StemOverflow

PERSONAL AI COACHING · MATHS, PHYSICS & PROGRAMMING

Your personal Olympiad coach.
Available 24/7.

Maths Olympiads. Physics Olympiads. Informatics Olympiads.

One-on-one AI guidance to understand the concepts, work through difficult problems and get unstuck.

50 free coach replies. No payment card. Paid plans coming soon.

Meet your coaches.

Three subjects. Individual attention.

MATHEMATICS

Erdős

Turn a good idea
into a convincing proof.

Work towards maths Olympiads.

Patterns · Geometry · Number theory

Start maths

PHYSICS

Landau

Turn an unfamiliar situation
into a physical model.

Work towards physics Olympiads.

Motion · Forces · Energy

Start physics

PROGRAMMING

Neumann

Find the algorithm.
Make it correct and efficient.

Work towards Informatics Olympiads.

Logic · Algorithms · Efficiency

Start programming

FOR MINDS THAT WON’T SETTLE FOR “JUST BECAUSE”

Answers are
cheap.
Thinking is
priceless.

Watching solutions isn’t solving problems.

An AI coach. A useful nudge. Your discovery.

One maths problem. Your reasoning. No account needed.

EXPLORE THE COIN PUZZLE

Nine coins.
One catch.

All nine start heads up. Flip exactly two at a time. Can you make them all tails?

Use nine coins to try a few moves.

9 heads · 0 tails
A small nudge

What can happen to the number of heads in a single move? Try two heads, two tails, and one of each.

Illustrative prompt. The practice-room coach responds to your own reasoning.

Have a hunch? Talk it through with the coach.

START WITH WHAT YOU KNOW

You don’t have to arrive
as a contestant.

MathsBasic arithmetic and BODMAS.

PhysicsSchool physics. New to Olympiad reasoning.

ProgrammingA willingness to reason. Explain in words or pseudocode.

CONCEPTS, CHALLENGE & PERSONAL GUIDANCE

Learn the ideas.
Make them yours.

01

Understand the concept.

Ask about an unfamiliar idea. Work through an explanation with your coach.

02

Work through the challenge.

Test an approach. Your coach follows your reasoning and helps you take the next step.

03

Make the argument your own.

Explain why it works. Check the awkward case. Build towards solving independently.

INSIDE A CONVERSATIONIllustrative example
YOU

Flipping two heads removes two. One must stay.

ERDŐS · MATHS COACH

What happens if you flip a head and a tail?

YOU

The count stays unchanged. I need to consider every possible move.

THE THINKING BEHIND THE COACHING

Answers are abundant.
Judgment is scarce.

We’re building around your arguments, questions and discoveries. Read why thoughtful guidance matters.

Why we’re building StemOverflow ↗

PROGRESS YOU CAN LOOK BACK ON

Follow the work.
See the thinking.

Our goal: reasoning that holds up on unfamiliar problems.

Take a look inside

See the thinking.

Conversations and notebooks preserve the argument behind the answer.

See the help.

Hints and viewed solutions stay visible in the learning record.

Look beyond completion.

One solution isn’t lasting understanding. Transfer and retention are what we aim to test.

Saved to your Google account. Family profiles are still to come.

FOR FAMILIES THINKING IT THROUGH

Big decision.
Fair questions.

Start with fit. Open what matters to you.

Try the coin challenge
Is it right for my child?Starting level, subjects & confidence
Who is it for?

Starting with primary-school students who know BODMAS (the order of operations) and are comfortable with basic arithmetic. Older students can go much further. Curiosity matters more than a competition record.

Can adults learn here too?

Yes. Adults are welcome to explore the preview, whether they are returning to mathematics, strengthening their understanding of physics or learning to reason about algorithms. The focus is building foundations through challenging problems and personal guidance.

Does my child need to be “good at maths”?

No Olympiad experience or “gifted” label is needed. Start with basic arithmetic, BODMAS and a willingness to try an idea. Your child doesn’t need to arrive with all the answers.

Will older or advanced students find it challenging?

Absolutely. Problems range from accessible puzzles to demanding Olympiad-level challenges. Experienced learners can explore elegant proofs, surprising connections and problems that take more than a familiar formula.

Does it replace school, tuition or exam preparation?

StemOverflow complements school with focused practice in mathematical, physical and algorithmic reasoning. Your child tackles unfamiliar problems, tests ideas and explains why a solution works. The focus is depth of understanding, beyond syllabus coverage and exam technique.

Which subjects will my child explore?

Erdős explores mathematical patterns, geometry, counting and proof. Landau starts from school physics and helps learners build physical explanations. Neumann explores algorithms, correctness and efficiency, with ideas expressed in words or pseudocode.

What about language or additional learning needs?

Learning is in English, with the choice to type or speak and edit before sending. We want StemOverflow to be as inclusive as possible. Please write to us about what would help your child, so we can make the experience better for them.

What does learning feel like?Attempts, hints & moments of discovery
Do you explain the theory, or only give problems?

Your coach can explain an unfamiliar concept and help you apply it to the problem you are working on. Our aim is to bring connected lessons, concept notes and practice together in self-contained tracks. Today’s preview lets you experience the problem-solving conversation.

What happens in a typical session?

A learner opens a problem, tries an idea and explains it. The coach responds to that reasoning in the context of the conversation. They can test examples, revise an argument, use a notebook and discuss why a solution works. The work begins with their attempt.

