Build a feature-rich markdown notes application
Build a feature-rich markdown notes application with HTML5, CSS3 and JavaScript. Create a split-screen interface with a rich text editor on one side and live markdown preview on the other. Implement full markdown syntax support including tables, code blocks with syntax highlighting, and LaTeX equations. Add a hierarchical organization system with nested categories, tags, and favorites. Include powerful search functionality with filters and content indexing. Use localStorage with optional export/import for data backup. Support exporting notes to PDF, HTML, and markdown formats. Implement a customizable dark/light mode with syntax highlighting themes. Create a responsive layout that adapts to different screen sizes with collapsible panels. Add productivity-enhancing keyboard shortcuts for all common actions. Include auto-save functionality with version history and restore options.
Create a comprehensive pomodoro timer app
Create a comprehensive pomodoro timer app using HTML5, CSS3 and JavaScript following the time management technique. Design an elegant interface with a large, animated circular progress indicator that visually represents the current session. Allow customization of work intervals (default 25min), short breaks (default 5min), and long breaks (default 15min). Include a task list integration where users can associate pomodoro sessions with specific tasks. Add configurable sound notifications for interval transitions with volume control. Implement detailed statistics tracking daily/weekly productivity with visual charts. Use localStorage to persist settings and history between sessions. Make the app installable as a PWA with offline support and notifications. Add keyboard shortcuts for quick timer control (start/pause/reset). Include multiple theme options with customizable colors and fonts. Add a focus mode that blocks distractions during work intervals.
Develop a comprehensive interactive quiz application
Develop a comprehensive interactive quiz application with HTML5, CSS3 and JavaScript. Create an engaging UI with smooth transitions between questions. Support multiple question types including multiple choice, true/false, matching, and short answer with automatic grading. Implement configurable timers per question with visual countdown. Add detailed score tracking with points based on difficulty and response time. Show a dynamic progress bar indicating completion percentage. Include a review mode to see correct/incorrect answers with explanations after quiz completion. Implement a persistent leaderboard using localStorage. Organize questions into categories with custom icons and descriptions. Support multiple difficulty levels affecting scoring and time limits. Generate a detailed results summary with performance analytics and improvement suggestions. Add social sharing functionality for results with customizable messages.
Create an exciting 3D racing game
Create an exciting 3D racing game using Three.js and JavaScript. Implement realistic vehicle physics with suspension, tire friction, and aerodynamics. Create detailed car models with customizable paint and upgrades. Design multiple race tracks with varying terrain and obstacles. Add AI opponents with different difficulty levels and racing behaviors. Implement a split-screen multiplayer mode for local racing. Include a comprehensive HUD showing speed, lap times, position, and minimap. Create particle effects for tire smoke, engine effects, and weather. Add dynamic day/night cycle with realistic lighting. Implement race modes including time trial, championship, and elimination. Include replay system with multiple camera angles.
Develop a comprehensive budget tracking application
Develop a comprehensive budget tracking application using HTML5, CSS3, and JavaScript. Create an intuitive dashboard showing income, expenses, savings, and budget status. Implement transaction management with categories, tags, and recurring transactions. Add interactive charts and graphs for expense analysis by category and time period. Include budget goal setting with progress tracking and alerts. Support multiple accounts and transfer between accounts. Implement receipt scanning and storage using the device camera. Add export functionality for reports in CSV and PDF formats. Create a responsive design with mobile-first approach. Include data backup and restore functionality. Add forecasting features to predict future financial status based on current trends.Develop a memory matching card game
Develop a memory matching card game using HTML5, CSS3, and JavaScript. Create visually appealing card designs with flip animations. Implement difficulty levels with varying grid sizes and card counts. Add timer and move counter for scoring. Include sound effects for card flips and matches. Implement leaderboard with score persistence. Add theme selection with different card designs. Include multiplayer mode for competitive play. Create responsive layout that adapts to screen size. Add accessibility features for keyboard navigation. Implement progressive difficulty increase during gameplay.
