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1 |
+
---
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2 |
+
base_model:
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3 |
+
- Tesslate/UIGEN-X-32B-0727
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4 |
+
tags:
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5 |
+
- text-generation-inference
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6 |
+
- transformers
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7 |
+
- qwen3
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8 |
+
- ui-generation
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9 |
+
- tailwind-css
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10 |
+
- html
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11 |
+
- reasoning
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12 |
+
- step-by-step-generation
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13 |
+
- hybrid-thinking
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14 |
+
- tool-calling
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15 |
+
license: apache-2.0
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16 |
+
language:
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17 |
+
- en
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18 |
+
---
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19 |
+
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20 |
+
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21 |
+
# UIGEN-X-32B-0727 Reasoning Only UI Generation Model
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22 |
+
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23 |
+
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24 |
+

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25 |
+
|
26 |
+
> 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.
|
27 |
+
|
28 |
+
|
29 |
+

|
30 |
+
|
31 |
+

|
32 |
+
|
33 |
+

|
34 |
+
|
35 |
+

|
36 |
+
|
37 |
+
**Live Examples**: [https://uigenoutput.tesslate.com](https://uigenoutput.tesslate.com)
|
38 |
+
**Discord Community**: [https://discord.gg/EcCpcTv93U](https://discord.gg/EcCpcTv93U)
|
39 |
+
**Website**: [https://tesslate.com](https://tesslate.com)
|
40 |
+
|
41 |
+
---
|
42 |
+
|
43 |
+
## Model Architecture
|
44 |
+
|
45 |
+
UIGEN-X-32B-0727 implements **Reasoning Only** from the Qwen3 family - combining systematic planning with direct implementation. The model follows a structured thinking process:
|
46 |
+
|
47 |
+
1. **Problem Analysis** — Understanding requirements and constraints
|
48 |
+
2. **Architecture Planning** — Component structure and technology decisions
|
49 |
+
3. **Design System Definition** — Color schemes, typography, and styling approach
|
50 |
+
4. **Implementation Strategy** — Step-by-step code generation with reasoning
|
51 |
+
|
52 |
+
This hybrid approach enables both thoughtful planning and efficient code generation, making it suitable for complex UI development tasks.
|
53 |
+
|
54 |
+
---
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55 |
+
|
56 |
+
## Complete Technology Coverage
|
57 |
+
|
58 |
+
UIGEN-X-32B-0727 supports **26 major categories** spanning **frameworks and libraries** across **7 platforms**:
|
59 |
+
|
60 |
+
### Web Frameworks
|
61 |
+
- **React**: Next.js, Remix, Gatsby, Create React App, Vite
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62 |
+
- **Vue**: Nuxt.js, Quasar, Gridsome
|
63 |
+
- **Angular**: Angular CLI, Ionic Angular
|
64 |
+
- **Svelte**: SvelteKit, Astro
|
65 |
+
- **Modern**: Solid.js, Qwik, Alpine.js
|
66 |
+
- **Static**: Astro, 11ty, Jekyll, Hugo
|
67 |
+
|
68 |
+
### Styling Systems
|
69 |
+
- **Utility-First**: Tailwind CSS, UnoCSS, Windi CSS
|
70 |
+
- **CSS-in-JS**: Styled Components, Emotion, Stitches
|
71 |
+
- **Component Systems**: Material-UI, Chakra UI, Mantine
|
72 |
+
- **Traditional**: Bootstrap, Bulma, Foundation
|
73 |
+
- **Design Systems**: Carbon Design, IBM Design Language
|
74 |
+
- **Framework-Specific**: Angular Material, Vuetify, Quasar
|
75 |
+
|
76 |
+
### UI Component Libraries
|
77 |
+
- **React**: shadcn/ui, Material-UI, Ant Design, Chakra UI, Mantine, PrimeReact, Headless UI, NextUI, DaisyUI
|
78 |
+
- **Vue**: Vuetify, PrimeVue, Quasar, Element Plus, Naive UI
|
79 |
+
- **Angular**: Angular Material, PrimeNG, ng-bootstrap, Clarity Design
|
80 |
+
- **Svelte**: Svelte Material UI, Carbon Components Svelte
|
81 |
+
- **Headless**: Radix UI, Reach UI, Ariakit, React Aria
|
82 |
+
|
83 |
+
### State Management
|
84 |
+
- **React**: Redux Toolkit, Zustand, Jotai, Valtio, Context API
|
85 |
+
- **Vue**: Pinia, Vuex, Composables
|
86 |
+
- **Angular**: NgRx, Akita, Services
|
87 |
+
- **Universal**: MobX, XState, Recoil
|
88 |
+
|
89 |
+
### Animation Libraries
|
90 |
+
- **React**: Framer Motion, React Spring, React Transition Group
|
91 |
+
- **Vue**: Vue Transition, Vueuse Motion
|
92 |
+
- **Universal**: GSAP, Lottie, CSS Animations, Web Animations API
|
93 |
+
- **Mobile**: React Native Reanimated, Expo Animations
|
94 |
+
|
95 |
+
### Icon Systems
|
96 |
+
Lucide, Heroicons, Material Icons, Font Awesome, Ant Design Icons, Bootstrap Icons, Ionicons, Tabler Icons, Feather, Phosphor, React Icons, Vue Icons
|
97 |
+
|
98 |
+
---
|
99 |
+
|
100 |
+
## Platform Support
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101 |
+
|
102 |
+
### Web Development
|
103 |
+
Complete coverage of modern web development from simple HTML/CSS to complex enterprise applications.
