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Why vibe coded apps look the same: Creating a unique design system
Learn how to escape generic AI app designs using a custom tool that generates unique, scalable design systems via LLM-driven semantic token creation.
As a UX Lead at Google working on AI Prototyping tools, I’ve observed that “vibe coded” apps naturally suffer from a “regression to the mean”, where LLMs average out their training data, resulting in generic Tailwind clones. I will demo Design System Builder, a tool I built attempting solve this by letting developers customize branding and visuals and then generating semantic design tokens. I’ll walk through the internal workflow of how I use Gemini CLI and Claude Code to architect these constraints and inject them into the context window, to produce unique, scalable design systems.
- Claude CodeAnthropic's agentic coding tool: Unleash Claude's raw power directly in your terminal or IDE to turn complex, hours-long workflows into a single command.Claude Code is Anthropic’s powerful agentic coding assistant, designed for high-velocity development. It operates natively within your terminal, IDE (VS Code, JetBrains), or via a web interface, allowing you to delegate complex tasks like feature building, bug fixing, and codebase navigation. The agent plans, edits files, executes commands, and creates commits, maintaining awareness of your entire project structure. Internally, Anthropic engineers using Claude Code reported a 67% increase in productivity, demonstrating its capacity to deliver significant gains for Pro and Max plan users.
- Gemini CLIGemini CLI is your open-source AI agent: it brings the power of Gemini models directly into your terminal.The Gemini CLI is an open-source, terminal-first AI agent providing direct, lightweight access to the Gemini model capabilities. It operates as an interactive Read-Eval-Print Loop (REPL), enabling developers to execute complex tasks like code generation, project analysis, and bug fixing through natural language prompts. The CLI leverages a Reason and Act (ReAct) loop, orchestrating built-in tools (file system operations, shell commands, web search) and custom extensions via the Model Context Protocol (MCP). Users can access powerful models, including Gemini 2.5 Pro and Gemini 3 Pro, for high-performance agentic coding and streamlined workflows, all managed from the command line.
- TamaguiTamagui is the universal style library and UI kit for React and React Native: write once, deploy fast, and achieve 100% parity on web and native.Tamagui is a comprehensive style system and UI kit for building truly universal React applications (Web and Native). It solves the cross-platform performance trade-off with a novel optimizing compiler (@tamagui/static): this tool evaluates code at build-time, flattening complex component trees into minimal DOM elements and atomic CSS on the web, or hoisted style objects on native. This process dramatically improves performance, often showing render times as low as 0.02ms, a significant gain over alternatives like `react-native-web` (0.063ms). The system includes a full suite of components, a typed design system (tokens, themes, sizes), and universal animation support, enabling developers to share a high percentage of code while maintaining platform-ideal performance and a superior developer experience.
- Tailwind CSSUtility-first CSS framework: rapidly build modern UIs by composing low-level classes (e.g., `flex`, `pt-4`, `text-center`) directly in your HTML markup.Tailwind CSS is a utility-first framework: it provides thousands of low-level classes (like `flex`, `pt-4`, and `bg-blue-500`) that map directly to single CSS properties, allowing developers to build complex, custom designs without writing custom CSS. This approach, unlike traditional component-based frameworks, ensures consistency across a project's design system and significantly accelerates development speed. The Just-In-Time (JIT) engine is key: it scans your code to generate only the necessary styles, resulting in an optimized, tiny production CSS bundle, which is a major performance advantage for any modern web application.
- LovableLovable is the AI-powered 'vibe coding' platform that instantly generates full-stack web applications (React, Supabase) from natural language prompts, accelerating development 20x faster.We're talking about Lovable: the Stockholm-based AI app builder that became the fastest-growing software startup in history, hitting $100 million in annualized revenue in just eight months. This platform acts as a 'superhuman full stack engineer,' allowing non-technical founders and product teams to describe their idea in plain language and receive a working application. It automatically handles the entire stack: generating a clean React + Tailwind CSS front-end, provisioning the backend, and orchestrating database and Supabase integration for authentication. With 8 million active users now leveraging this no-code approach, Lovable is the clear choice for spinning up high-quality MVPs, dashboards, and e-commerce sites without writing a single line of code.
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