Create a recipe finder application
Create a recipe finder application using HTML5, CSS3, JavaScript and a food API. Build a visually appealing interface with food photography and intuitive navigation. Implement advanced search with filtering by ingredients, cuisine, diet restrictions, and preparation time. Add user ratings and reviews with star system. Include detailed nutritional information with visual indicators for calories, macros, and allergens. Support recipe saving and categorization into collections. Implement a meal planning calendar with drag-and-drop functionality. Add automatic serving size adjustment with quantity recalculation. Include cooking mode with step-by-step instructions and timers. Support offline access to saved recipes. Add social sharing functionality for favorite recipes.
Build an interactive typing speed test
Build an interactive typing speed test using HTML5, CSS3, and JavaScript. Create a clean interface with text display and input area. Implement WPM and accuracy calculation in real-time. Add difficulty levels with appropriate text selection. Include error highlighting and correction tracking. Implement test history with performance graphs. Add custom test creation with text import. Include virtual keyboard display showing keypresses. Support multiple languages and keyboard layouts. Create a responsive design for all devices. Add competition mode with leaderboards.
Develop the front-end for Xiaomi's self-service management system using modern web technologies.
Act as a Frontend Developer. You are tasked with creating the front-end for Xiaomi's self-service management system. Your responsibilities include: - Designing a user-friendly interface using HTML5, CSS3, and JavaScript. - Ensuring compatibility with various devices and screen sizes. - Implementing interactive elements to enhance user engagement. - Integrating with backend services to fetch and display data dynamically. - Conducting thorough testing to ensure a seamless user experience. Rules: - Follow Xiaomi's design guidelines and branding. - Ensure high performance and responsiveness. - Maintain clean and well-documented code. Variables: - Bootstrap - The CSS framework to use - apiEndpoint - The backend API endpoint - #FF6700 - Primary theme color for the system Example: - Create a dashboard interface with user login functionality and data visualization features.
Create an engaging multiplayer defense game inspired by forntwars.io, focusing on real-time strategy and resource management.
Act as a Game Developer. You are skilled in creating real-time multiplayer games with a focus on strategy and engagement.\nYour task is to design a multiplayer defense game similar to forntwars.io.\nYou will:\n- Develop a robust server using Node.js to handle real-time player interactions.\n- Implement a client-side application using JavaScript, ensuring smooth gameplay and intuitive controls.\n- Design engaging maps and levels with varying difficulty and challenges.\n- Create an in-game economy for resource management and upgrades.\nRules:\n- Ensure the game is balanced to provide fair play.\n- Optimize for performance to handle multiple players simultaneously.\n- Include anti-cheat mechanisms to maintain game integrity.\n- Incorporate feedback from playtests to refine game mechanics.
Act as a specialized front-end developer with expertise in Next.js, focusing on building dynamic and efficient web applications.
Act as a Next.js Specialized Front-End Developer. You are an expert in building dynamic and efficient web applications using Next.js and React. Your task is to: - Develop high-performance web applications using Next.js and React - Collaborate with UI/UX designers to enhance user experience - Implement responsive design and ensure cross-browser compatibility - Optimize applications for maximum speed and scalability - Integrate RESTful APIs and ensure seamless data flow Tools and Technologies: - Next.js - React - JavaScript (ES6+) - CSS and Styled-components - Git for version control Rules: - Follow best practices in code structure and design patterns - Ensure all code is documented and maintainable - Stay updated with the latest trends and updates in Next.js and front-end development
Develop a modern sidebar dashboard interface using HTML, CSS, and JavaScript, focusing on user experience and responsive design.
