these things and other aspects of the learning process.
Here's what it actually looks like for a child. Say a 6-year-old is reading a story out loud (I will use a reading example here). The tutor is listening to every word. When she stumbles on "chick," it doesn't just tell her the word; it decides, based on her history, whether to break it into sounds, point back to a pattern she's seen before, or let her wrestle with it a moment longer because she's close. If she misses the same pattern twice, that digraph shows up woven into her next story. If she reads fluently but can't tell the character what happened in the comprhension conversation after the story, she gets another text to work on comprehension instead of just pushing harder words. The instructional approach isn't novel or new, it's what a good teacher does, grounded in the science of learning. We run evals on the interactions and real subject matter experts are grading and annotating the behavior. What's new is doing it responsively, for one specific child, on every turn.
On engagement: I'd push back a little on the framing that engagement and learning are separate things (anyone on our team will tell you this is a drum I have beaten for years). A disengaged child learns nothing, no matter how good the pedagogy is. But we're not optimizing for time-on-screen. The lessons and sessions are bounded. The engagement work exists so the child stays in the productive struggle zone long enough for the teaching to happen.
Why AI: it's not that AI "needs" to be the solution. In fact, a great human tutor is better, full stop, but it has never scaled. A classroom teacher with 25+ kids teaches to the middle. This is the first technology that can make real-time, child-specific teaching decisions, which is what tutoring actually is. More on the pedagogy here if you're curious: https://www.ello.com/our-teaching-approach)
I really appreciate that (it seems to me) your goal is not to replace human tutors, but to raise the general baseline. You emphasize scaling, how does that work in practice if you're trying to target audiences who may not have access to devices that can run your program? What is your plan from the perspective of funding and resources to scale infrastructure as needed to support these audiences?
Edit: I also think of other learning systems like duolingo and the application of tablets and computers in schools which begin from good places, but I'm curious if you are studying these alternatives and what you have learned from them?
I really think your goals are great, and if you're starting your design of this system from research about effective learning methodologies and working backward from there rather than starting from AI and working backward from there that erodes a lot of my personal skepticism about a project like this. I hope you find a way to make this work.
In fact, this could be one of the most beneficial uses of AI for society yet... private tutors of the level that the mega-rich always had, now for all kids everywhere! This gives me real hope for the future generations of humanity.
Edit: Having more of a look I see you’re making this freemium, which is a good thing.
At the time of writing, the sentiment in this post is that this is a terrible idea, and that kids need human tutors. The latter is 100% true. But also, you might want to know some facts about the state of children's literacy in the US (Ello is a math and reading tutor):
1. We're in crisis. As of 2025, 40% of fourth graders are reading below basic levels [1].
2. There's a massive teacher shortage. 2025 US state data shows ~400k teacher positions either unfilled or underqualified [2] – over 10% of the workforce.
3. Bloom's 2-sigma shows that 1-1 tutoring delivers outcomes at the 90th percentile of classroom teaching. Early research is finding that AI can deliver some of this benefit [3].
4. This can't always be solved by parents: 54% of US adults have a literacy below a 6th-grade level, and 20% are below 5th-grade level [4].
At Ello, I heard stories of children figuring out they were behind at school, and when given the app, they holed themselves up in their room and used it to get themselves caught up. And then they could read! Can you imagine falling behind at this critical juncture, and being stuck illiterate while your friends grow past you? We're currently setting kids up for lives of shame and deprivation.
My take: this really is a life-changing technology. And we need this problem solved. Democracy doesn't function without an educated populace.
[1] https://www.nagb.gov/news-and-events/news-releases/2025/nati...
[2] https://learningpolicyinstitute.org/product/overview-teacher...
[3] https://www.sciencedirect.com/science/article/pii/S2666920X2...
[4] https://www.thenationalliteracyinstitute.com/2024-2025-liter...
How much of this crisis is due to the social engineering being attempted in school districts across America? Case in point: San Francisco schools decided a couple of years ago that they would no longer teach Algebra in 8th grade. Why? Because too many kids of a certain demographic were failing it. So let's just not teach it! No class, so nobody fails it, right?
It took a proposition on a ballot (i.e., an election) [1] to force the SFUSD to put Algebra back in 8th grade!
I have kids in SFUSD. It often feels like the SFUSD does not care about the average and above average kids; all they focus on is the bottom layer. And even there, they do a terrible job. There was a student who got straight F's in each and every class, and still managed to be a senior in High School! [2]
[1] https://ballotpedia.org/San_Francisco,_California,_Propositi...
[2] https://www.sfchronicle.com/bayarea/article/A-child-left-beh...
I understand the calculus may change with middle school and up, but I still think that despite the "rat race" dynamic of grades and homework, kids who learn to think the pre-2023 way will come out ahead in the long run, even if it's only in life satisfaction.
In general, the last thing young kids need is more screen time. My 5-year-old daughter doesn't have access to any mobile devices. She enjoys drawing, handcraft, reading books, singing and playing the piano. I'm perfectly happy with that.
I personally don’t know anyone who’s worried about their kids falling behind because of lack of AI knowledge. I know lots of parents worried about how screen-centered life is for kids.
Like since i'm sure most of us work in software, how is this different from letting your kid learn how to code early. Wouldn't restricting access just make them...more illiterate with AI
Ignore the haters, AI accelerated education is so obviously a gigantic win for everyone. (And massively levels the playing field.)
This article can provide a little more context on how we're thinking about this:
https://www.ello.com/blog/ai-should-make-clear-what-reality-...
This age range is a critical period for theory of mind, executive function scaffolding, pragmatic language development, and attentional regulation. This technology directly intersects with these maturing systems.
This is the equivalent of "parenting" by putting a kid in front of YouTube Kids for half the day
* the more things change the more they stay the same: https://blog.sciencemuseum.org.uk/the-addictive-history-of-m...
