UIGEN-X-8B Hybrid Reasoning UI Generation Model

Tesslate's hybrid reasoning UI generation model built on Qwen3-8B architecture. Trained to systematically plan, architect, and implement complete user interfaces across modern development stacks.

Live Examples: https://uigenoutput.tesslate.com
Discord Community: https://discord.gg/EcCpcTv93U
Website: https://tesslate.com

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Model Architecture

UIGEN-X-8B implements hybrid reasoning 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.

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Complete Technology Coverage

UIGEN-X-8B 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

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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.

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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

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Visual Style System

UIGEN-X-8B 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

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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

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Tool Calling & Agentic Usage

UIGEN-X-8B supports function calling for dynamic asset integration and enhanced development workflows.

Image Integration with Unsplash

Register tools for dynamic image fetching:

{
  "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

{
  "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

# 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

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Inference Configuration

Optimal Parameters

{
    "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
}

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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

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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

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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

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Community & Support

Discord: https://discord.gg/EcCpcTv93U
Website: https://tesslate.com
Examples: https://uigenoutput.tesslate.com

Join our community to share creations, get help, and contribute to the ecosystem.

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Citation

@misc{tesslate_uigen_x_2025,
  title={UIGEN-X-8B: Hybrid Reasoning UI Generation with Qwen3},
  author={Tesslate Team},
  year={2025},
  publisher={Tesslate},
  url={https://huggingface.co/tesslate/UIGEN-X-8B}
}

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Built with hybrid reasoning capabilities from Qwen3, UIGEN-X-8B represents a comprehensive approach to AI-driven UI development across the entire modern web development ecosystem.