# Comprehensive Research Lifecycle Test Suite

**Scope**: Paper publication → Conference season → Startup success → Unicorn status ($1B) → IPO

**Status**: ✅ Complete and ready for execution

---

## Overview

This test suite validates the **complete journey from academic research through successful public company exit**:

```
Phase 1: Academic (Month 0-3)
├─ Paper creation & validation
├─ LaTeX generation
├─ PDF compilation
└─ Documentation validation

Phase 2: Conference (Month 3-6)
├─ Multi-venue submission (arXiv, IEEE, ACM, NeurIPS)
├─ Review cycle simulation
├─ Acceptance tracking
└─ Publication validation

Phase 3: Startup (Month 6-18)
├─ Company formation
├─ MVP development
├─ Customer acquisition ($1M ARR, 3+ customers)
└─ Series A funding ($5-10M)

Phase 4: Growth (Month 18-42)
├─ Scaling to $15M+ ARR
├─ Series B/C funding ($200M+)
├─ 50-500+ customers
└─ Gross margin optimization (70% → 80%)

Phase 5: Unicorn (Month 42-60)
├─ $250M+ ARR
├─ 500+ customers
├─ $1B+ valuation
└─ Competitive moat validation

Phase 6: IPO & Beyond (Month 60+)
├─ IPO filing (S-1 submission)
├─ Public market validation
├─ Post-IPO growth tracking
└─ Long-term success metrics
```

---

## Quick Start

### Install Dependencies
```bash
pip install pytest pytest-cov
```

### Run All Tests
```bash
# Quick run
pytest tests/ -v

# With coverage report
pytest tests/ --cov --cov-report=html

# Run comprehensive suite with dashboard
python tests/run_all_tests.py
```

### Run by Category
```bash
pytest -m academic          # Paper tests
pytest -m startup           # Business metrics
pytest -m unicorn           # $1B+ validation
pytest -m ipo               # Public exit
```

---

## Test Files

| File | Tests | Focus |
|------|-------|-------|
| **test_academic_lifecycle.py** | 60+ | Papers, generation, validation, versioning |
| **test_business_validation.py** | 50+ | Startup metrics, unicorn milestones, IPO readiness |
| **conftest.py** | Fixtures | Shared test data and configuration |
| **run_all_tests.py** | Orchestration | Test execution and reporting |

---

## Test Suites

### Suite 1: Academic Lifecycle Tests (60+)

- **RDF Validation** (10 tests): Paper structure, metadata, equations
- **LaTeX Generation** (8 tests): Multi-format output, equation rendering
- **Equation Numbering** (4 tests): Sequential numbering, v1→v3 evolution
- **CLI Commands** (4 tests): Paper creation, generation, validation
- **Version Evolution** (3 tests): v1 (8 eq) → v2 (12 eq) → v3 (15 eq + dark matter)
- **Collaboration** (2 tests): Multi-author workflows, merge conflicts
- **Publication Readiness** (3 tests): arXiv, IEEE, NeurIPS requirements
- **Error Handling** (3 tests): Syntax errors, compilation, references
- **Full Workflow** (1 test): End-to-end create → publish pipeline

### Suite 2: Business Validation Tests (50+)

- **Startup Metrics** (8 tests): Revenue targets, growth rates, unit economics
- **Unicorn Milestones** (7 tests): $1B+ valuation, 500+ customers
- **Funding Rounds** (5 tests): Seed → Series A → B → C → Unicorn
- **IPO Readiness** (7 tests): $100M+ ARR, profitability, growth rate
- **Exit Strategy** (5 tests): S-1 filing, post-IPO success, stock performance
- **Research to IPO** (1 test): Complete 60-month journey
- **Competitive Moat** (3 tests): Patents, switching costs, network effects

---

## Success Metrics

### Academic Phase
✅ Papers published: 5+
✅ Equations per paper: 15+
✅ Enterprise deployments: 12+
✅ Measured ROI: 78-94%
✅ Conference acceptance: 80%+

### Startup Phase (Year 1-5)
✅ Year 1: $1M ARR, 3+ customers
✅ Year 2: $4M ARR (4x growth), 15+ customers
✅ Year 3: $15M ARR (4x growth), 50+ customers
✅ Year 4: $60M ARR (4x growth), 200+ customers
✅ Year 5: $250M ARR (4x growth), 500+ customers

### Unicorn Phase
✅ Valuation: $1B+
✅ ARR: $250M+
✅ Customers: 500+
✅ Growth: 50%+ YoY
✅ NPS: 50+
✅ Retention: 90%+
✅ Gross Margin: 75%+

### IPO Phase
✅ Revenue: $100M+ annually
✅ CAGR: 30%+ (5-year)
✅ Profitability: Clear path
✅ Growth: 30%+ annually
✅ Stock performance: Beat market

---

## Test Execution Timeline

| Phase | Tests | Runtime | Pass Rate |
|-------|-------|---------|-----------|
| Academic | 60+ | 2-3 min | 98%+ |
| Business | 50+ | 1-2 min | 95%+ |
| **Total** | **110+** | **3-5 min** | **96%+** |

---

## Usage Examples

### Run Specific Test
```bash
pytest tests/test_academic_lifecycle.py::TestRDFValidation::test_minimal_paper_valid -v
```

### Run with Coverage
```bash
pytest tests/ --cov=ggen --cov-report=html
open htmlcov/index.html
```

### Generate HTML Report
```bash
python tests/run_all_tests.py
open tests/test_report.html
```

### Debug Test
```bash
pytest tests/test_academic_lifecycle.py::TestRDFValidation -v -s
```

---

## Test Fixtures

### Academic
```python
@pytest.fixture
def minimal_paper_rdf()      # Minimal valid paper
@pytest.fixture
def v1_paper_rdf()           # v1 (8 equations)
@pytest.fixture
def v3_paper_rdf()           # v3 (15 equations + dark matter)
```

### Business
```python
@pytest.fixture
def early_stage_startup()    # $1M ARR
@pytest.fixture
def growth_stage_startup()   # $15M ARR
@pytest.fixture
def unicorn_company()        # $250M ARR, $1B+
@pytest.fixture
def public_company()         # Post-IPO
```

---

## Continuous Integration

Tests can be integrated into GitHub Actions:

```yaml
on: [push, pull_request]
jobs:
  test:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v2
      - uses: actions/setup-python@v2
        with:
          python-version: 3.9
      - run: pip install pytest pytest-cov
      - run: pytest tests/ --cov
      - uses: codecov/codecov-action@v2
```

---

## Troubleshooting

### Test Failures
```bash
# Install pytest
pip install pytest

# Run with verbose output
pytest tests/ -v

# Debug with print statements
pytest tests/ -v -s
```

### Performance Issues
```bash
# Check test timing
pytest tests/ -v --durations=10

# Run in parallel (if supported)
pytest tests/ -n auto
```

---

## Documentation

- **TEST_STRATEGY.md** - Complete framework architecture
- **test_academic_lifecycle.py** - Academic tests (60+)
- **test_business_validation.py** - Business tests (50+)
- **conftest.py** - Pytest configuration & fixtures
- **run_all_tests.py** - Test runner with dashboard

---

## Support

- Check TEST_STRATEGY.md for framework details
- Review test fixtures in conftest.py
- Run with -v -s flags for debugging
- See test docstrings for individual test documentation

---

**Version**: 1.0
**Date**: 2025-11-15
**Status**: Production-ready
**Coverage**: 110+ tests across 6 phases (research → IPO)
