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A live predator–prey simulation inside a Find Tutor Web lesson

Find Tutor Web

Timeline
Built in weeks
Category
Learning platform
Techstack
Claude agent pipelines · React · realtime
Location
Global
Year
2026

921 interactive lessons, written by agents.


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.

[AI agent pipelines] — [EdTech]

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.

Programmes across four exam boards: 15 subjects, 921 lessons

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.

[Demo] — Find Tutor Web

Programmes across four exam boardsA chemistry concept slideA live predator–prey simulationA timed physics mock, auto-markedA slide annotated from a phoneThe agent build pipeline with its gates passing
  1. 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.

  2. 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.

  3. 03 / 06

    Real physics, running live

    556 lessons run genuine simulations: predator–prey cycles, action potentials, projectile motion, computed in real time.

  4. 04 / 06

    Exam-shaped, auto-marked

    10,268 questions in real paper formats: timed mocks, mark schemes, numeric answers checked to 2% tolerance.

  5. 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.

  6. 06 / 06

    Built by agents, in weeks

    A 1.17-million-line library, written, audited and gated by Claude agent pipelines.

The results

Agent pipelines
neu Intelligence
Simulation runtime
neu Intelligence
Platform
neu Intelligence

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