Karma is the single balance the platform meters AI against. You are not managing a credit card per feature or a separate quota per tool. There is one number, one ledger, and it follows you across everything.
What it lets you do
Start with 50 karma the moment the account exists, with nothing to set up
Get karma with every purchase: Foundations credits 200, Advanced 300, the complete bundle 500
Read the ledger: every earn and every spend, with the running balance after each
Watch the balance in the left rail without opening anything
Earn more by referring: referral rewards land in this same balance
Where to find it
Profile. The karma ledger sits on the page, and the balance is in the left rail.
Who it's for
Everyone with an account. Every AI feature draws on this one balance.
FeatureAcross the platformSeptember 16, 2026
Voice mode: talk to it, and it talks back
A full voice loop, not dictation. What you say is transcribed, the agent answers with its tools available, and the reply is spoken back while it is still being written. You hear the beginning before the end exists.
What it lets you do
Ask by speaking, and hear the answer stream back rather than waiting for the whole reply
Keep it conversational while it uses tools: it signals that it is working instead of going silent
Pay for it from the same karma balance as everything else, with no separate voice quota
Where to find it
The microphone in the command bar along the bottom of a topic in Learning.
Who it's for
Anyone who thinks faster out loud than through a keyboard, and anyone working with their hands busy.
FeaturePlaygroundSeptember 16, 2026
Labs: run the real model, measure the difference
A lab is a measured experiment, not a demo. You take a baseline reading, change exactly one thing, and read the difference, measured on a real model on real hardware.
What it lets you do
Record a prediction before the run, and see it scored against what actually happened
Run one knob at a time and compare before/after side by side
Read the real cost of a change (tokens per second, memory, quality) instead of being told it
Play reference runs in the browser, each one measured on real hardware
Where to find it
Inside a topic on the architecture and engineering paths. Open a track, then a topic whose pill says Lab.
Who it's for
The architecture and engineering paths, where "it depends" is only useful once you can measure what it depends on. A desktop app and a command-line runner, for running labs on your own machine, are being built.
FeatureCanvasSeptember 16, 2026
Canvas is open: todos, goals and documents
Canvas is the workspace beside the learning: a place for the todos, goals and documents that come out of what you are studying, instead of scattering them across other apps.
What it lets you do
Keep a todo list with real task items, not a notes file
Set goals with milestones and watch progress against them
Write and keep documents next to the work they came from
Ask an agent to create any of the three for you
Where to find it
Canvas in the left navigation → Tasks for todos and goals, Content for documents.
Who it's for
Anyone who has finished a topic and immediately lost the thing they meant to do about it.
FeaturePlaygroundSeptember 15, 2026
The tutor can change the topic in front of you
The tutor is no longer a chat box beside the topic. It can change the page: ask for something and the page responds, rather than the answer arriving as more text to read.
What it lets you do
Have a section read aloud
Ask it to point at the thing you are confused about, on the page itself
Drop or raise the difficulty and have the explanation re-pitch
Ask it to rebuild a layer you did not follow
Commission a page: it writes one for you and files it under Made for you
Where to find it
The command bar along the bottom of any topic.
FeaturePlaygroundSeptember 15, 2026
Four new panes beside the topic
Four panes beside the topic, each answering a different question about where the material came from. That distinction used to be lost when everything sat in one pile.
What it lets you do
Resources: what the educator attached to this topic
Review: cards you saved, coming back on a schedule
Made for you: pages generated for you specifically, including anything you commissioned
Library: what you brought, your uploads and the pages you saved
Where to find it
The right-hand rail of any topic.
Who it's for
Anyone who has wondered whether the thing they are reading was written by the educator, by the tutor, or by themselves last week.
FeatureLearningSeptember 14, 2026
See a whole track drawn as one machine
One diagram for the whole track: the model you are building, the agent it runs inside, and the system those agents form. Wired together, so you can see where any single topic sits.
What it lets you do
See all three layers at once, or take them one at a time
Follow a part to the topics that build it
Check how much of the machine you have actually covered
Where to find it
Open a track, then the view that shows the whole system.
Who it's for
Anyone halfway through a long track who has lost the plot of what they are assembling.
FeaturePlaygroundSeptember 13, 2026
Thirty play-spaces across the foundation paths
A visualisation is a bench, not an animation: the real step the machine takes, on real material, with knobs you turn and counts that move while you turn them. Two minutes, inside the topic, nothing to install.
What it lets you do
Run the actual step the topic is about and watch the numbers change
Turn the knobs that matter and see what breaks
Read the counts rather than being told the conclusion
Where to find it
Inside a topic on the foundation paths, below the reading pane.
Who it's for
The foundation paths, where the whole difficulty is that the thing being described is invisible.
FeatureAtomsSeptember 12, 2026
Atoms: one concept, finished in a sitting
An atom is one concept, sized to be finished in a sitting. /atoms lists yours and opens one straight into its playground, the same embed Home uses, rather than a record about it.
What it lets you do
See every atom you have access to in one list, with filters and search
Open one straight into its playground, without going through a track
Work it end to end: watch, read, play, practise
Come back to exactly the atom you left
Where to find it
Atoms in the left navigation, or the starting points on Home.
FeatureHomeSeptember 10, 2026
A home page that asks for one thing
Home asks for one thing: pick a starting point and the atom opens right there. It is a place to begin, not a dashboard about beginning.
What it lets you do
Resume where you left off: the first starting point is the atom you last opened, when it is still openable
Pick any of the offered atoms and work it in place, without leaving Home
See how far into each one you are before you open it, one dot per face
See what changed since your last visit, only when something did
Check your account at a glance without leaving the page
Where to find it
Home in the left navigation, the first page after you sign in.
Always available
2 releases
ProgramAccount & rewards
Gift a track to someone
Buy track access for someone else. They get their own account and their own progress. You are not sharing a login, and you do not need access yourself.
What it lets you do
Send track access from the store to an email address
Pay once; the recipient claims it when they sign up
See what you have sent and whether it has been claimed
Where to find it
Profile → Gifts, beside referrals and payments.
Who it's for
Anyone who has been meaning to explain what they are learning to someone, and would rather just hand it over.
RewardAccount & rewards
Earn by referring friends
Invite people with your own link and earn when they join. Rewards accrue against your account rather than being paid out per click.
What it lets you do
Copy your referral link
See who joined through it
Track what you have earned so far
Where to find it
Profile → Referrals, alongside karma and transactions.
Before that
Agentic AI for Everyone opens
August 2026
The track page and its store go live; the first cluster of topics opens.
A cinematic introduction to the learning philosophy on the track page.
Honest durations: only the minutes the educator recorded are shown, and the track reads as topic → cluster → path.
International checkout: currency detection, address and ZIP fields fixed.