随着AI技术的快速发展，越来越多的开发者开始构建基于大模型的应用。然而，在实际开发过程中，API调用限制成为了一个常见的痛点。有开发者反映，目前使用的硅基流动平台虽然提供了多种大模型接口，但对大多数模型都设置了严格的TPM（每分钟令牌数）限制，且限制值较小，这严重影响了应用性能和用户体验。本文探讨了寻找替代方案的可能性，分析了市场上是否存在不限制TPM或限制窗口更大的AI模型API平台，为开发者提供更多选择和参考。对于正在构建AI应用的开发者来说，了解这些限制和可能的替代方案至关重要，可以帮助他们更好地规划技术路线和资源分配。
原文链接：Linux.do
Flick, a YC F25 company founded by an Instagram Stories engineer and an award-winning filmmaker, is focused on defining the future interface for AI-native movie production. The company has secured funding from top-tier venture capital firms and has showcased its award-winning AI film works. They are currently hiring a Founding Frontend Engineer who will be responsible for building the editor's user interface from scratch, including the canvas, timeline, node graph, and playback functionality. The engineer will rapidly prototype new creative workflows, collaborate closely with the design and AI backend teams, and establish best practices for code quality and performance. The ideal candidate has deep experience with modern frontend tools, particularly in optimizing complex user interactions, and possesses a startup mindset to solve ambiguous problems in a fast-changing environment. This role is not only a technical challenge but will also shape the future of AI visual storytelling, providing powerful new tools for creative professionals.
Original Link:Hacker News
This article delves into common patterns and pitfalls for efficiently storing and sorting data when building systems. Starting from low-level data representation, the author provides a detailed analysis of sorting challenges for integers, signed integers, floating-point numbers, strings, and composite data, along with practical solutions. The article focuses on byte order issues, variable-length integer encoding, length-prefixing techniques, remapping methods for signed integers, and how to use null terminators to solve sorting problems for composite data. These techniques are crucial for building high-performance AI systems, autonomous driving platforms, and other systems that need to process large amounts of data. By understanding these underlying optimization techniques, developers can avoid common pitfalls and design more efficient and reliable data processing systems. The article not only provides theoretical explanations but also includes specific coding examples, enabling readers to directly apply these techniques to solve real-world problems.
Original Link:Hacker News
An article on Hacker News delves into the historical evolution of the RC4 encryption algorithm in Windows authentication. Although RC4 has long been widely considered obsolete by the industry, it surprisingly remained in use for a considerable time. The article points out that RC4 should have been phased out in favor of more secure alternatives, but the BEAST attack briefly led to its resurgence, as the attack affected block ciphers in CBC mode. Today, the most recommended mode of operation is Galois/Counter Mode (GCM), which effectively converts a 128-bit block cipher into a stream cipher, enhancing security. This discussion reveals the evolving practices in the network security field, offering readers valuable industry insights into the evolution of encryption technology, especially for those focused on Microsoft products and cutting-edge security technologies.
Original Link:Hacker News
Passkey technology still faces multiple challenges today. Although the FIDO credential exchange specification theoretically allows cross-vendor credential migration, it offers limited help for users in mixed-device ecosystems. The article reveals the 'vendor lock-in' phenomenon formed through platform vendors' UI design choices, as well as practical issues like cloud keychain crash risks and miscommunication by service providers. The author recommends users adopt backup-capable credential managers, use hardware security keys for critical accounts like email, and emphasizes the importance of user education in cybersecurity. For tech readers focused on cybersecurity and identity authentication, this article provides profound insights into the practical application challenges of passkey technology and offers practical advice.
Original Link:Hacker News
Docker recently announced the launch of free hardened images, aiming to create a more secure container ecosystem. This innovative initiative enables developers to easily build secure and reliable container applications. Notably, Docker has introduced Compose functionality to the Agent era, significantly simplifying the AI Agent building process. This technological breakthrough offers new possibilities for AI developers and container technology enthusiasts, making complex AI Agent development more intuitive and efficient. The hardened images not only enhance security but also streamline deployment processes, promising to accelerate the adoption of container technology in the AI field. This update demonstrates Docker's commitment to advancing container technology development and brings tangible technical benefits to the developer community.
Original Link:Hacker News
Amazon AWS CEO recently stated that replacing junior developers with artificial intelligence is 'one of the dumbest ideas.' This statement has garnered widespread attention in the industry, reflecting the tech giant's rational thinking on the practical application of AI in software development. Despite the rapid development of AI technology, the AWS CEO emphasized that the experience and creativity accumulated by junior developers during their learning and growth process are difficult for AI to replace. This perspective offers important insights for understanding the complementary relationship between AI and human developers in software development, and also reminds the industry not to overlook the importance of talent cultivation while embracing AI technology.
Original Link:Hacker News
最新评论
I don't think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.
这个AI状态研究很深入，数据量也很大，很有参考价值。
我偶尔阅读 这个旅游网站。激励人心查看路线。
文章内容很有深度，AI模型的发展趋势值得关注。
内容丰富，对未来趋势分析得挺到位的。
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光纤技术真厉害，文章解析得挺透彻的。
文章内容很实用，想了解更多相关技巧。