"Please respond to the strongest plausible interpretation of what someone says, not a weaker one that's easier to criticize. Assume good faith."
Also, please don't use quotation marks to make it look like you're quoting someone when you aren't. That's also an internet snark trope and we're trying to avoid that kind of thing here.
p.s. That's an interesting, and heartbreaking, historical link.
Most students are pretty homogeneous in learning at that stage
Students actually aren't as homogenous as you might think. And it's one of the big challenges teachers have with a classroom of 25+. They're forced to teach to the middle, which isn't great for kids that are slightly behind or ahead.
An AI tutor has the advantage to adapt and teach to each child's unique learning path, make sure core concepts are covered on an individual basis before moving on.
About 1-2 years ago he had similar thoughts to solve that exact problem you mentioned.
https://www.chalkbeat.org/2026/04/09/sal-khan-reflects-on-ai...
Sal khan being the founder of Khan academy the most popular online education course
What we learnt from it: a chatbot is not enough to teach a child though. We need more to fully engage them and have the tools and context to truly teach them.
We describe this in the blog post, curious what you think.
Think about your competition for your market. When I want my child to really excel in learning, I would force them into kumon - so they can skip a grade. If your a student who wants to learn you have khan academy.
And im just not seeing anything that screams-this is better than khan academy and kumon
All i see is an education app with good design
Sorry if it sounds harsh
P.s. if youre on the mission of educating people from developing countries-different story and different problems. Ignore what i put here then
> Students actually aren't as homogenous as you might think. And it's one of the big challenges teachers have with a classroom of 25+
True. It's well known that some % of students do well with individual tutoring. Move faster, understand things better, etc. And another part of students don't do well with that. They need other things. Maybe help from their peers in smaller groups (like 3..8 students), some after-school extra, a fix for problems back home, whatever.
But 5y olds? They need contact with peers, play, attention from humans, run around, build stuff from Lego blocks, touch grass, etc. Learning to read, "3x4=12" math etc isn't hard enough to warrant putting 5y old kids on AI tutors.
IMO, tutoring is for when a kid is behind in curriculum and you don't see that until late grade school, if not middle school.
There are a lot of studies showing that emotional intelligence is a better predictor of happiness than early academics.
They'll have plenty of time to be addicated to screens later on in life /s
I've been very impressed with response speed, intonation, and naturalness to the voice. I argue it might be too natural with some of it's pausing and saying "ummm" and other filler words to the point it might be disingenuous but that's neither here nor there.
The more I think about it, the more I want to ban your entire business model
The reality though is that the traditional school setting doesn't provide for that: a teacher in front of a 30 kid classroom can't cater to every child and it's not a particularly interactive experience. The current system just isn't working: 60% of US fourth-graders are behind in reading, 40% lack basic literacy. Those kids are going to move on to the next phase of school without the skills to thrive.
There are 270 mil kids out of school globally. So what are you going to do? Give every child a 1-1 human tutor? For sure, if you can, that’s amazing. But you can't pull that off. You don't have enough teachers.
Technology gives us the opportunity to catch kids up. By doing that, you can decouple teaching hard skills and free up teachers to focus on the things that are truly human and unlock a lot more people who may not have the skills to teach the full curriculum themselves to act as learning facilitators. That leads to more human interaction.
Things that help kids learn
- parents who love and care for them
- stable housing
- stable access to food
- stable access to high quality eduction provided by a human being
- stable access to healthcare
None of those are provided by AI, and never can be. The only thing that will is a thorough reimagining of the society we live in.
Note: This is all predicated on living in America, and I pre-apologize to everyone who doesn't.
Stepping back, I can look at it somewhat objectively and see that there are both kids that need something like this and that it's probably a better solution to the "dumb" homework apps that the kids use for 20 mins a week at this age, but I don't think "Ello deprives 5 year olds of human contact" is the message you should be putting out into the world.
But efforts like this run into the problem that only some kids are curious. The idea that "all kids are curious" simply isn't true.
A lot of kids prefer sports or movement over anything even remotely intellectual, and math and language just don't interest them at all.
AI tutoring can't deal with that. Nor can more conventional electronic tutors.
IMO rewards for completing work need to be external - basically physical treats of some kind, not sweets, but days out or off or something similar - to compensate for those areas where kids aren't naturally motivated.
Let's not expose them to AI brainrot now too.
But it’s hardly the only thing you can produce with it. Crap content is definitely over represented. It’s an error, though, to think that is all AI is capable of. If quality is the goal, and you are willing to invest the resources to achieve it, you can easily create very high quality work. But it’s not terribly easy. And it’s not terribly fast. It is relatively cheap, maybe 1/4 to 1/10 the cost of doing it with qualified humans. But it’s not trivial and it’s not magic. It’s a force multiplier, but the quality of the idea and the performance of the model used are very important, and good models cost money to use… about $50-100 an hour if you are really leveraging it. But you can do ten hours of work in an hour or two.
Modern AI needs to go away. You're not helping by making something that will be grossly misused once it's out of your hands.
I realize you have reason to feel strongly about this, as do many others. That's certainly fine. But once is enough to make your point. HN is for curious conversation, not attack or denunciation.
What we do believe is that children will be living in a world where this technology will exist, and how it gets used becomes the important question.
We also have to prepare them for that world and how to thrive in it. I would never give my son raw ChatGPT the same way you wouldn’t give a 5 year old access to the raw internet. But that doesn’t mean that the internet can’t be used for learning.
We don’t have all the answers and we can’t respond for all of AI, but we’re a team of parents, teachers, and child psychologists who deeply care about getting this right and unlocking the opportunities for kids. The article goes into the technical depth of how we make it pedagogically aligned, safe, non-slop.