A proposed standard, `/llms.txt`, aims to simplify the interaction between large language models (LLMs) and websites. This directory curates companies and products leading the adoption of this standard, spanning AI developer tools, financial products, websites, and more. The goal is to improve the efficiency and accuracy of LLMs interacting with diverse websites.
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OpenAI's highly anticipated GPT-5 project, codenamed 'Orion,' is significantly behind schedule and facing substantial cost overruns, according to the Wall Street Journal. Intended as a major leap forward for the technology powering ChatGPT, the project is encountering challenges, including concerns about insufficient data to reach its ambitious intelligence goals. Microsoft, OpenAI's largest investor, had expected the new model by mid-2024, but that timeline is now uncertain. The project, underway for over 18 months, faces an unclear future.
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Researchers have presented the first decision procedure for verifying the Domain Name System (DNS), establishing its complexity as 2ExpTime. The study formalizes DNS semantics and uses a novel abstraction based on positive prefix-testable languages, reducing the DNS verification problem to the verification problem for pushdown systems. This approach effectively models attack vectors in DNS, such as amplification attacks and rewrite blackholing, providing a new theoretical foundation for ensuring DNS security and reliability.
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Grayjay is a multi-platform video player that aggregates content from YouTube, PeerTube, Twitch, and more, eliminating the need to switch between different platforms. Prioritizing user privacy, it stores watch history locally and offers data import/export and auto-backup. Features include a personalized content feed, screen casting, and Harbor integration for connecting with audiences and monetizing content.
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While debugging NixOS tests, Linus Heckemann discovered painfully slow data copying times (over 2 hours) in a QEMU virtual machine. Performance analysis with `perf` revealed that QEMU's 9p server used an inefficient linked list (O(n) complexity) for file lookups. By switching to a hash table provided by glib (O(1) complexity), he reduced the test time to 7 minutes and successfully contributed the optimization to the QEMU project.
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This article challenges the common misconception about modern computer memory—the RAM myth—that assumes memory access is always random and uniform. By analyzing data sharding algorithms, the author demonstrates that simple linear algorithms are inefficient for large datasets due to frequent cache misses. To address this, an optimized strategy based on radix sort is proposed. Techniques like pre-sorting data, using generators, and pre-allocating memory significantly improve data sharding efficiency. Experimental results show that the optimized algorithm achieves a 2.5 to 9x speedup when processing large datasets.
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Despite the trendy term "AI Product Manager," AI hasn't fundamentally changed product management's core: understanding user needs, creating solutions, and defining tasks. AI provides powerful new tools like Large Language Models (LLMs), but PMs still leverage these tools, not build them. The article explains basic LLM concepts (tokens, context windows, prompts) and advises PMs to learn effective prompting, collaborate closely with engineers, and focus on AI's practical value for the product, avoiding trendy additions. In short, AI is a tool, not a replacement; PMs must embrace AI and enhance their skills to thrive in this era.
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An Imgur album documents the entire process of crafting a mechanical watch by a skilled artisan. From preparing the components to the precise assembly, each step showcases exquisite craftsmanship and an unwavering pursuit of detail. Readers can appreciate the artistry of mechanical watchmaking through the images, experiencing the perfect blend of time and skill.
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Rerun 0.21 introduces a highly anticipated Graph view, along with drag-and-drop functionality and undo capabilities. The new view, built using GraphNodes and GraphEdges archetypes, visualizes various graph structures like ROS graphs and semantic scene graphs. This release also implements time-travel-based undo and features a new force-based graph layout engine, Fjädra, significantly enhancing user experience.
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A new study sheds light on why cancer risk declines after age 80. Researchers found that elevated levels of a protein called NUPR1 in older mice caused cells to behave as if iron-deficient, limiting cell regeneration and thus suppressing both healthy and cancerous growth. The same mechanism was observed in human cells. Lowering NUPR1 or increasing iron levels boosted cell growth. This discovery could lead to new cancer therapies targeting iron metabolism, particularly in older individuals, and may improve lung function in those with long-term COVID-19 effects. The study also suggests that ferroptosis-based cancer treatments are less effective in older cells due to their functional iron deficiency, highlighting the importance of early intervention. Preventing carcinogenic exposures in younger individuals is even more crucial than previously thought.
