AI Models
AI Limitations
Important information about AI-generated code limitations and your responsibilities.
AI Models & Limitations
Important Disclaimer
AI-generated code may contain errors, bugs, or inaccuracies.
VULK uses advanced AI models, but they are not perfect. You should:
- Review generated code before using in production
- Test thoroughly all functionality
- Validate security for sensitive applications
- Check for edge cases the AI might miss
Available AI Models
| Model | Best For |
|---|---|
| Claude Sonnet 4 | Complex logic, accuracy |
| GPT-4o | General purpose, speed |
| Gemini Pro | Creative designs |
| DeepSeek V3 | Cost-effective generation |
All plans have access to all models.
Known Limitations
What AI Does Well
- Standard UI components
- Common patterns (forms, lists, cards)
- Responsive layouts
- Basic CRUD operations
- Popular framework conventions
What AI May Struggle With
- Highly custom business logic
- Complex state management
- Real-time features (WebSockets)
- Advanced animations
- Niche library integrations
- Mathematical precision
- Legal/medical accuracy
Code Quality
Generated code is:
- Syntactically correct (usually)
- Following modern patterns
- Using TypeScript
- May need optimization
- May have minor bugs
- May not handle all edge cases
Your Responsibility
By using VULK, you acknowledge that:
- You must review generated code before production use
- You are responsible for testing and validation
- VULK is not liable for bugs or issues in generated code
- Security review is your responsibility for sensitive apps
Reporting Issues
Found an AI error? Help us improve:
- Use the feedback button in the editor
- Contact support@vulk.dev with details