What if my child gets stuck or frustrated?

That’s a natural part of tackling something new. Your child can share a half-formed idea, ask for a hint or take a break. The coach responds with questions, nudges or brief explanations to help them find a way forward. There’s no timer and no race.

What if my child uses an unexpected method?

The coach is designed to explore different valid approaches. It follows your child’s reasoning, asks for clarification where needed and helps them explain why their method works. The discovery should belong to them.

Can my child speak instead of type?

In the practice room, supported browsers offer editable speech input: speak, check the written version and send when ready. Recording and transcription do not work reliably in Android browsers yet. Typing is always available, and optional read-aloud works on supported browsers.

Should I sit beside my child?

Younger learners may appreciate help getting comfortable with the problem and the controls. Encourage them to explain an idea in their own words, then give them room to explore. A useful parent question is: “What have you tried so far?”

How will I know it’s helping?Understanding, progress & independence
How do you check understanding?

Your child explains why their solution works. The coach follows the argument, asks about gaps and checks the reasoning before marking the problem complete. A correct answer is the beginning of that conversation; the explanation is what gives it substance.

What happens after a problem is solved?

Your child can continue to another problem or stay to explore the idea further. Their conversation and notebook remain saved, so they can revisit how they reached the solution.

What can a parent see?

Revisit the saved conversation, notebook, progress and help history together in the learning account. You can see the ideas your child tried, how their argument developed and where they needed a nudge.

Can you distinguish independent work from help?

Coach assistance and viewed solutions stay visible in the learning record. That gives context to each completed problem. If your child received help elsewhere, keep that in mind when looking back at their work.

What kind of progress should I look for?

Look for clearer explanations, more purposeful examples, willingness to revise an idea and less reliance on hints. The deeper test is whether your child can use an idea independently in an unfamiliar problem. Those are the habits we want to develop.

How would it fit our routine?Time, devices & saved work
How much time should a session take?

Try 15–25 minutes with one worthwhile problem, then adjust to your child’s energy and interest. A thoughtful attempt matters more than finishing a quota. Pause when needed and return with fresh eyes.

Does my child need to code or type mathematical notation?

No. Ordinary language, examples and step-by-step explanations are welcome. Informatics focuses on algorithms expressed in words or pseudocode, not runnable programs. Paper can help with thinking; for now, the learner needs to describe that work in the conversation.

What device do we need?

The interface works in a browser on a computer, tablet or phone. AI coaching needs an internet connection. A microphone is optional, and recording support varies by browser. There is no separate app to install.

Can we stop and come back later?

Yes. Saved conversations and notebooks belong to the signed-in Google account. Return with the same account to resume. Unsent drafts may remain only in that browser, so save notebook work before switching devices.

Can siblings share an account?

Each account keeps one learning record. Separate records are important so each child’s conversations, progress and help history stay their own. Shared family profiles are not available.

Will my child need their own Google account?

There’s no need to create an account for your child now. We’ll share the family sign-up details when student enrolment opens. Google sign-in is available for the preview.

Can we trust it with our child?Care, quality & privacy
Can the AI be wrong?

The coach is designed around checking reasoning and encouraging your child to question ideas, including its own suggestions. Responses go through quality checks, and you can flag anything that seems off to help us investigate and improve. AI can make mistakes; the focus stays on reasoning your child can explain and defend.

Who coaches my child?

Your child works with Erdős for mathematics, Landau for physics or Neumann for programming. These are StemOverflow’s AI coaches, designed for guided discovery. Each responds to your child’s ideas throughout the conversation. You can share feedback on individual replies to help us improve the experience.

What is saved, and who processes it?

Conversations, notebooks, progress and help history are saved so you can return to your work. Private diagnostic records help us investigate issues and improve coaching. External AI services process conversation context and optional speech input. Notebook entries are not sent to the coach. Google sign-in uses an account identifier and email, without access to Gmail or Drive.

What happens to voice recordings?

Speech is sent to a transcription service and turned into text for your child to check before sending. StemOverflow does not save the original audio recording. Only the text your child chooses to submit becomes part of the coaching conversation.

Can we export or delete our data?

You can export saved learning work and reset a circle. Reset clears that circle’s work; full account deletion, including any separate reports and backups, is a different process and is not available through that control.

What about joining and paying?Availability, value & plans
Can we join today?

You can try a coached maths problem without an account. It gives you a real conversation with Erdős, not just a puzzle to click through. The wider account experience is a preview; paid student enrolment has not opened.

Why would we pay when AI answers are free?

The goal is to become the person who can solve the problem. StemOverflow centres the experience on your child’s attempts, a coach that responds to their reasoning and a record of how they reached a solution. The discovery belongs to your child.

How much will it cost?

We’ll announce pricing with the enrolment details. No payment is required to explore the preview.

Will there be a trial, cancellation and refunds?

We’ll share trial options and subscription terms before paid enrolment opens, including renewal, cancellation and refund details. There are no charges or subscriptions in the preview.

When will you launch?

You can explore the current coaching preview. An account includes 50 free coach replies; paid plans are coming soon.

A GOOD PLACE TO BEGIN

Your next challenge.
A coach beside you.

Start with one maths problem and a conversation with Erdős.

Start free

50 free coach replies · No payment card