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CCState is a lightweight, semantically clear, and flexible state management library designed for medium to large single-page applications with complex state management needs. It's built on three basic data types: computed, command, and state, offering a simple and intuitive API with 100% test coverage. Framework-agnostic, CCState works seamlessly with React, Vanilla JS, and other UI frameworks, boasting blazing-fast performance, outperforming Jotai in various scenarios. The core APIs – `state`, `computed`, and `command` – handle basic value units, derived computations, and side effects respectively. React Hooks like `useGet`, `useSet`, `useLoadable`, and `useResolved` simplify data access and Promise handling. CCState also offers subscription capabilities for reactive updates.
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The 2024 World Chess Championship saw Gukesh Dommaraju triumph over Ding Liren, becoming the youngest World Champion ever. This analysis uses data-driven insights, including accuracy, error types, average centipawn loss, move times, conversion rate, and comeback rate, to dissect the match. Data suggests Ding Liren exhibited slightly higher precision and consistency, but a crucial blunder in the final game proved decisive. The author concludes that while data analysis offers an objective perspective, it needs to be combined with other factors for a holistic understanding of the match's complexities.
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A fully documented and annotated source code for the classic Commodore 64 game Elite has been open-sourced on GitHub. This repository provides four variants of the source code, catering to different hardware platforms and build processes. Developers can explore the meticulously commented source code to understand Elite's inner workings and even compile a playable D64 disk image on modern machines using the provided Makefile, runnable on emulators or real hardware. This project aims to help appreciate this iconic 8-bit game, offering significant educational and archival value.
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This article delves into four surprising limitations of Rust's borrow checker encountered even by experienced Rustaceans. The first limitation involves the borrow checker's inability to fully account for match and return statements, leading to redundant checks when working with HashMaps. The second limitation concerns asynchronous programming, where Rust currently lacks the ability to express certain asynchronous callback type signatures. The third centers around FnMut closures not allowing re-borrowing of captured variables, restricting access to mutable state in async operations. Finally, the Send checker's lack of control flow awareness results in some Futures that should be Send being incorrectly flagged as non-Send. The author illustrates these limitations and their challenges with concrete code examples and workarounds, advocating for improvements to Rust's type system to enhance developer productivity.
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A new website, "Early Christian Writings," offers a comprehensive collection of Christian texts predating the Council of Nicaea in 325 AD. It features the New Testament, Apocrypha, Gnostic texts, writings of the Church Fathers, and related non-Christian sources, all with translations and commentary. This resource provides invaluable insight into the history and development of early Christianity.
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Rec Room has launched a new copyable game, ^BonkysInferno. Based on the 'Make it to Midnight' environment, the objective is to score the most points by knocking opponents into lava or past a laser fence with Bonky's hammer. The game features a collectible system, damage system, Bonky's hammer mechanics, a round system, and a HUD, all built using Circuits and Rec Room Studio, allowing for player replication and modification. Players are encouraged to explore the circuits with their Maker Pen and use Rec Room Studio for deeper customization.
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CenterClick introduces the NTP200 series of GPS-based NTP servers, offering precise time synchronization without internet connectivity. The series includes models like NTP200, NTP250, NTP220, and NTP270, each with varying RAM and features such as PoE and alarm outputs. These appliances feature built-in GPS antennas, supporting multiple GNSS constellations, and offer various interfaces and protocols including HTTP, HTTPS, SNMP, and SSH. Management and configuration are handled via a web interface, CLI, or USB, with NTP client tracking capabilities. Suitable for a wide range of applications, from ISPs to hobbyists, the series offers optional accessories such as different antenna lengths and power supplies.
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At the 2024 NDSS Symposium, Meredith Whittaker, president of the Signal Foundation, delivered a keynote address reflecting on the 'Crypto Wars' of the 90s. She highlighted how political, technical, and commercial pressures have shaped today's encryption landscape. Whittaker warned against viewing the current situation as simply 'Crypto Wars 2.0,' arguing that an economic engine driven by personal data, surveillance technology, and AI/ML poses a fundamentally different threat than the government-dominated encryption landscape of the 90s. She stressed the need for a new approach, with NDSS research at the forefront of this response.
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Trofaf is a super-simple live static blog generator written in Go. Requiring only three directories (posts, public, templates), it generates a static website from markdown files and front matter, automatically updating whenever changes are detected. It offers command-line options for customization and prioritizes simplicity over extensive features, making it ideal for users seeking a straightforward blogging solution.
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An experiment uses the Google Vision API to extract the story behind a single photo, revealing hidden personal information. Upload a photo to see how the API interprets its content and what private details it might reveal, highlighting the importance of online privacy.
