---
base_model:
- Qwen/Qwen3-32B
tags:
- text-generation-inference
- transformers
- qwen3
- ui-generation
- tailwind-css
- html
- reasoning
- step-by-step-generation
- hybrid-thinking
- tool-calling
license: apache-2.0
language:
- en
---
# UIGEN-X-32B-0727 Reasoning Only UI Generation Model
> Tesslate's Reasoning Only UI generation model built on Qwen3-32B architecture. Trained to systematically plan, architect, and implement complete user interfaces across modern development stacks.
**Live Examples**: [https://uigenoutput.tesslate.com](https://uigenoutput.tesslate.com)
**Discord Community**: [https://discord.gg/EcCpcTv93U](https://discord.gg/EcCpcTv93U)
**Website**: [https://tesslate.com](https://tesslate.com)
---
## Model Architecture
UIGEN-X-32B-0727 implements **Reasoning Only** from the Qwen3 family - combining systematic planning with direct implementation. The model follows a structured thinking process:
1. **Problem Analysis** — Understanding requirements and constraints
2. **Architecture Planning** — Component structure and technology decisions
3. **Design System Definition** — Color schemes, typography, and styling approach
4. **Implementation Strategy** — Step-by-step code generation with reasoning
This hybrid approach enables both thoughtful planning and efficient code generation, making it suitable for complex UI development tasks.
---
## Complete Technology Coverage
UIGEN-X-32B-0727 supports **26 major categories** spanning **frameworks and libraries** across **7 platforms**:
### Web Frameworks
- **React**: Next.js, Remix, Gatsby, Create React App, Vite
- **Vue**: Nuxt.js, Quasar, Gridsome
- **Angular**: Angular CLI, Ionic Angular
- **Svelte**: SvelteKit, Astro
- **Modern**: Solid.js, Qwik, Alpine.js
- **Static**: Astro, 11ty, Jekyll, Hugo
### Styling Systems
- **Utility-First**: Tailwind CSS, UnoCSS, Windi CSS
- **CSS-in-JS**: Styled Components, Emotion, Stitches
- **Component Systems**: Material-UI, Chakra UI, Mantine
- **Traditional**: Bootstrap, Bulma, Foundation
- **Design Systems**: Carbon Design, IBM Design Language
- **Framework-Specific**: Angular Material, Vuetify, Quasar
### UI Component Libraries
- **React**: shadcn/ui, Material-UI, Ant Design, Chakra UI, Mantine, PrimeReact, Headless UI, NextUI, DaisyUI
- **Vue**: Vuetify, PrimeVue, Quasar, Element Plus, Naive UI
- **Angular**: Angular Material, PrimeNG, ng-bootstrap, Clarity Design
- **Svelte**: Svelte Material UI, Carbon Components Svelte
- **Headless**: Radix UI, Reach UI, Ariakit, React Aria
### State Management
- **React**: Redux Toolkit, Zustand, Jotai, Valtio, Context API
- **Vue**: Pinia, Vuex, Composables
- **Angular**: NgRx, Akita, Services
- **Universal**: MobX, XState, Recoil
### Animation Libraries
- **React**: Framer Motion, React Spring, React Transition Group
- **Vue**: Vue Transition, Vueuse Motion
- **Universal**: GSAP, Lottie, CSS Animations, Web Animations API
- **Mobile**: React Native Reanimated, Expo Animations
### Icon Systems
Lucide, Heroicons, Material Icons, Font Awesome, Ant Design Icons, Bootstrap Icons, Ionicons, Tabler Icons, Feather, Phosphor, React Icons, Vue Icons
---
## Platform Support
### Web Development
Complete coverage of modern web development from simple HTML/CSS to complex enterprise applications.
### Mobile Development
- **React Native**: Expo, CLI, with navigation and state management
- **Flutter**: Cross-platform mobile with Material and Cupertino designs
- **Ionic**: Angular, React, and Vue-based hybrid applications
### Desktop Applications
- **Electron**: Cross-platform desktop apps (Slack, VSCode-style)
- **Tauri**: Rust-based lightweight desktop applications
- **Flutter Desktop**: Native desktop performance
### Python Applications
- **Web UI**: Streamlit, Gradio, Flask, FastAPI
- **Desktop GUI**: Tkinter, PyQt5/6, Kivy, wxPython, Dear PyGui
### Development Tools
Build tools, bundlers, testing frameworks, and development environments.
