出品 | CSDN（ID：CSDNnews） 投稿或寻求报道 | zhanghy@csdn.net 所有人都仰望星空、谈论着通用人工智能（AGI）何时降临的时代里，我们或许更应关注那些低头铸造火箭的人。 OpenAI 的联合创始人兼前总裁 Greg Brockman 近日在 AI.Enigineer 上进行了一场对话分享，期间还邀请到英伟达 CEO 黄仁勋 和他进行了一段连线 问答。 责编 | 王启隆 对话的主线，并非一个英雄的成长史，亦远不止是 ChatGPT 或 GPT-5 发布瞬间的狂热与混乱，而是一条贯穿 70 年计算机历史的、从个人魔法到工业 革命的演进脉络： 一个因点击排序按钮感受到"魔法"而投身编程的少年黑客，如何成长为驾驭十万 GPU 集群、与黄仁勋商讨下一代 AI 基础设施的工 业巨擘？ 这并非一个简单的线性成长故事。在 Greg Brockman 对自己过往经历的叙述中，我们能看到两个世界的重叠与碰撞： 一个是"游牧民族"的世界：信奉第一性原理，蔑视陈规。 为了一个客户，可以在 24 小时内攻克银行需要 9 个月的技术对接。 这是 Stripe 崛起的 秘密，也是硅谷精神的原始图腾——相信 ...

Core Functionality & Architecture - The application provides a credit system for charging users based on LLM usage, allowing them to purchase Stripe subscriptions for more credits [1][2] - The codebase consists of five key areas: authentication, payments, credit infrastructure, chat agent, and user interface [3][4][5] - Authentication is implemented using Superbase, with JWT tokens protecting the Langraph agent via middleware [3][4][8] - Payments infrastructure is handled by Stripe, enabling users to buy subscriptions and receive credits [4][12][13] - Credit infrastructure, stored in Superbase, includes utility functions for adding, refreshing, and removing credits [4][14][15] Technical Implementation - The project is a monorepo with an 'agents' application (Langraph agent, middleware) and a 'web' application (UI, Stripe, Superbase, credits) [5][6] - Langraph middleware verifies Superbase JWT tokens to grant users permissions to interact with the graph [4][8] - Stripe integration includes utility functions for creating sessions, getting subscriptions, and managing user credits [12] - A webhook route processes Stripe events (subscription creation, updates, deletion) to update user data in Superbase [13] - The application uses providers to manage the state of authentication and credits on the client side [10][14] Data Flow & Security - Superbase JWT tokens are passed through the application to the Langraph middleware for authentication [4][18][19] - The thread and stream providers are key components for passing the JWT token to the Langraph client [18][19] - User credits are updated optimistically on the UI and finalized in the Superbase database [15][16] Resources & Documentation - The repository includes a credit system file outlining key files for the credit and authentication systems [20] - A detailed readme provides step-by-step instructions for setting up and running the application [21]

Core Insights - The article emphasizes the complexities of building and operating an independent e-commerce site, highlighting the importance of technical infrastructure and market-specific strategies. Group 1: Website Development - Building a website involves more than just using templates; factors like server selection, CDN configuration, and code optimization are crucial for performance [3] - Choosing the right server based on target markets can significantly impact conversion rates, with recommendations for AWS or Cloudflare for Europe and Singapore nodes for Southeast Asia [3] - Mobile optimization is essential, as over 80% of traffic comes from mobile devices; poor mobile usability can lead to lost customers [3] Group 2: Operational Strategies - Cross-border e-commerce differs from domestic e-commerce, with varying consumer habits, payment methods, and logistics expectations [3] - European customers prioritize detailed product descriptions and reviews, while American customers tend to make impulsive purchases but have high return expectations [3] - Offering multiple payment options can enhance conversion rates, with PayPal and Stripe being popular choices, though each has its pros and cons [3] Group 3: Marketing and Advertising - SEO and paid advertising are primary methods for traffic acquisition, with SEO requiring long-term investment and providing high cost-effectiveness [5] - Google Ads is recommended for quick results, while Facebook advertising has become more challenging due to privacy policy changes [5] - TikTok advertising is gaining popularity, especially for products targeting younger demographics, but requires careful monitoring of platform policy changes [5] Group 4: Practical Tips - Data analysis tools like Google Analytics and Hotjar are essential for understanding user behavior on websites [6] - Creating a sense of urgency on product pages through limited-time discounts and inventory alerts can be effective [8] - Email marketing is crucial for recovering abandoned shopping carts, and customer service response times directly affect conversion rates [8] - Transparency in logistics information allows customers to track their orders, enhancing their overall experience [8]