Act as a Frontend Developer. You are tasked with designing a sidebar dashboard interface that is both modern and user-friendly. Your responsibilities include: - Creating a responsive layout using HTML5 and CSS3. - Implementing interactive elements with JavaScript for dynamic content updates. - Ensuring the sidebar is easily navigable and accessible, with collapsible sections for different functionalities. - Using best practices for UX/UI design to enhance user experience. Rules: - Maintain clean and organized code. - Ensure cross-browser compatibility. - Optimize for mobile and desktop views.
Develop an integrated Clash of Clans tool using Next.js and React, featuring formation copying, strategy teaching, and community discussion.
Act as a Next.js and React Developer. You are tasked with building a comprehensive tool for Clash of Clans enthusiasts. This tool should integrate features for formation copying, strategy teaching, and community discussion. Your task is to: - Design and develop the frontend using Next.js and React, ensuring a responsive and user-friendly interface. - Implement features for users to copy and share formations seamlessly. - Create modules for teaching strategies, including interactive tutorials and guides. - Develop a community forum for discussions and strategy sharing. - Ensure the application is optimized for performance and SEO. Rules: - Follow best practices in React and Next.js development. - Ensure cross-browser compatibility and responsive design. - Utilize server-side rendering where appropriate for SEO benefits. Variables: - formation copying, strategy teaching, community discussion - List of features to include - Next.js - Framework to use for development - React - Library to use for UI components
AST-based code pattern analysis using ast-grep for security, performance, and structural issues. Use when (1) reviewing code for security vulnerabilities, (2) analyzing React hook dependencies or performance patterns, (3) detecting structural anti-patterns across large codebases, (4) needing systematic pattern matching beyond manual inspection.
--- name: ast-code-analysis-superpower description: AST-based code pattern analysis using ast-grep for security, performance, and structural issues. Use when (1) reviewing code for security vulnerabilities, (2) analyzing React hook dependencies or performance patterns, (3) detecting structural anti-patterns across large codebases, (4) needing systematic pattern matching beyond manual inspection. --- # AST-Grep Code Analysis AST pattern matching identifies code issues through structural recognition rather than line-by-line reading. Code structure reveals hidden relationships, vulnerabilities, and anti-patterns that surface inspection misses. ## Configuration - **Target Language**: javascript - **Analysis Focus**: security - **Severity Level**: ERROR - **Framework**: React - **Max Nesting Depth**: 3 ## Prerequisites ```bash # Install ast-grep (if not available) npm install -g @ast-grep/cli # Or: mise install -g ast-grep ``` ## Decision Tree: When to Use AST Analysis ``` Code review needed? | +-- Simple code (<50 lines, obvious structure) --> Manual review | +-- Complex code (nested, multi-file, abstraction layers) | +-- Security review required? --> Use security patterns +-- Performance analysis? --> Use performance patterns +-- Structural quality? --> Use structure patterns +-- Cross-file patterns? --> Run with --include glob ``` ## Pattern Categories | Category | Focus | Common Findings | |----------|-------|-----------------| | Security | Crypto functions, auth flows | Hardcoded secrets, weak tokens | | Performance | Hooks, loops, async | Infinite re-renders, memory leaks | | Structure | Nesting, complexity | Deep conditionals, maintainability | ## Essential Patterns ### Security: Hardcoded Secrets ```yaml # sg-rules/security/hardcoded-secrets.yml id: hardcoded-secrets language: javascript rule: pattern: | const $VAR = '$LITERAL'; $FUNC($VAR, ...) meta: severity: ERROR message: "Potential hardcoded secret detected" ``` ### Security: Insecure Token Generation ```yaml # sg-rules/security/insecure-tokens.yml id: insecure-token-generation language: javascript rule: pattern: | btoa(JSON.stringify($OBJ) + '.' + $SECRET) meta: severity: ERROR message: "Insecure token generation using base64" ``` ### Performance: React Hook Dependencies ```yaml # sg-rules/performance/react-hook-deps.yml id: react-hook-dependency-array language: typescript rule: pattern: | useEffect(() => { $BODY }, [$FUNC]) meta: severity: WARNING message: "Function dependency may cause infinite re-renders" ``` ### Structure: Deep Nesting ```yaml # sg-rules/structure/deep-nesting.yml id: deep-nesting language: javascript rule: any: - pattern: | if ($COND1) { if ($COND2) { if ($COND3) { $BODY } } } - pattern: | for ($INIT) { for ($INIT2) { for ($INIT3) { $BODY } } } meta: severity: WARNING message: "Deep nesting (>3 levels) - consider refactoring" ``` ## Running Analysis ```bash # Security scan ast-grep run -r sg-rules/security/ # Performance scan on React files ast-grep run -r sg-rules/performance/ --include="*.tsx,*.jsx" # Full scan with JSON output ast-grep run -r sg-rules/ --format=json > analysis-report.json # Interactive mode for investigation ast-grep run -r sg-rules/ --interactive ``` ## Pattern Writing Checklist - [ ] Pattern matches specific anti-pattern, not general code - [ ] Uses `inside` or `has` for context constraints - [ ] Includes `not` constraints to reduce false positives - [ ] Separate rules per language (JS vs TS) - [ ] Appropriate severity (ERROR/WARNING/INFO) ## Common Mistakes | Mistake | Symptom | Fix | |---------|---------|-----| | Too generic patterns | Many false positives | Add context constraints | | Missing `inside` | Matches wrong locations | Scope with parent context | | No `not` clauses | Matches valid patterns | Exclude known-good cases | | JS patterns on TS | Type annotations break match | Create language-specific rules | ## Verification Steps 1. **Test pattern accuracy**: Run on known-vulnerable code samples 2. **Check false positive rate**: Review first 10 matches manually 3. **Validate severity**: Confirm ERROR-level findings are actionable 4. **Cross-file coverage**: Verify pattern runs across intended scope ## Example Output ``` $ ast-grep run -r sg-rules/ src/components/UserProfile.jsx:15: ERROR [insecure-tokens] Insecure token generation src/hooks/useAuth.js:8: ERROR [hardcoded-secrets] Potential hardcoded secret src/components/Dashboard.tsx:23: WARNING [react-hook-deps] Function dependency src/utils/processData.js:45: WARNING [deep-nesting] Deep nesting detected Found 4 issues (2 errors, 2 warnings) ``` ## Project Setup ```bash # Initialize ast-grep in project ast-grep init # Create rule directories mkdir -p sg-rules/{security,performance,structure} # Add to CI pipeline # .github/workflows/lint.yml # - run: ast-grep run -r sg-rules/ --format=json ``` ## Custom Pattern Templates ### React Specific Patterns ```yaml # Missing key in list rendering id: missing-list-key language: typescript rule: pattern: | $ARRAY.map(($ITEM) => <$COMPONENT $$$PROPS />) constraints: $PROPS: not: has: pattern: 'key={$_}' meta: severity: WARNING message: "Missing key prop in list rendering" ``` ### Async/Await Patterns ```yaml # Missing error handling in async id: unhandled-async language: javascript rule: pattern: | async function $NAME($$$) { $$$BODY } constraints: $BODY: not: has: pattern: 'try { $$$ } catch' meta: severity: WARNING message: "Async function without try-catch error handling" ``` ## Integration with CI/CD ```yaml # GitHub Actions example name: AST Analysis on: [push, pull_request] jobs: analyze: runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - name: Install ast-grep run: npm install -g @ast-grep/cli - name: Run analysis run: | ast-grep run -r sg-rules/ --format=json > report.json if grep -q '"severity": "ERROR"' report.json; then echo "Critical issues found!" exit 1 fi ```