---
## Programming Language Support
**26 Languages and Approaches**:
JavaScript, TypeScript, Python, Dart, HTML5, CSS3, SCSS, SASS, Less, PostCSS, CSS Modules, Styled Components, JSX, TSX, Vue SFC, Svelte Components, Angular Templates, Tailwind, PHP
---
## Visual Style System
UIGEN-X-32B-0727 includes **21 distinct visual style categories** that can be applied to any framework:
### Modern Design Styles
- **Glassmorphism**: Frosted glass effects with blur and transparency
- **Neumorphism**: Soft, extruded design elements
- **Material Design**: Google's design system principles
- **Fluent Design**: Microsoft's design language
### Traditional & Classic
- **Skeuomorphism**: Real-world object representations
- **Swiss Design**: Clean typography and grid systems
- **Bauhaus**: Functional, geometric design principles
### Contemporary Trends
- **Brutalism**: Bold, raw, unconventional layouts
- **Anti-Design**: Intentionally imperfect, organic aesthetics
- **Minimalism**: Essential elements only, generous whitespace
### Thematic Styles
- **Cyberpunk**: Neon colors, glitch effects, futuristic elements
- **Dark Mode**: High contrast, reduced eye strain
- **Retro-Futurism**: 80s/90s inspired futuristic design
- **Geocities/90s Web**: Nostalgic early web aesthetics
### Experimental
- **Maximalism**: Rich, layered, abundant visual elements
- **Madness/Experimental**: Unconventional, boundary-pushing designs
- **Abstract Shapes**: Geometric, non-representational elements
---
## Prompt Structure Guide
### Basic Structure
To achieve the best results, use this prompting structure below:
```
[Action] + [UI Type] + [Framework Stack] + [Specific Features] + [Optional: Style]
```
### Examples
**Simple Component**:
```
Create a navigation bar using React + Tailwind CSS with logo, menu items, and mobile hamburger menu
```
**Complex Application**:
```
Build a complete e-commerce dashboard using Next.js + TypeScript + Tailwind CSS + shadcn/ui with:
- Product management (CRUD operations)
- Order tracking with status updates
- Customer analytics with charts
- Responsive design for mobile/desktop
- Dark mode toggle
Style: Use a clean, modern glassmorphism aesthetic
```
**Framework-Specific**:
```
Design an Angular Material admin panel with:
- Sidenav with expandable menu items
- Data tables with sorting and filtering
- Form validation with reactive forms
- Charts using ng2-charts
- SCSS custom theming
```
### Advanced Prompt Techniques
**Multi-Page Applications**:
```
Create a complete SaaS application using Vue 3 + Nuxt 3 + Tailwind CSS + Pinia:
Pages needed:
1. Landing page with hero, features, pricing
2. Dashboard with metrics and quick actions
3. Settings page with user preferences
4. Billing page with subscription management
Include: Navigation between pages, state management, responsive design
Style: Professional, modern with subtle animations
```
**Style Mixing**:
```
Build a portfolio website using Svelte + SvelteKit + Tailwind CSS combining:
- Minimalist layout principles
- Cyberpunk color scheme (neon accents)
- Smooth animations for page transitions
- Typography-driven content sections
```
---
## Tool Calling & Agentic Usage
UIGEN-X-32B-0727 supports **function calling** for dynamic asset integration and enhanced development workflows.
