921 interactive lessons, written by agents.
921 hand-built interactive lessons across IB, A-Level, IGCSE and Lower Secondary, written, illustrated, simulated and tested by AI agent pipelines.
Find Tutor Web is a learning platform across IB, A-Level, IGCSE and Lower Secondary: 15 subjects, 921 lessons, 556 live simulations and auto-marked mock papers.
Every lesson was written, illustrated, simulated and test-marked by AI agent pipelines rather than a content team, then checked against its exam board before it went live.
What is Find Tutor Web?
Find Tutor Web is an online learning platform holding 921 interactive lessons across 15 subjects and four exam boards — IB, A-Level, IGCSE and Lower Secondary. Every lesson was written, illustrated, simulated and test-marked by AI agent pipelines rather than by a content team, which is what made a library of this size buildable at all.
The platform carries 556 live simulations students can manipulate directly, auto-marked mock papers scored against each board’s real mark scheme, and a recap engine that rebuilds a revision path from the questions a student actually got wrong. Teachers see where a class broke down question by question. neu Intelligence built the agent pipelines that author the lessons, the simulation runtime, and the platform students and teachers log into. The library covers 15 subjects in total, and every lesson in it was quality-checked against the exam board it was written for before publication.
Explore the Find Tutor website or try the interactive learning platform.
Updated
The challenge
A library no human team could ship.
Four exam boards, fifteen subjects and every concept needing a lesson, a simulation and exam-shaped questions. Written by hand, that is years of work for a content team.
The bar was the real exam: questions in real paper formats, mark schemes, numeric answers checked to 2% tolerance.
The solution
Pipelines that write, test and gate every lesson.
We built agent pipelines that script each lesson as a ten-slide arc (hook, visual, worked example, test), build the studio around it and audit every one before it publishes.
Simulations run live: predator–prey cycles, action potentials, projectile motion, all computed in real time. Any phone becomes a whiteboard: scan a QR and annotate the projected slide.
Four exam boards, one standard
IB, A-Level, IGCSE and Lower Secondary: 15 subjects, 921 lessons, every one held to the same bar.
Slides that teach
Hook, visual, worked example, test: a ten-slide arc per concept, then a recap that re-asks what you missed.
Real physics, running live
556 lessons run genuine simulations: predator–prey cycles, action potentials, projectile motion, all computed in real time, not illustrated.
Exam-shaped, auto-marked
10,268 questions in real paper formats: timed mocks, mark schemes, numeric answers checked to 2% tolerance.
Any phone is a whiteboard
Scan a QR and annotate the projected slide live from your hand, with strokes streaming in over realtime.
Built by agents, in weeks
A 1.17-million-line library, written, audited and gated by Claude agent pipelines. A platform no human team could have shipped.
Four boards, one standard.
- IB SL & HL
Physics
25 topics · 73 lessons - IGCSE
Chemistry
14 topics · 28 lessons - IB SL & HL
Maths AA
19 topics · 77 lessons - IB SL & HL
Biology
28 topics · 113 lessons - A-Level Edexcel
Maths
28 topics · 106 lessons - IB SL & HL
Maths AI
18 topics · 71 lessons - Lower Secondary
Science
18 topics · 54 lessons - + 8 more subjectsacross the four programmes
Authored, audited and gated end-to-end.
- script-lessonscripts the ten-slide teaching arc✓ 921 / 921
- create-studiobuilds slides, sims and question banks✓ 556 sims
- audit-studiosaudits every deck against the gates✓ 0 blockers
$ neu pipeline run --board igcse --subject chemistry
▸ script-lesson c8.3 displacement-reactions … done
▸ create-studio c8.3 — building deck
✓ concept segments wired (3)
✓ sim: halogen-displacement · rAF · 60 fps
✓ mcq bank linked — 24 questions · 2% tolerance
▸ audit-studios c8.3 — 14 checks
✓ slide arc · visuals · adaptive recap wiring
✓ commit gate PASS → main (921/921 green)
$ next: physics d4.2 projectile-motion- 921
- Lessons
- 1.17M
- Lines of code
- 10,268
- Exam questions
- 15
- Subjects
Claude agent pipelines — authored, audited and gated end-to-end.
[Demo] — Find Tutor Web
- 01 / 06
Four exam boards, one standard
IB, A-Level, IGCSE and Lower Secondary: 15 subjects, 921 lessons, every one held to the same bar.
- 02 / 06
Slides that teach
Hook, visual, worked example, test: a ten-slide arc per concept, then a recap that re-asks what you missed.
- 03 / 06
Real physics, running live
556 lessons run genuine simulations: predator–prey cycles, action potentials, projectile motion, computed in real time.
- 04 / 06
Exam-shaped, auto-marked
10,268 questions in real paper formats: timed mocks, mark schemes, numeric answers checked to 2% tolerance.
- 05 / 06
Any phone is a whiteboard
Scan a QR and annotate the projected slide live from your hand, with strokes streaming in over realtime.
- 06 / 06
Built by agents, in weeks
A 1.17-million-line library, written, audited and gated by Claude agent pipelines.
The results
Interactive lessons live
Live simulations
Exam questions
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