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 |
|---|---|
| Gemini 3.1 Pro | Default full-stack generation and design fidelity |
| Claude Opus 4.8 | Architecture and complex business logic |
| Claude Sonnet 4.6 | Careful edits and refactors |
| GPT-5.5 | Strong all-rounder |
| DeepSeek V3.2 | Cost-effective code generation |
All paid plans have access to the hosted model lineup. BYOM is available on Pro, Team, Max, and Business.
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 [email protected] with details
Preview Overview
How the VULK live preview works — architecture, updates, and what to expect.
Choosing the Right AI Model
How VULK routes across 16+ AI models — Gemini 3.1 Pro (default), Claude Opus 4.8, GPT-5.5, Grok 4.20, Llama, Mistral, DeepSeek — and how to override per-generation or BYOK with zero markup.