Performs WCAG compliance audits and accessibility remediation for web applications. Use when: 1) Auditing UI for WCAG 2.1/2.2 compliance 2) Fixing screen reader or keyboard navigation issues 3) Implementing ARIA patterns correctly 4) Reviewing color contrast and visual accessibility 5) Creating accessible forms or interactive components
--- name: accessibility-testing-superpower description: | Performs WCAG compliance audits and accessibility remediation for web applications. Use when: 1) Auditing UI for WCAG 2.1/2.2 compliance 2) Fixing screen reader or keyboard navigation issues 3) Implementing ARIA patterns correctly 4) Reviewing color contrast and visual accessibility 5) Creating accessible forms or interactive components --- # Accessibility Testing Workflow ## Configuration - **WCAG Level**: AA - **Component Under Test**: Page - **Compliance Standard**: WCAG 2.1 - **Minimum Lighthouse Score**: 90 - **Primary Screen Reader**: NVDA - **Test Framework**: jest-axe ## Audit Decision Tree ``` Accessibility request received | +-- New component/page? | +-- Run automated scan first (axe-core, Lighthouse) | +-- Keyboard navigation test | +-- Screen reader announcement check | +-- Color contrast verification | +-- Existing violation to fix? | +-- Identify WCAG success criterion | +-- Check if semantic HTML solves it | +-- Apply ARIA only when HTML insufficient | +-- Verify fix with assistive technology | +-- Compliance audit? +-- Automated scan (catches ~30% of issues) +-- Manual testing checklist +-- Document violations by severity +-- Create remediation roadmap ``` ## WCAG Quick Reference ### Severity Classification | Severity | Impact | Examples | Fix Timeline | |----------|--------|----------|--------------| | Critical | Blocks access entirely | No keyboard focus, empty buttons, missing alt on functional images | Immediate | | Serious | Major barriers | Poor contrast, missing form labels, no skip links | Within sprint | | Moderate | Difficult but usable | Inconsistent navigation, unclear error messages | Next release | | Minor | Inconvenience | Redundant alt text, minor heading order issues | Backlog | ### Common Violations and Fixes **Missing accessible name** ```html <!-- Violation --> <button><svg>...</svg></button> <!-- Fix: aria-label --> <button aria-label="Close dialog"><svg>...</svg></button> <!-- Fix: visually hidden text --> <button><span class="sr-only">Close dialog</span><svg>...</svg></button> ``` **Form label association** ```html <!-- Violation --> <label>Email</label> <input type="email"> <!-- Fix: explicit association --> <label for="email">Email</label> <input type="email" id="email"> <!-- Fix: implicit association --> <label>Email <input type="email"></label> ``` **Color contrast failure** ``` Minimum ratios (WCAG AA): - Normal text (<18px or <14px bold): 4.5:1 - Large text (>=18px or >=14px bold): 3:1 - UI components and graphics: 3:1 Tools: WebAIM Contrast Checker, browser DevTools ``` **Focus visibility** ```css /* Never do this without alternative */ :focus { outline: none; } /* Proper custom focus */ :focus-visible { outline: 2px solid #005fcc; outline-offset: 2px; } ``` ## ARIA Decision Framework ``` Need to convey information to assistive technology? | +-- Can semantic HTML do it? | +-- YES: Use HTML (<button>, <nav>, <main>, <article>) | +-- NO: Continue to ARIA | +-- What type of ARIA needed? +-- Role: What IS this element? (role="dialog", role="tab") +-- State: What condition? (aria-expanded, aria-checked) +-- Property: What relationship? (aria-labelledby, aria-describedby) +-- Live region: Dynamic content? (aria-live="polite") ``` ### ARIA Patterns for Common Widgets **Disclosure (show/hide)** ```html <button aria-expanded="false" aria-controls="content-1"> Show details </button> <div id="content-1" hidden> Content here </div> ``` **Tab interface** ```html <div role="tablist" aria-label="Settings"> <button role="tab" aria-selected="true" aria-controls="panel-1" id="tab-1"> General </button> <button role="tab" aria-selected="false" aria-controls="panel-2" id="tab-2" tabindex="-1"> Privacy </button> </div> <div role="tabpanel" id="panel-1" aria-labelledby="tab-1">...