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How LLMs work for Web Devs: GPT in 600 lines of Vanilla JS - Ishan Anand
AI Engineer· 2025-07-13 17:30
Core Technology & Architecture - The workshop focuses on a GPT-2 inference implementation in Vanilla JS, providing a foundation for understanding modern AI systems like ChatGPT, Claude, DeepSeek, and Llama [1] - It covers key concepts such as converting raw text into tokens, representing semantic meaning through vector embeddings, training neural networks through gradient descent, and generating text with sampling algorithms [1] Educational Focus & Target Audience - The workshop is designed for web developers entering the field of ML and AI, aiming to provide a "missing AI degree" in two hours [1] - Participants will gain an intuitive understanding of how Transformers work, applicable to LLM-powered projects [1] Speaker Expertise - Ishan Anand, an AI consultant and technology executive, specializes in Generative AI and LLMs, and created "Spreadsheets-are-all-you-need" [1] - He has a background as former CTO and co-founder of Layer0 (acquired by Edgio) and VP of Product Management for Edgio, with expertise in web performance, edge computing, and AI/ML [1]
2025 年这些优秀 Chrome 扩展必须安排上,早用早下班,开发效率杠杠~
菜鸟教程· 2025-05-26 13:48
Development Tools - React Developer Tools is essential for React developers, allowing inspection and debugging of React component trees, viewing component states and properties, and analyzing performance issues, supporting new features like Hooks and Suspense [1] - Vue.js devtools is the official debugging tool for Vue.js developers, providing component inspection, Vuex state management debugging, and event tracking, particularly useful for projects using Vue 3 and supporting Composition API debugging [3] - Redux DevTools is a powerful debugging tool for Redux state management, enabling real-time viewing of action dispatches and state changes, and supports time travel debugging to revert to any state point [5] - Web Developer offers a wide range of web development tools, including disabling JavaScript, viewing page structure, validating HTML/CSS, and adjusting browser window sizes [6] Performance Analysis - Lighthouse is Google's official website performance analysis tool that generates detailed reports on performance, accessibility, SEO, and best practices [7] - The 2025 version enhances analysis of Core Web Vitals [8] - PageSpeed Insights quickly checks webpage loading speed and performance metrics, providing optimization suggestions [9][10] Design Tools - ColorZilla is a powerful color selection and analysis tool that supports color picking from web pages, generating gradient colors, and creating color palettes, making it very useful for front-end developers and designers [14] - WhatFont allows one-click identification of fonts used on web pages, including font family, size, line height, and color details [15] API Development and Testing - JSON Formatter is a professional JSON data formatting tool that supports syntax validation, compression, and beautification, providing stronger editing and validation features compared to ordinary JSON viewers, essential for API developers [18] - Postman Interceptor works with the Postman application to capture network requests directly from the browser, facilitating API testing and debugging [20] - CORS Unblock temporarily resolves CORS issues in development environments, but should only be used during development as production environments require proper CORS configuration [22] Productivity Tools - Lightshot is a lightweight screenshot tool that supports quick screenshots, editing, and sharing, allowing users to add arrows, text, and highlights, ideal for creating technical documents and bug reports [24] - Speed Dial 2 is a customizable new tab replacement that allows users to create a personalized quick dial interface, adding links to commonly used development tools, documentation sites, and project repositories [26] - Multi Find: Search and Highlight enables simultaneous searching and highlighting of multiple keywords on a webpage, supporting different color markings, useful for code reviews, document reading, and debugging [28] - Octotree adds a code tree view to GitHub, supporting quick browsing of repository structures and improving code reading efficiency [30] - Enhanced GitHub enhances GitHub interface functionality, adding file size display, single file download, and file content copying features [32] Technology Detection - Wappalyzer detects the technology stack used by websites, including front-end frameworks, back-end technologies, analytics tools, and CDNs, which is helpful for technology research and competitive analysis [34] Task Management - Chrome版Todoist is a powerful task management extension that allows users to manage project tasks and code development progress directly in the browser, supporting quick task addition, deadline setting, project categorization, and priority management, particularly suitable for agile development teams [36] AI Assistance - Page Assist is a locally running AI assistant extension that provides intelligent code explanations, technical document summaries, and problem-solving capabilities, supporting multiple AI models to analyze code snippets, explain technical concepts, and generate code comments [38] Security and Privacy - Bitwarden Password Manager is an open-source password manager that offers strong password generation, storage, and auto-fill features, supporting multi-platform synchronization, which is crucial for developers managing various account passwords [39][40] - Fake Data is an intelligent form-filling tool that quickly generates various test data, including names, emails, phone numbers, and addresses, saving significant time during development and testing [43] - uBlock Origin Lite is an efficient ad and tracker blocking tool that reduces page loading times and enhances browsing experience, allowing developers to focus more on content [44] - HTTPS Everywhere automatically upgrades HTTP connections to HTTPS, ensuring browsing security, providing finer control compared to similar features in modern browsers [46]
Qwen上新AI前端工程师!一句话搞定HTML/CSS/JS,新手秒变React大神
量子位· 2025-05-10 02:39
Core Viewpoint - The article discusses the launch of Qwen's new feature "AI Frontend Engineer," which allows users to create web applications with a single command, utilizing the React framework for development [1][2][3]. Group 1: Features and Capabilities - The tool can generate personal websites in seconds, featuring attractive layouts and effects, which can then be modified and uploaded to GitHub Pages [3]. - Developers have noted that this feature enables pixel-level rendering from text, allowing teams to quickly set up scaffolding and enhance development efficiency [6]. - The Qwen platform also demonstrates the ability to create complex animations in addition to web applications [9]. Group 2: Advanced Functionalities - Users can provide specific content and layout requirements, such as creating a semantic "Contact Us" form with various fields [14]. - A more advanced feature allows users to send an existing webpage to the AI, which can then create an appropriate display format based on the content [15]. - The "Web Development" mode can be used with any model available on the Qwen web platform, and combining it with the "Deep Thinking" mode can significantly improve the quality of the generated web pages, albeit at a slower output speed [18]. Group 3: Technical Implementation - The system is designed to use React and Tailwind CSS, with all content organized in a single static .jsx file, indicating a structured approach to web development [21]. - The system prompts include a series of design principles and best practices, which guide the AI in generating web applications [23]. Group 4: Future Developments - Qwen Chat has introduced a new MCP mode, which is currently in a gray area and marked as "coming soon," indicating potential future enhancements [26].