### Image Integration with Unsplash
Register tools for dynamic image fetching:
```json
{
"type": "function",
"function": {
"name": "fetch_unsplash_image",
"description": "Fetch high-quality images from Unsplash for UI mockups",
"parameters": {
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Search term for image (e.g., 'modern office', 'technology', 'nature')"
},
"orientation": {
"type": "string",
"enum": ["landscape", "portrait", "squarish"],
"description": "Image orientation"
},
"size": {
"type": "string",
"enum": ["small", "regular", "full"],
"description": "Image size"
}
},
"required": ["query"]
}
}
}
```
### Content Generation Tools
```json
{
"type": "function",
"function": {
"name": "generate_content",
"description": "Generate realistic content for UI components",
"parameters": {
"type": "object",
"properties": {
"type": {
"type": "string",
"enum": ["user_profiles", "product_data", "blog_posts", "testimonials"],
"description": "Type of content to generate"
},
"count": {
"type": "integer",
"description": "Number of items to generate"
},
"theme": {
"type": "string",
"description": "Content theme or industry"
}
},
"required": ["type", "count"]
}
}
}
```
### Complete Agentic Workflow Example
```python
# 1. Plan the application
response = model.chat([
{"role": "user", "content": "Plan a complete travel booking website using React + Next.js + Tailwind CSS + shadcn/ui"}
], tools=[fetch_unsplash_image, generate_content])
# 2. The model will reason through the requirements and call tools:
# - fetch_unsplash_image(query="travel destinations", orientation="landscape")
# - generate_content(type="destinations", count=10, theme="popular travel")
# - fetch_unsplash_image(query="hotel rooms", orientation="landscape")
# 3. Generate complete implementation with real assets
final_response = model.chat([
{"role": "user", "content": "Now implement the complete website with the fetched images and content"}
])
```
### Tool Integration Patterns
**Dynamic Asset Loading**:
- Fetch relevant images during UI generation
- Generate realistic content for components
- Create cohesive color palettes from images
- Optimize assets for web performance
**Multi-Step Development**:
- Plan application architecture
- Generate individual components
- Integrate components into pages
- Apply consistent styling and theming
- Test responsive behavior
**Content-Aware Design**:
- Adapt layouts based on content types
- Optimize typography for readability
- Create responsive image galleries
- Generate accessible alt text
---
## Inference Configuration
### Optimal Parameters
```python
{
"temperature": 0.6, # Balanced creativity and consistency (make it lower if quantized!!!!)
"top_p": 0.9, # Nucleus sampling for quality
"top_k": 40, # Vocabulary restriction
"max_tokens": 25000, # Full component generation
"repetition_penalty": 1.1, # Avoid repetitive patterns
}
```
---
## Use Cases & Applications
### Rapid Prototyping
- Quick mockups for client presentations
- A/B testing different design approaches
- Concept validation with interactive prototypes
### Production Development
- Component library creation
- Design system implementation
- Template and boilerplate generation
### Educational & Learning
- Teaching modern web development
- Framework comparison and evaluation
- Best practices demonstration
### Enterprise Solutions
- Dashboard and admin panel generation
- Internal tool development
- Legacy system modernization
---
## Technical Requirements
### Hardware
- **GPU**: 8GB+ VRAM recommended (RTX 3080/4070 or equivalent)
- **RAM**: 16GB system memory minimum
- **Storage**: 20GB for model weights and cache
### Software
- **Python**: 3.8+ with transformers, torch, unsloth
- **Node.js**: For running generated JavaScript/TypeScript code
- **Browser**: Modern browser for testing generated UIs
### Integration
- Compatible with HuggingFace transformers
- Supports GGML/GGUF quantization
- Works with text-generation-webui
- API-ready for production deployment
---
## Limitations & Considerations
- **Token Usage**: Reasoning process increases token consumption
- **Complex Logic**: Focuses on UI structure rather than business logic
- **Real-time Features**: Generated code requires backend integration
- **Testing**: Output may need manual testing and refinement
- **Accessibility**: While ARIA-aware, manual a11y testing recommended
---
## Community & Support
**Discord**: [https://discord.gg/EcCpcTv93U](https://discord.gg/EcCpcTv93U)
**Website**: [https://tesslate.com](https://tesslate.com)
**Examples**: [https://uigenoutput.tesslate.com](https://uigenoutput.tesslate.com)
Join our community to share creations, get help, and contribute to the ecosystem.
---
## Citation
```bibtex
@misc{tesslate_uigen_x_2025,
title={UIGEN-X-32B-0727: Reasoning Only UI Generation with Qwen3},
author={Tesslate Team},
year={2025},
publisher={Tesslate},
url={https://huggingface.co/tesslate/UIGEN-X-32B-0727}
}
```
---
*Built with Reasoning Only capabilities from Qwen3, UIGEN-X-32B-0727 represents a comprehensive approach to AI-driven UI development across the entire modern web development ecosystem.*