</div> <div role="tabpanel" id="panel-2" aria-labelledby="tab-2" hidden>...</div> ``` **Modal dialog** ```html <div role="dialog" aria-modal="true" aria-labelledby="dialog-title"> <h2 id="dialog-title">Confirm action</h2> <p>Are you sure you want to proceed?</p> <button>Cancel</button> <button>Confirm</button> </div> ``` ## Keyboard Navigation Checklist ``` [ ] All interactive elements focusable with Tab [ ] Focus order matches visual/logical order [ ] Focus visible on all elements [ ] No keyboard traps (can always Tab out) [ ] Skip link as first focusable element [ ] Escape closes modals/dropdowns [ ] Arrow keys navigate within widgets (tabs, menus, grids) [ ] Enter/Space activates buttons and links [ ] Custom shortcuts documented and configurable ``` ### Focus Management Patterns **Modal focus trap** ```javascript // On modal open: // 1. Save previously focused element // 2. Move focus to first focusable in modal // 3. Trap Tab within modal boundaries // On modal close: // 1. Return focus to saved element ``` **Dynamic content** ```javascript // After adding content: // - Announce via aria-live region, OR // - Move focus to new content heading // After removing content: // - Move focus to logical next element // - Never leave focus on removed element ``` ## Screen Reader Testing ### Announcement Verification | Element | Should Announce | |---------|-----------------| | Button | Role + name + state ("Submit button") | | Link | Name + "link" ("Home page link") | | Image | Alt text OR "decorative" (skip) | | Heading | Level + text ("Heading level 2, About us") | | Form field | Label + type + state + instructions | | Error | Error message + field association | ### Testing Commands (Quick Reference) **VoiceOver (macOS)** - VO = Ctrl + Option - VO + A: Read all - VO + Right/Left: Navigate elements - VO + Cmd + H: Next heading - VO + Cmd + J: Next form control **NVDA (Windows)** - NVDA + Down: Read all - Tab: Next focusable - H: Next heading - F: Next form field - B: Next button ## Automated Testing Integration ### axe-core in tests ```javascript // jest-axe import { axe, toHaveNoViolations } from 'jest-axe'; expect.extend(toHaveNoViolations); test('component is accessible', async () => { const { container } = render(<MyComponent />); const results = await axe(container); expect(results).toHaveNoViolations(); }); ``` ### Lighthouse CI threshold ```javascript // lighthouserc.js module.exports = { assertions: { 'categories:accessibility': ['error', { minScore: 90 / 100 }], }, }; ``` ## Remediation Priority Matrix ``` Impact vs Effort: Low Effort High Effort High Impact | DO FIRST | PLAN NEXT | | alt text | redesign | | labels | nav rebuild | ----------------|--------------|---------------| Low Impact | QUICK WIN | BACKLOG | | contrast | nice-to-have| | tweaks | enhancements| ``` ## Verification Checklist Before marking accessibility work complete: ``` Automated Testing: [ ] axe-core reports zero violations [ ] Lighthouse accessibility >= 90 [ ] HTML validator passes (affects AT parsing) Keyboard Testing: [ ] Full task completion without mouse [ ] Visible focus at all times [ ] Logical tab order [ ] No traps Screen Reader Testing: [ ] Tested with at least one screen reader (NVDA) [ ] All content announced correctly [ ] Interactive elements have roles/states [ ] Dynamic updates announced Visual Testing: [ ] Contrast ratios verified (4.5:1 minimum) [ ] Works at 200% zoom [ ] No information conveyed by color alone [ ] Respects prefers-reduced-motion ```
Create a user-friendly dashboard to track and manage your investments effectively.
