Why this question
Your memory of mole-to-mole ratios is at about 78% and slipping; a quick check now keeps it.
Adaptive learning for university STEM
Know exactly what you know.
Atlearnic maps what each student truly knows, teaches the next step line by line with a tutor that never gives the answer away, and tells instructors exactly where to act.
General Chemistry I · fictional demo university
A semester on the real 48-topic course map.
A glass box, not a black one
Every question says why it's here. Every answer shows what the model now believes. The session plan changes in front of you.
What changed
Mole-to-mole ratios
64% → 64% +14
The plan re-plans
That slip means one more look at grams ↔ moles before new ground.
Three parts, one loop
The Engine
Knows what each student knows, with honest uncertainty, and schedules the 3-minute refresh before memory fades.
The Margin
A tutor that reads the student's work line by line and asks the next good question. A code-level guard means it never hands over the answer.
The Brief
Each week, the instructor gets a short list of what matters most, from a shared misconception to a quiet student, and acts in one click.
Not another quiz machine, not another chatbot
Compared with the two kinds of tool students already have.
| Legacy adaptive platforms | AI chat tutors | Atlearnic | |
|---|---|---|---|
| Knows what you know, topic by topic | |||
| Feedback on each line of working, not just the answer | |||
| Never just hands you the answer | |||
| Plans for forgetting (spaced retrieval) | |||
| Most of your time goes to learning, not being tested | |||
| Tells the instructor what to do this week | |||
| Arabic and right-to-left, end to end |
Governed, not guessed
Built for institutions that have to answer for their tools.
- The answer policy is enforced in code and audited, not left to a prompt.
- Coordinators lock what must be the same in every section and leave the rest to instructors.
- Student chats are private by default; opening one needs a reason and is logged.
- Outcome evidence (CLO/PLO attainment) comes straight from learning data, ready for accreditation.