The problem
AI made content infinite and guidance scarce. The hard part is no longer finding a video, it is knowing what to learn next, why it matters and where it leads.
Learning, rebuilt for the age of AI
The age of AI does not need more content. It needs a path built for you.
Tell Leo what you want to learn and where you are headed. Polyment draws your personal map of mastery — your Codex — then offers a short check, course by course, so you can clear what you can already prove rather than claim it. After that it walks you down the map day by day, with lessons written for you, practice that keeps it, exams that prove it, and a plan sized to the minutes you actually have.
No more: "I don't know where to start."
Your path today
Quantum Computing · Day 12 · 60% free today, plan fits
48% toward exam-ready
PracticeProve yesterday's lesson · 10 min
Review3-day recall · 5 min
I have been waiting centuries for this.
The Polyment difference
One topic. Your path.
The field is mined once into a shared curriculum, then shaped around you: courses clearly off your path are pruned, the ones your goal needs are pushed forward, and anything your target opportunity demands is protected and weighted in your exams. Pick a field and a learner to see what changes.
If you're a CS student learning Artificial Intelligence, Leo builds this:
- Math you'll actually use
- How neural networks learn
- Build a model from scratch
- Transformers and LLMs
- Ship a real project
The goal
Turn motivation into one clear, personal path where every step is the right next step for you and points toward something real.
Core idea
A map built from a conversation and from how real institutions sequence the field, an optional check that finds your true start, lessons Polyment writes for you, practice and exams that prove it, and Leo keeping you moving.
One path, built around you, not a feed built for clicks.
Instead of endless recommendations, Polyment measures where you are, shows one focused next step, and keeps the record honest: nothing is marked learned until you prove it.
Tell Leo your goal
A short conversation captures your background, your time and what you are aiming for, and becomes the goal your whole path is shaped around. What you say about your own level only decides what gets checked first — it never marks anything learned.
Start where you actually are
Nothing is marked known because you said so. Once your Codex is built, Polyment offers a short check that walks your courses in prerequisite order and asks a few real questions each — about two minutes if you are starting fresh, and you can stop whenever you like. Clear a course and you can apply it to your map in one step. Where no check has been built yet, it says so instead of guessing.
A map of mastery, not a playlist
The first time anyone studies a field, Leo searches out how real institutions sequence it — what comes first, what each course assumes — and the prerequisites become your map. Courses, chapters and lessons are named after what you'll be able to do, and gain gold as you master them. You can see the topic list and the sources it drew on.
Lessons written for you
Polyment writes its own lesson text from sources it has actually fetched and read — free, no login, no paywall — and lists them under every lesson. Where a good video exists it is ranked for your level and background and paired with the lesson, and where the subject calls for it you get runnable Python in the page.
Practice proves it, exams award it
Questions rise with your rank across five guild tiers, from Novice to Master. Practice builds readiness; real checkpoint exams award the rank and unlock what's next. Retake one and you get a different paper — every question you have seen is remembered, and fresh ones are written when a skill runs out — so grinding past papers doesn't work.
A plan that fits your real day
Tasks are sized to the minutes you gave each weekday, days off included, and capped so a day is never a wall. Connect Google Calendar and they are placed in your real free hours, around what is already there — and one tap writes the week back into it. Running two paths at once? The day splits by how you ranked them, rather than the newest one eating everything.
Your notebook, beside every lesson
A full notebook sits next to the lesson — Markdown with maths, diagrams and runnable Python — and files itself under the course, chapter and lesson you were on. Highlight a line and it goes into your notes; highlight something the lesson missed and it can become a node on your map. Your notes stay private to you.
Practice anything, any time
You are not limited to what today's plan scheduled. One page shows every outcome due for review across all your paths, plus every course you have unlocked, so you can drill a whole course, one chapter or one lesson whenever you want.
The whole app in Arabic
Every screen reads in Arabic, right to left, including your course, chapter and lesson names — with the English kept underneath as the real identity. Most study material is still English, and the app tells you when that is the case rather than pretending otherwise.
Living roadmap
Your path adapts as you learn.
It is not a fixed playlist. As Leo sees what you grasp and where you stall, the map changes under you.
Skip what you know
Placement is measured, never assumed. Every course starts at zero until something clears it — but an advanced learner can clear the foundations on the check in a couple of minutes and move straight past them.
Advance when ready
Practice builds readiness, but you move on by passing a real check — never because a clock ran out.
Fill hidden gaps
Stuck on a step? Ask Leo to explain anything you highlight — and a passing question can become a real node on your map. Leo works out whether it is already covered, a missing prerequisite or a new branch; a prerequisite is scheduled before the work that needs it, and never locks anything you had already opened.
Make it stick
New material comes back at 1, 3 and 7 days, then each outcome follows its own spaced schedule, set by how well you answered and due on your day, not ours. Your notes return on a longer ladder — 3, 7, 14, 30, 60 days — and only count as reviewed once you have actually recalled and rated one.
Why this works
Built on how people actually learn.
Polyment turns decades of learning science into the default, instead of leaving it to chance.
Personal beats one-size-fits-all
Bloom's classic finding: students taught one-to-one, advancing only once they had mastered each step, outperformed normal classrooms by about two standard deviations. Human tutors do not scale; a personal path can.
Recalling beats re-reading
Across hundreds of studies and many thousands of learners, testing yourself strengthens memory far more than passive review, even when you get it wrong. That is why practice follows every step.
Spacing beats cramming
Spreading study and resurfacing ideas over time can roughly double how efficiently they stick, versus massing it all at once. Polyment brings key concepts back at the right moment.
Honest note: these are findings from learning science, not guarantees. Polyment is built to put them to work for you, not to promise a grade.
Honest by design
A record you can actually trust.
Most platforms let you mark anything "done." Polyment doesn't — because a path you can lie to is worthless.
Done means done
Nearly every task completes only when the proof exists: the video was actually played through, and the parts you skipped past do not count; the practice was actually graded; the note was actually recalled and rated. Application steps you tick yourself, because there is nothing for us to check. Skipping is always allowed — pretending isn't.
Ranks are earned, not claimed
Practice never awards a rank. A course only moves — and only unlocks what comes after it — when you pass its checkpoint exam. Rebuild your map and every exam you cleared carries over; any "mastered" badge with no exam standing behind it is dropped.
The truth about your deadline
You can see roughly when you will finish before you get there: everything still locked is priced and laid out as dated estimates, labelled as estimates, and the dates hold steady instead of jumping with yesterday's pace. When a goal can't fit your real free hours, Polyment says so and offers the honest levers — more time per day, or a later date. It never quietly compresses what you'd learn, and it never moves your deadline for you.
Learning should lead somewhere real.
Every Codex can be aimed at a real opportunity — a scholarship, internship, competition or research project. Leo reads the page, works out what it actually asks for, and guarantees every skill it names a place on your map. You see the deadline, an honest readiness estimate per skill, and a one-page CV that prints a number only where Polyment measured one: a checkpoint exam you passed, or the words "Not assessed".
Youth AI Hackathon
Closes in 24 days · Asks for: Python, model training, a working demo
68% ready by this deadline at your current pace
Aim my path at this
Our belief
Education was built for the classroom. Learning in the age of AI should be built for you.
Polyment is our attempt at that future: a personal path for every learner, aimed at something real, open to anyone with the will to start.
Join the waitlist and be among the first in as early access opens.
You can also join the Discord to meet early learners and follow the build.