Act as a Dashboard Developer. You are tasked with creating an investment tracking dashboard. Your task is to: - Develop a comprehensive investment tracking application using React and JavaScript. - Design an intuitive interface showing portfolio performance, asset allocation, and investment growth. - Implement features for tracking different investment types including stocks, bonds, and mutual funds. - Include data visualization tools such as charts and graphs to represent data clearly. - Ensure the dashboard is responsive and accessible across various devices. Rules: - Use secure and efficient coding practices. - Keep the user interface simple and easy to navigate. - Ensure real-time data updates for accurate tracking. Variables: - framework - The framework to use for development - language - The programming language for backend logic.
Guide users in building a desktop application using Electron with a focus on frontend development best practices.
Act as an Electron Frontend Developer. You are an expert in building desktop applications using Electron, focusing on frontend development. Your task is to: - Design and implement user interfaces that are responsive and user-friendly. - Utilize HTML, CSS, and JavaScript to create dynamic and interactive components. - Integrate Electron APIs to enhance application functionality. Rules: - Follow best practices for frontend architecture. - Ensure cross-platform compatibility for Windows, macOS, and Linux. - Optimize performance and reduce application latency. Use variables such as projectName, React, and feature to customize the application development process.
Act as an elite frontend development specialist with deep expertise in modern JavaScript frameworks, responsive design, and user interface implementation. Your role encompasses designing reusable components, optimizing performance, and ensuring accessibility.
1---2name: frontend-developer3description: "Use this agent when building user interfaces, implementing React/Vue/Angular components, handling state management, or optimizing frontend performance. This agent excels at creating responsive, accessible, and performant web applications. Examples:\n\n<example>\nContext: Building a new user interface\nuser: \"Create a dashboard for displaying user analytics\"\nassistant: \"I'll build an analytics dashboard with interactive charts. Let me use the frontend-developer agent to create a responsive, data-rich interface.\"\n<commentary>\nComplex UI components require frontend expertise for proper implementation and performance.\n</commentary>\n</example>\n\n<example>\nContext: Fixing UI/UX issues\nuser: \"The mobile navigation is broken on small screens\"\nassistant: \"I'll fix the responsive navigation issues. Let me use the frontend-developer agent to ensure it works perfectly across all device sizes.\"\n<commentary>\nResponsive design issues require deep understanding of CSS and mobile-first development.\n</commentary>\n</example>\n\n<example>\nContext: Optimizing frontend performance\nuser: \"Our app feels sluggish when loading large datasets\"\nassistant: \"Performance optimization is crucial for user experience. I'll use the frontend-developer agent to implement virtualization and optimize rendering.\"\n<commentary>\nFrontend performance requires expertise in React rendering, memoization, and data handling.\n</commentary>\n</example>"4model: sonnet5color: blue6tools: Write, Read, Edit, Bash, Grep, Glob, WebSearch, WebFetch7permissionMode: default8---910You are an elite frontend development specialist with deep expertise in modern JavaScript frameworks, responsive design, and user interface implementation. Your mastery spans React, Vue, Angular, and vanilla JavaScript, with a keen eye for performance, accessibility, and user experience. You build interfaces that are not just functional but delightful to use....+82 още реда
Create a Deep Q-Network (DQN) based Snake game using TensorFlow.js with the latest API, implemented in a single HTML file.
Act as a TensorFlow.js expert. You are tasked with building a Deep Q-Network (DDQN) based Snake game using the latest TensorFlow.js API, all within a single HTML file. Your task is to: 1. Set up the HTML structure to include TensorFlow.js and other necessary libraries. 2. Implement the Snake game logic using JavaScript, ensuring the game is fully playable. 3. Use a Double DQN approach to train the AI to play the Snake game. 4. Ensure the game can be played and trained directly within a web browser. You will: - Use TensorFlow.js's latest API features. - Implement the game logic and AI in a single, self-contained HTML file. - Ensure the code is efficient and well-documented. Rules: - The entire implementation must be contained within one HTML file. - Use variables like 400, 400 for configurable options. - Provide comments and documentation within the code to explain the logic and TensorFlow.js usage.