|
104 |
+
|
105 |
+
### Mobile Development
|
106 |
+
- **React Native**: Expo, CLI, with navigation and state management
|
107 |
+
- **Flutter**: Cross-platform mobile with Material and Cupertino designs
|
108 |
+
- **Ionic**: Angular, React, and Vue-based hybrid applications
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109 |
+
|
110 |
+
### Desktop Applications
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111 |
+
- **Electron**: Cross-platform desktop apps (Slack, VSCode-style)
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112 |
+
- **Tauri**: Rust-based lightweight desktop applications
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113 |
+
- **Flutter Desktop**: Native desktop performance
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114 |
+
|
115 |
+
### Python Applications
|
116 |
+
- **Web UI**: Streamlit, Gradio, Flask, FastAPI
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117 |
+
- **Desktop GUI**: Tkinter, PyQt5/6, Kivy, wxPython, Dear PyGui
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118 |
+
|
119 |
+
### Development Tools
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120 |
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Build tools, bundlers, testing frameworks, and development environments.
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121 |
+
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122 |
+
---
|
123 |
+
|
124 |
+
## Programming Language Support
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125 |
+
|
126 |
+
**26 Languages and Approaches**:
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127 |
+
JavaScript, TypeScript, Python, Dart, HTML5, CSS3, SCSS, SASS, Less, PostCSS, CSS Modules, Styled Components, JSX, TSX, Vue SFC, Svelte Components, Angular Templates, Tailwind, PHP
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128 |
+
|
129 |
+
---
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130 |
+
|
131 |
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## Visual Style System
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132 |
+
|
133 |
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UIGEN-X-32B-0727 includes **21 distinct visual style categories** that can be applied to any framework:
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134 |
+
|
135 |
+
### Modern Design Styles
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136 |
+
- **Glassmorphism**: Frosted glass effects with blur and transparency
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137 |
+
- **Neumorphism**: Soft, extruded design elements
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138 |
+
- **Material Design**: Google's design system principles
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139 |
+
- **Fluent Design**: Microsoft's design language
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140 |
+
|
141 |
+
### Traditional & Classic
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142 |
+
- **Skeuomorphism**: Real-world object representations
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143 |
+
- **Swiss Design**: Clean typography and grid systems
|
144 |
+
- **Bauhaus**: Functional, geometric design principles
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145 |
+
|
146 |
+
### Contemporary Trends
|
147 |
+
- **Brutalism**: Bold, raw, unconventional layouts
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148 |
+
- **Anti-Design**: Intentionally imperfect, organic aesthetics
|
149 |
+
- **Minimalism**: Essential elements only, generous whitespace
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150 |
+
|
151 |
+
### Thematic Styles
|
152 |
+
- **Cyberpunk**: Neon colors, glitch effects, futuristic elements
|
153 |
+
- **Dark Mode**: High contrast, reduced eye strain
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154 |
+
- **Retro-Futurism**: 80s/90s inspired futuristic design
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155 |
+
- **Geocities/90s Web**: Nostalgic early web aesthetics
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156 |
+
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157 |
+
### Experimental
|
158 |
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- **Maximalism**: Rich, layered, abundant visual elements
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159 |
+
- **Madness/Experimental**: Unconventional, boundary-pushing designs
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160 |
+
- **Abstract Shapes**: Geometric, non-representational elements
