/\        E2E (10%) - Critical user journeys
      /  \
     /    \      Integration (20%) - Component interactions
    /      \
   /________\    Unit (70%) - Fast, isolated, comprehensive

# CI pipeline - tests run on every commit
name: CI
on: [push, pull_request]
jobs:
  test:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - run: npm ci
      - run: npm run test:unit
      - run: npm run test:integration
      - run: npm run lint

  quality-gate:
    needs: test
    steps:
      - name: Coverage Check
        run: npx coverage-check --min 80
      - name: No New Warnings
        run: npm run lint -- --max-warnings 0

// Red: Write failing test first
test('calculates discount for orders over $100', () => {
  const order = new Order([{ price: 150 }]);
  expect(order.discount).toBe(15); // 10% off
});

// Green: Minimal implementation
class Order {
  get discount() {
    return this.total > 100 ? this.total * 0.1 : 0;
  }
}

// Refactor: Improve while keeping green

# Example mapping before coding
Feature: Loyalty Discount
  Scenario: Gold member gets 15% discount
    Given a customer with "gold" membership
    When they checkout with $200 in cart
    Then discount applied is $30
    And order total is $170

  Scenario: New customer gets no discount
    Given a customer with no membership
    When they checkout with $200 in cart
    Then no discount is applied

// During architecture review
await Task("Risk Analysis", {
  phase: 'design',
  component: 'payment-service',
  questions: [
    'What happens when payment gateway times out?',
    'How do we handle duplicate submissions?',
    'What if inventory changed during checkout?'
  ]
}, "qe-requirements-validator");

// Output: Testability requirements, failure mode tests

// Validate requirements testability
await Task("Requirements Validation", {
  requirements: userStories,
  check: ['INVEST-criteria', 'testability', 'ambiguity'],
  generateBDD: true
}, "qe-requirements-validator");

// Generate tests from requirements
await Task("Generate Tests", {
  source: 'requirements',
  types: ['unit', 'integration', 'e2e'],
  coverage: 'comprehensive'
}, "qe-test-generator");

// Smart test selection for changes
await Task("Select Regression Tests", {
  changedFiles: prFiles,
  algorithm: 'risk-based',
  targetReduction: 0.7  // 70% time savings
}, "qe-regression-risk-analyzer");

aqe/shift-left/
├── requirements/*       - Validated requirements
├── generated-tests/*    - Auto-generated tests
├── coverage-targets/*   - Coverage goals by component
└── pipeline-results/*   - CI/CD test history

const shiftLeftFleet = await FleetManager.coordinate({
  strategy: 'shift-left',
  agents: [
    'qe-requirements-validator',     // Level 3-4
    'qe-test-generator',             // Level 2
    'qe-regression-risk-analyzer'    // Smart selection
  ],
  topology: 'sequential'
});