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Manx is an open-source project dedicated to cataloging and preserving manuals for older computers. It currently boasts nearly 10,000 manuals from 61 websites, covering minicomputers, mainframes, and associated peripherals like terminals and printers. While many manuals are scanned images and not directly indexable by search engines, Manx adds metadata and information to compensate. Its search currently focuses on part numbers, titles, and keywords. For microcomputer manuals, Tiziano's 1000 BiT is a better resource.
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As humanity ascends the Kardashev Scale, a paradox emerges: increased energy access correlates with decreased physical labor. The author outlines three biomechanical stages: pre-industrial, where physical exertion was essential; industrial-modern, where machines reduced manual labor; and post-biological, where humans might remotely control robots via brain-computer interfaces, rendering physical bodies obsolete. This raises questions about the future of humanity's physical form and the complex relationship between technological advancement and human evolution.
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Proxmox has released an alpha preview of its Datacenter Manager. This software centralizes management of all nodes and clusters, offering basic features like virtual machine migration without requiring a cluster network. Developed entirely in Rust, from the backend API to the new frontend, it boasts a modern web UI for improved speed and compatibility. This alpha release aims to gather user feedback, test core features, and foster collaboration. While some features are incomplete and bugs are expected, it's already capable of managing thousands of remotes and virtual machines.
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Emacs, renowned for its extensibility, faces performance and expressiveness limitations with its core language, Emacs Lisp (Elisp). To address this, the Guile-Emacs project aims to replace Elisp in Emacs with Guile Lisp. After years of development and dormancy, Guile-Emacs has been revived by developers Robin Templeton and Larry Valkama. The project aims to leverage Guile's compiler and performance advantages to improve Emacs' speed and extensibility while maintaining Elisp compatibility. The ultimate goal is to rewrite a significant portion of Emacs's C code in Lisp, significantly enhancing its customizability. While facing technical and political challenges, the project presents exciting possibilities for the future of Emacs.
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Klarna CEO Sebastian Siemiatkowski has claimed that AI can already perform all jobs currently done by humans, leading the fintech company to halt hiring a year ago. The company's workforce has shrunk from 4,500 to 3,500 employees through attrition. While Klarna's website still advertises open positions, a spokesperson clarified that the company is not actively recruiting to expand but filling essential roles, mainly in engineering. This announcement has fueled concerns about AI's impact on the job market.
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A private organization in Germany, the CUII, secretly controls website blocking, bypassing courts and transparency mechanisms. Composed of major German ISPs and copyright holders, controlling over 85% of the German internet market, the CUII decides which sites to block without judicial approval, leading to numerous wrongful blocks. A 17-year-old student exposed the CUII's secret blocklist, sparking media attention and public outcry, forcing the CUII to lift some wrongful blocks. This highlights the risks of power imbalances and lack of transparency, raising crucial questions about internet censorship and copyright law.
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Kawasaki has unveiled Bex, a rideable robot goat that mimics a goat's gait and can carry a rider. This innovative creation showcases Kawasaki's advancements in humanoid robotics and hints at future applications of robotics in entertainment and transportation.
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Bonscore offers an independent and transparent credit scoring service for businesses. Data is sourced directly from the company register, ensuring objectivity and preventing manipulation. Unlike traditional credit agencies, Bonscore uses proprietary algorithms to assess the probability of default, providing industry benchmarks for comparison. This empowers businesses to evaluate the creditworthiness of potential and existing clients, competitors, and suppliers, leading to more informed business decisions such as: vetting new clients, analyzing existing client payment behavior, participating in tenders, assessing supplier reliability, analyzing competitor financial health, and making credit decisions.
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After three years, Dylan Huang's developer tools startup, Konfig, has shut down. Konfig focused on simplifying API integrations, with its core product being an SDK generator alongside API documentation and testing tools. Despite gaining some early traction, the company failed to achieve hyper-growth due to challenges in securing contracts and low pricing. A pivot to a B2B SaaS AI product also proved unsuccessful. Now, Huang is open-sourcing Konfig's entire codebase – including the core product, failed pivots, and various supporting scripts – hoping it will be beneficial to others. While the startup ended in failure, Huang emphasizes the invaluable lessons learned.
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This article benchmarks Spark, DuckDB, and Polars, comparing their performance, cost, and development ease on 10GB and 100GB datasets. Results show that for large datasets and ETL tasks, Spark remains dominant due to its distributed computing capabilities and mature ecosystem. DuckDB and Polars excel at interactive querying and data exploration on smaller datasets. The author recommends a strategic mix-and-match approach, using Spark for ETL, DuckDB for interactive queries, and Polars for niche scenarios, tailoring engine choice to specific needs.
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