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161 |
+
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162 |
+
---
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163 |
+
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164 |
+
## Prompt Structure Guide
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165 |
+
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166 |
+
### Basic Structure
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167 |
+
To achieve the best results, use this prompting structure below:
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168 |
+
```
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169 |
+
[Action] + [UI Type] + [Framework Stack] + [Specific Features] + [Optional: Style]
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170 |
+
```
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171 |
+
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172 |
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### Examples
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173 |
+
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174 |
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**Simple Component**:
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175 |
+
```
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176 |
+
Create a navigation bar using React + Tailwind CSS with logo, menu items, and mobile hamburger menu
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177 |
+
```
|
178 |
+
|
179 |
+
**Complex Application**:
|
180 |
+
```
|
181 |
+
Build a complete e-commerce dashboard using Next.js + TypeScript + Tailwind CSS + shadcn/ui with:
|
182 |
+
- Product management (CRUD operations)
|
183 |
+
- Order tracking with status updates
|
184 |
+
- Customer analytics with charts
|
185 |
+
- Responsive design for mobile/desktop
|
186 |
+
- Dark mode toggle
|
187 |
+
Style: Use a clean, modern glassmorphism aesthetic
|
188 |
+
```
|
189 |
+
|
190 |
+
**Framework-Specific**:
|
191 |
+
```
|
192 |
+
Design an Angular Material admin panel with:
|
193 |
+
- Sidenav with expandable menu items
|
194 |
+
- Data tables with sorting and filtering
|
195 |
+
- Form validation with reactive forms
|
196 |
+
- Charts using ng2-charts
|
197 |
+
- SCSS custom theming
|
198 |
+
```
|
199 |
+
|
200 |
+
### Advanced Prompt Techniques
|
201 |
+
|
202 |
+
**Multi-Page Applications**:
|
203 |
+
```
|
204 |
+
Create a complete SaaS application using Vue 3 + Nuxt 3 + Tailwind CSS + Pinia:
|
205 |
+
Pages needed:
|
206 |
+
1. Landing page with hero, features, pricing
|
207 |
+
2. Dashboard with metrics and quick actions
|
208 |
+
3. Settings page with user preferences
|
209 |
+
4. Billing page with subscription management
|
210 |
+
Include: Navigation between pages, state management, responsive design
|
211 |
+
Style: Professional, modern with subtle animations
|
212 |
+
```
|
213 |
+
|
214 |
+
**Style Mixing**:
|
215 |
+
```
|
216 |
+
Build a portfolio website using Svelte + SvelteKit + Tailwind CSS combining:
|
217 |
+
- Minimalist layout principles
|
218 |
+
- Cyberpunk color scheme (neon accents)
|
219 |
+
- Smooth animations for page transitions
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220 |
+
- Typography-driven content sections
|
221 |
+
```
|
222 |
+
|
223 |
+
---
|
224 |
+
|
225 |
+
## Tool Calling & Agentic Usage
|
226 |
+
|
227 |
+
UIGEN-X-32B-0727 supports **function calling** for dynamic asset integration and enhanced development workflows.
|
228 |
+
|
229 |
+
### Image Integration with Unsplash
|
230 |
+
|
231 |
+
Register tools for dynamic image fetching:
|
232 |
+
|
233 |
+
```json
|
234 |
+
{
|
235 |
+
"type": "function",
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236 |
+
"function": {
|
237 |
+
"name": "fetch_unsplash_image",
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238 |
+
"description": "Fetch high-quality images from Unsplash for UI mockups",
|
239 |
+
"parameters": {
|
240 |
+
"type": "object",
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241 |
+
"properties": {
|
242 |
+
"query": {
|
243 |
+
"type": "string",
|
244 |
+
"description": "Search term for image (e.g., 'modern office', 'technology', 'nature')"
|
245 |
+
},
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246 |
+
"orientation": {
|
247 |
+
"type": "string",
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248 |
+
"enum": ["landscape", "portrait", "squarish"],
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249 |
+
"description": "Image orientation"
|
250 |
+
},
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251 |
