freundcloud

Modern Development

AI-Assisted Development

LLM Integration Points

  • Code Generation
  • Code Review
  • Documentation
  • Security Analysis
  • Testing Strategy

Development Workflow

graph LR
    A[Code] --> B[AI Review]
    B --> C[Human Review]
    C --> D[Automated Tests]
    D --> E[Security Scan]
    E --> F[Deploy]

Code Quality Gates

Pre-commit Checks

repos:
- repo: https://github.com/pre-commit/pre-commit-hooks
  rev: v4.5.0
  hooks:
    - id: trailing-whitespace
    - id: end-of-file-fixer
    - id: check-yaml
- repo: local
  hooks:
    - id: ai-code-review
      name: AI Code Review
      entry: copilot-cli suggest
      language: system
      types: [python, javascript, typescript]

Automated Code Review

  • Style Guide Enforcement
  • Best Practice Validation
  • Security Pattern Detection
  • Performance Analysis

Modern Testing Approaches

Property-Based Testing

from hypothesis import given, strategies as st

@given(st.integers(), st.integers())
def test_addition_properties(x, y):
    assert isinstance(x + y, int)
    assert x + y == y + x

AI-Driven Test Generation

  • Test Case Suggestions
  • Edge Case Detection
  • Coverage Analysis
  • Test Maintenance

Security Integration

Continuous Security

  • SAST/DAST Integration
  • Dependency Scanning
  • License Compliance
  • Vulnerability Management

Zero Trust Development

  • Ephemeral Environments
  • Just-in-Time Access
  • Audit Logging
  • Policy Enforcement

Best Practices

  1. Code Generation
    • AI-assisted scaffolding
    • Template customization
    • Style consistency
    • Documentation generation
  2. Review Process
    • Automated first pass
    • Human oversight
    • Security validation
    • Performance analysis
  3. Testing Strategy
    • AI-generated test cases
    • Property-based testing
    • Mutation testing
    • Integration validation