--- base_model: - Qwen/Qwen3-8B 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-8B Hybrid Reasoning UI Generation Model ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/-C7uzKoh8rxQKj_x1QpbB.png) > 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](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-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. --- ## 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 --- ## 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-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 --- ## 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-8B 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-8B: Hybrid Reasoning UI Generation with Qwen3}, author={Tesslate Team}, year={2025}, publisher={Tesslate}, url={https://huggingface.co/tesslate/UIGEN-X-8B} } ``` --- UI Screenshot 1

*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.*