+
"size": {
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252 |
+
"type": "string",
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253 |
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"enum": ["small", "regular", "full"],
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254 |
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"description": "Image size"
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255 |
+
}
|
256 |
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},
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257 |
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"required": ["query"]
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258 |
+
}
|
259 |
+
}
|
260 |
+
}
|
261 |
+
```
|
262 |
+
|
263 |
+
### Content Generation Tools
|
264 |
+
|
265 |
+
```json
|
266 |
+
{
|
267 |
+
"type": "function",
|
268 |
+
"function": {
|
269 |
+
"name": "generate_content",
|
270 |
+
"description": "Generate realistic content for UI components",
|
271 |
+
"parameters": {
|
272 |
+
"type": "object",
|
273 |
+
"properties": {
|
274 |
+
"type": {
|
275 |
+
"type": "string",
|
276 |
+
"enum": ["user_profiles", "product_data", "blog_posts", "testimonials"],
|
277 |
+
"description": "Type of content to generate"
|
278 |
+
},
|
279 |
+
"count": {
|
280 |
+
"type": "integer",
|
281 |
+
"description": "Number of items to generate"
|
282 |
+
},
|
283 |
+
"theme": {
|
284 |
+
"type": "string",
|
285 |
+
"description": "Content theme or industry"
|
286 |
+
}
|
287 |
+
},
|
288 |
+
"required": ["type", "count"]
|
289 |
+
}
|
290 |
+
}
|
291 |
+
}
|
292 |
+
```
|
293 |
+
|
294 |
+
### Complete Agentic Workflow Example
|
295 |
+
|
296 |
+
```python
|
297 |
+
# 1. Plan the application
|
298 |
+
response = model.chat([
|
299 |
+
{"role": "user", "content": "Plan a complete travel booking website using React + Next.js + Tailwind CSS + shadcn/ui"}
|
300 |
+
], tools=[fetch_unsplash_image, generate_content])
|
301 |
+
# 2. The model will reason through the requirements and call tools:
|
302 |
+
# - fetch_unsplash_image(query="travel destinations", orientation="landscape")
|
303 |
+
# - generate_content(type="destinations", count=10, theme="popular travel")
|
304 |
+
# - fetch_unsplash_image(query="hotel rooms", orientation="landscape")
|
305 |
+
# 3. Generate complete implementation with real assets
|
306 |
+
final_response = model.chat([
|
307 |
+
{"role": "user", "content": "Now implement the complete website with the fetched images and content"}
|
308 |
+
])
|
309 |
+
```
|
310 |
+
|
311 |
+
### Tool Integration Patterns
|
312 |
+
|
313 |
+
**Dynamic Asset Loading**:
|
314 |
+
- Fetch relevant images during UI generation
|
315 |
+
- Generate realistic content for components
|
316 |
+
- Create cohesive color palettes from images
|
317 |
+
- Optimize assets for web performance
|
318 |
+
|
319 |
+
**Multi-Step Development**:
|
320 |
+
- Plan application architecture
|
321 |
+
- Generate individual components
|
322 |
+
- Integrate components into pages
|
323 |
+
- Apply consistent styling and theming
|
324 |
+
- Test responsive behavior
|
325 |
+
|
326 |
+
**Content-Aware Design**:
|
327 |
+
- Adapt layouts based on content types
|
328 |
+
- Optimize typography for readability
|
329 |
+
- Create responsive image galleries
|
330 |
+
- Generate accessible alt text
|
331 |
+
|
332 |
+
---
|
333 |
+
|
334 |
+
## Inference Configuration
|
335 |
+
|
336 |
+
### Optimal Parameters
|
337 |
+
```python
|
338 |
+
{
|
339 |
+
"temperature": 0.6, # Balanced creativity and consistency (make it lower if quantized!!!!)
|
340 |
+
"top_p": 0.9, # Nucleus sampling for quality
|
341 |
+
"top_k": 40, # Vocabulary restriction
|
342 |
+
"max_tokens": 25000, # Full component generation
|
343 |
+
"repetition_penalty": 1.1, # Avoid repetitive patterns
|
344 |
+
}
|
345 |
+
```
|
346 |
+
|
347 |
+
---
|
348 |
+
|
349 |
+
## Use Cases & Applications
|
350 |
+
|
351 |
+
### Rapid Prototyping
|
352 |
+
- Quick mockups for client presentations
|
353 |
+
- A/B testing different design approaches
|
354 |
+
- Concept validation with interactive prototypes
|
355 |
+
|
356 |
+
### Production Development
|
357 |
+
- Component library creation
|
358 |
+
- Design system implementation
|
359 |
+
- Template and boilerplate generation
|
360 |
+
|
361 |
+
### Educational & Learning
|
362 |
+
- Teaching modern web development
|
363 |
+
- Framework comparison and evaluation
|
364 |
+
- Best practices demonstration
|
365 |
+
|
366 |
+
### Enterprise Solutions
|
367 |
+
