Transform any educational content into unlimited fresh practice materials. This system works for ANY subject—Mathematics, IELTS, Science, History, Programming, and more.
How It Works
The system doesn’t “know” any subject—it LEARNS from whatever materials you provide and generates fresh, curriculum-aligned content.
Two approaches depending on what you have:
Choose Your Type
Do you have sample tests/exercises?
│
├─ YES → Type 1: Curriculum Test Generator
│ (Creates VARIATIONS of existing tests)
│
└─ NO → Type 2: Contour Test Generator
(Creates NEW tests from scratch)Type Comparison
| Aspect | Type 1: Curriculum Test Generator | Type 2: Contour Test Generator |
|---|---|---|
| You Have | Curriculum + Test samples | Curriculum only |
| Input | Workbook PDF + Test PDF | Textbook pages/scans |
| How It Works | Learns from YOUR materials | Uses pre-built knowledge base |
| Output | Variations of existing tests | Brand new tests from scratch |
| Best For | Creating practice versions | New subjects without test samples |
| Architecture | Agent (sub-agents) | Skill (knowledge base) |
Subject Examples
| Subject | Type 1 (with tests) | Type 2 (curriculum only) |
|---|---|---|
| Mathematics | Vary existing mock tests | Create tests from textbook chapters |
| IELTS/TOEFL | Vary Cambridge practice tests | Create from grammar/vocab books |
| Science | Vary lab exams | Create from textbook review sections |
| History | Vary past papers | Create from chapter summaries |
| Programming | Vary coding challenges | Create from tutorial exercises |
| Medical/Nursing | Vary board exam questions | Create from study materials |
| Music Theory | Vary grade exam papers | Create from theory textbooks |
| Law | Vary bar prep questions | Create from casebooks |
Key Capabilities (Both Types)
- Fresh Content — Genuinely new questions, not just number changes
- Curriculum-Aligned — Stays within scope of provided materials
- Pattern Library — 49+ question formats that grow with each test
- Diagram Support — Generates new visual content automatically
- PDF Output — Professional, print-ready format
- Answer Sheets — Complete solutions with worked steps
Who Can Use This
- Teachers — Create unlimited practice tests for any subject
- Students — Get endless fresh practice without repeating questions
- Test Prep Companies — Scale content creation massively
- Parents — Help children study any subject at home
- Corporate Training — Generate assessment materials for employees
Detailed Architecture
For technical details on how each type works:
- Type 1: Curriculum Test Generator Architecture — Agent-based system with sub-agents for curriculum analysis, test extraction, and question generation
- Type 2: Contour Test Generator Skill Architecture — Skill-based system with pre-built knowledge base, question patterns, and templates
The Vision
This system proves that AI can learn any curriculum and generate high-quality practice materials. Whether it’s your daughter’s Year 10 math test or your own IELTS preparation—the same architecture handles it all.
The only requirement: provide the source materials, and the system learns what to teach and how to test it.