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AI Models and Limitations

Last updated on Dec 23, 2025

AI Models and Limitations

Important Disclaimer

AI-generated code may contain errors, bugs, or inaccuracies.

You should:

  • Review generated code before using in production
  • Test thoroughly all functionality
  • Validate security for sensitive applications

Available AI Models

  • Claude Sonnet 4 - Complex logic, accuracy
  • GPT-4o - General purpose, speed
  • Gemini Pro - Creative designs
  • DeepSeek V3 - Cost-effective

What AI Does Well

  • Standard UI components
  • Common patterns (forms, lists, cards)
  • Responsive layouts
  • Basic CRUD operations

What AI May Struggle With

  • Highly custom business logic
  • Complex state management
  • Real-time features
  • Mathematical precision
  • Legal/medical accuracy

Your Responsibility

You must review generated code before production use. VULK is not liable for bugs in generated code.