- Dashboard and admin panel generation
|
368 |
+
- Internal tool development
|
369 |
+
- Legacy system modernization
|
370 |
+
|
371 |
+
---
|
372 |
+
|
373 |
+
## Technical Requirements
|
374 |
+
|
375 |
+
### Hardware
|
376 |
+
- **GPU**: 8GB+ VRAM recommended (RTX 3080/4070 or equivalent)
|
377 |
+
- **RAM**: 16GB system memory minimum
|
378 |
+
- **Storage**: 20GB for model weights and cache
|
379 |
+
|
380 |
+
### Software
|
381 |
+
- **Python**: 3.8+ with transformers, torch, unsloth
|
382 |
+
- **Node.js**: For running generated JavaScript/TypeScript code
|
383 |
+
- **Browser**: Modern browser for testing generated UIs
|
384 |
+
|
385 |
+
### Integration
|
386 |
+
- Compatible with HuggingFace transformers
|
387 |
+
- Supports GGML/GGUF quantization
|
388 |
+
- Works with text-generation-webui
|
389 |
+
- API-ready for production deployment
|
390 |
+
|
391 |
+
---
|
392 |
+
|
393 |
+
## Limitations & Considerations
|
394 |
+
|
395 |
+
- **Token Usage**: Reasoning process increases token consumption
|
396 |
+
- **Complex Logic**: Focuses on UI structure rather than business logic
|
397 |
+
- **Real-time Features**: Generated code requires backend integration
|
398 |
+
- **Testing**: Output may need manual testing and refinement
|
399 |
+
- **Accessibility**: While ARIA-aware, manual a11y testing recommended
|
400 |
+
|
401 |
+
---
|
402 |
+
|
403 |
+
## Community & Support
|
404 |
+
|
405 |
+
**Discord**: [https://discord.gg/EcCpcTv93U](https://discord.gg/EcCpcTv93U)
|
406 |
+
**Website**: [https://tesslate.com](https://tesslate.com)
|
407 |
+
**Examples**: [https://uigenoutput.tesslate.com](https://uigenoutput.tesslate.com)
|
408 |
+
|
409 |
+
Join our community to share creations, get help, and contribute to the ecosystem.
|
410 |
+
|
411 |
+
---
|
412 |
+
|
413 |
+
## Citation
|
414 |
+
|
415 |
+
```bibtex
|
416 |
+
@misc{tesslate_uigen_x_2025,
|
417 |
+
title={UIGEN-X-32B-0727: Reasoning Only UI Generation with Qwen3},
|
418 |
+
author={Tesslate Team},
|
419 |
+
year={2025},
|
420 |
+
publisher={Tesslate},
|
421 |
+
url={https://huggingface.co/tesslate/UIGEN-X-32B-0727}
|
422 |
+
}
|
423 |
+
```
|
424 |
+
|
425 |
+
---
|
426 |
+
|
427 |
+
|
428 |
+
|
429 |
+
|
430 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ZhW150gEhg0lkXoSjkiiU.png" alt="UI Screenshot 1" width="400">
|
431 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/NdxVu6Zv6beigOYjbKCl1.png" alt="UI Screenshot 2" width="400">
|
432 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/RX8po_paCIxrrcTvZ3xfA.png" alt="UI Screenshot 3" width="400">
|
433 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/DBssA7zan39uxy9HQOo5N.png" alt="UI Screenshot 4" width="400">
|
434 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ttljEdBcYh1tkmyrCUQku.png" alt="UI Screenshot 5" width="400">
|
435 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/duLxNQAuqv1FPVlsmQsWr.png" alt="UI Screenshot 6" width="400">
|
436 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ja2nhpNrvucf_zwCARXxa.png" alt="UI Screenshot 7" width="400">
|
437 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ca0f_8U9HQdaSVAejpzPn.png" alt="UI Screenshot 8" width="400">
|
438 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/gzZF2CiOjyEbPAPRYSV-N.png" alt="UI Screenshot 9" width="400">
|
439 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/y8wB78PffUUoVLzw3al2R.png" alt="UI Screenshot 10" width="400">
|
440 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/M12dGr0xArAIF7gANSC5T.png" alt="UI Screenshot 11" width="400">
|
441 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/t7r7cYlUwmI1QQf3fxO7o.png" alt="UI Screenshot 12" width="400">
|
442 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/-uCIIJqTrrY9xkJHKCEqC.png" alt="UI Screenshot 13" width="400">
|
443 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/eqT3IUWaPtoNQb-IWQNuy.png" alt="UI Screenshot 14" width="400">
|
444 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/RhbGMcxCNlMIXRLEacUGi.png" alt="UI Screenshot 15" width="400">
|
445 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/FWhs43BKkXku12MwiW0v9.png" alt="UI Screenshot 16" width="400">
|
446 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/67db34a5e7f1d129b294e2af/ILHx-xcn18cyDLX5a63xV.png" alt="UIGEN-X UI Screenshot 1" width="400">
|
447 |
+
<img src="https://cdn-uploads.huggingface.co/production/uploads/67db34a5e7f1d129b294e2af/A-zKo1J4HYftjiOjq_GB4.png" alt="UIGEN-X UI Screenshot 2" width="400">
|
448 |
+
|
449 |
+
|
450 |
+
*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.*
|