01Split
One problem, seven atoms.
“Given y = x² − 4x + 3, find its minimum.” To a student it is one problem. To AtomSway it is seven atoms of knowledge, each of which can be diagnosed on its own.
Understanding,atom by atom.
AtomSway is an AI-first education company. We break every problem and every essay into atoms of knowledge, find where each student is really stuck, and help teachers explain it until it lands.
Scroll to split the atomMove your pointer to sway it
02Connect
Atoms come in order.
Knowledge is not a checklist; it is a directed graph. Without completing the square there is no vertex form. We walk the graph backwards to the real source of a mistake, instead of circling only the last line.
03Grow
Every student, their own map.
The same graph lights up thirty-two different ways across thirty-two students. A teacher sees at a glance that the class is stuck on the discriminant, rather than thirty-two separate mistakes.
We believe the most important thing AI can do in a classroom is not to teach in the teacher’s place, but to help the teacher see every student.
The AtomSway founding team
Studio,the teacher’s AI workbench.
Marking, essays, test papers, lesson decks and class insight — five things teachers do every day, in one workbench, joined by one map of knowledge atoms.
01Marking
A whole class marked by morning.
Photograph handwritten homework. AtomSway reads and marks it step by step, and puts a red-pen note on the exact line that went wrong and why. Nothing goes back to students until the teacher approves it.
- Handwriting, marked per step
- Every error traced to an atom
- Returned only after review
02Essays
Every essay gets a careful reader.
Chinese and English essays are reviewed against your rubric — ideas, structure, language, handwriting. Comments sit on the exact sentence, so students know what to change and why.
- Chinese and English
- Your school’s rubric
- Comments on sentences
03Test papers
Write tests by atom, not by feel.
Tell Studio what you want to assess. It drafts a paper by atom coverage and difficulty mix; edit any question on the canvas, then export to Word or PDF.
- Atom coverage at a glance
- Adjustable difficulty mix
- Export to Word / PDF
04Lesson decks
Review lessons, grown from mistakes.
When marking ends, the review deck is already ordered by cause: the most-missed questions, typical wrong answers, and variations to practise. Edit it in conversation and watch the canvas update.
- Built from marking results
- Edited in conversation
- Export to PPTX / PDF
05Class insight
A knowledge map of the class, every week.
Each assignment updates the map. Studio’s weekly report shows which atom the whole class is stuck on and who is starting to slip — with ten minutes you can use in the next lesson.
- Class and student profiles
- Sticking points surface
- Actionable next steps
Agents shouldbe auditable.
Every AI assistant inside Studio runs on our all-plugin agent architecture. Every step it takes, a school can look up.
Session log · live
- 08:02:11session.startY10-3 · quadratics-07
- 08:02:12ocr.read42 pages · handwritten
- 08:02:19grade.stepQ7 · step 2 · incorrect
- 08:02:19atom.attributecompleting the square
- 08:02:20mark.annotatered-pen note written
- 08:02:31approval.requestwaiting for teacher review
- 08:05:47approval.grantedMs Wong · 42 returned
- 08:05:48insight.updateclass map · discriminant
- 08:05:52deck.draftreview lesson · 6 slides
- 01
All plugins
Marking, handwriting recognition, test writing, memory — every capability is a replaceable plugin. Schools install what they need.
- 02
What the model saw, on record
Anything that reaches a model can be rebuilt from the session log: which assignment, which rubric line, which edit. Nothing missing.
- 03
Swappable providers
Models, OCR and storage plug in through standard interfaces. Change provider; keep the teaching workflow.
From first bellto last.
Studio is not one more system to learn. It sits inside the things teachers already do every day.
What we hold to
- 01
Teachers in the loop
AI suggests; teachers decide. Nothing reaches a student without a teacher’s approval.
- 02
Explainable before clever
Every judgement must give its reason and name its atom. If we cannot explain it, we do not say it.
- 03
The school’s data is the school’s
Homework, essays and insight serve that school’s teaching alone, and can be exported or deleted at any time.
Research notes
We write about what we are working on in the open: methods, data, and the failures too.
All notes- 2026.09MethodKnowledge atoms: fine-grained error diagnosis in school maths
- 2026.08ModelsMarking handwritten maths step by step, including skipped steps
- 2026.07SystemsMaking every model input traceable: designing the session log
- 2026.05EvaluationCan teachers trust essay comments? A review study
- 2026.03ProductFrom clustered mistakes to a review lesson: how decks are built
Make understandingan engineering discipline.
We are hiring researchers, engineers and classroom teachers in Hong Kong and Shenzhen. If you believe education deserves the best technology, talk to us.