6 disciplines, one method
One place to study several disciplines properly — each taken from the surface to the depth you actually need, with the mechanism /shown rather than asserted.
6 disciplines · 521 modules · every number computed live, nothing screenshotted.
One instrument, live
Showing: Data Science & AI
Type a sentence. Watch the machine read it.
Computing…
Computed live by tlab_compute: seeded projections, 2 heads, d_model 16, one layer. Every row is a softmax, so it sums to one — the whole mechanism, on your words.
- disciplines, live
- 6disciplines, live
- modules you can open
- 521modules you can open
- pillars, globally numbered
- 56pillars, globally numbered
- tracks to follow
- 126tracks to follow
The curriculum, as a matrix — 6 lit, 5 outlined
Every cell the same size, and you can see at a glance how much of it is lit. A discipline that is declared and not yet built gets the same cell drawn in outline — not a smaller one, because it is the same kind of thing at a different stage.
From counting words to conversing with machines: the full path from statistics and Python craft through classical machine learning to Transformers, LLM systems and production ML — every concept grounded in the same small demo corpus you can inspect.
4 domains · 16 pillars · 174 modules
e.g. “Descriptive Statistics”Running Python for people who have never written code: what a notebook is, the handful of data shapes and moves that matter, and the payoff — automating a real manual task from your own working life in an afternoon.
2 domains · 4 pillars · 19 modules
e.g. “Run your first cell”Production-grade Python engineering beyond the everyday: precise data modelling, protocols and abstract base classes, and the habits that make a codebase safe to change — written for engineers who already speak the language.
5 domains · 12 pillars · 49 modules
e.g. “Records: class vs dataclass vs namedtuple”French for adults who already live in French: a DELF B2-structured discipline for the immersed learner whose daily errors stopped changing years ago — all four épreuves worked, sequenced per learner by a diagnostic that finds where progress is easiest.
7 domains · 9 pillars · 218 modules
e.g. “Hear what you don't yet produce”The protocols, identity systems and secure architectures behind cloud, Agent and AI applications — cryptography and TLS, authentication and IAM, and application, network and AI/agent security, taught defensively throughout.
5 domains · 8 pillars · 38 modules
e.g. “Hashing: fingerprints of data”The cross-domain interview and workplace communication skills every profile rehearses - structuring an answer, telling your career story, disagreeing productively, owning failure and voicing ethical objections - taught from your own experiences, never scored into job readiness.
3 domains · 7 pillars · 23 modules
e.g. “The Question Behind the Question”Mathematicsplanned
Galois Theory · Monte Carlo Theory
2 domains · 4 pillars declared · no modules yet
Not open yet — nothing to start.Astronomyplanned
Celestial Mechanics · Planetary Positioning & Movement
2 domains · 3 pillars declared · no modules yet
Not open yet — nothing to start.Creative Writingplanned
Scenario · Plot · Dialogue · Characters
4 domains · 4 pillars declared · no modules yet
Not open yet — nothing to start.Musicplanned
Notation & the Keyboard · Rhythm & Duration · Ear & Intervals · Harmony & First Theory
4 domains · 4 pillars declared · no modules yet
Not open yet — nothing to start.Game Boardsplanned
Board, Pieces & Notation · Search & Evaluation · Openings & Endgames · Chance & Decision
4 domains · 4 pillars declared · no modules yet
Not open yet — nothing to start.- Room for the next one. Pillar numbers are global and append-only, so the tree is built to grow.
Not sure where to start?
A short guided start names a discipline, a path and a first module. Skippable, and it never stands between you and a module.
What "demonstrated rather than asserted" means — French, worked
French is the clearest case, because it has no mathematics in it at all and the method still holds.
A foreigner learning French is usually handed rules. The past participle agrees with a preceding direct object. True, unhelpful: it does not tell you what you are getting wrong, and it does not survive contact with speech, where half the agreement is silent.
Here the same ground is covered by showing the machinery:
- A diagnostic across four axes (P51) finds where your progress is actually blocked, rather than assuming the average learner's gaps. The curriculum reorders itself around the answer.
- The grammar pillars are organised by what the ear can hear — the article–adjective–noun chain (P48), pronoun placement (P49), the silent
-entthat makes third-person plural invisible in speech and obvious on paper (P50). Each one is a system you watch operate, not a table. - Speaking is scored, not self-assessed (P45): vowels, liaison, élision, rhythm, with pronunciation feedback rather than a recording you have no way to judge.
- Listening is trained on real audio (P44), because B2 comprehension fails on connected speech, not on vocabulary.
- Mistakes are the syllabus. The notice-your-mistakes loop exists to break fossilisation — the errors you have made so long they feel like French.
Same shape as showing a learner every matrix in an attention head. Different domain, no maths, one method.