This blog post provides an illustrated guide to automatic sparse differentiation, focusing on forward and reverse modes. It explains how these modes compute derivatives of scalar functions with respect to sparse inputs, highlighting their efficiency advantages when dealing with sparsity. The guide visually demonstrates how forward mode propagates sparse seed vectors through the computational graph, only computing derivatives for non-zero elements. Conversely, it shows how reverse mode propagates a scalar gradient backward, again exploiting sparsity by only computing derivatives along active paths in the graph. The post also touches on trade-offs between the two methods and introduces the concept of sparsity-aware graph surgery for further optimization in reverse mode.
This 17th-century manuscript beautifully illustrates al-Jazari's Book of Knowledge of Ingenious Mechanical Devices, a 12th-century masterpiece of engineering. The manuscript depicts a fascinating array of fifty automated machines, including water clocks, hand-washing automatons, and musical robots. These intricate inventions, powered by water, demonstrate sophisticated uses of hydraulics, pneumatics, and mechanics, showcasing al-Jazari's innovative approach to practical engineering solutions for everyday needs and courtly entertainment. The vibrant illustrations serve as both artistic renderings and technical diagrams, providing valuable insight into the construction and operation of these historical marvels.
Hacker News users discussed the beauty and ingenuity of al-Jazari's devices, noting the impressive level of engineering for the time period. Several commenters highlighted the historical importance of Islamic scholars in preserving and advancing knowledge during the Middle Ages, including their influence on later European thinkers. There's also discussion about the practical applications of these inventions, with some debate on whether they were purely decorative or truly functional. A few users expressed frustration with the limited access to high-resolution images of the manuscript, hindering closer examination of the intricate details. The conversation touches on the significance of al-Jazari's work as a precursor to modern engineering and robotics, with comparisons made to Leonardo da Vinci's inventions. Finally, some users shared further resources for exploring the history of Islamic science and technology.
This 1990 paper by Sriyatha offers a computational linguistic approach to understanding the complex roles of Greek particles like μέν, δέ, γάρ, and οὖν. It argues against treating them as simply discourse markers and instead proposes a framework based on "coherence relations" between segments of text. The paper suggests these particles signal specific relationships, such as elaboration, justification, or contrast, aiding in the interpretation of how different parts of a text relate to each other. This framework allows for computational analysis of these relationships, moving beyond a simple grammatical description towards a more nuanced understanding of how particles contribute to the overall meaning and coherence of Greek texts.
HN users discuss the complexity and nuance of ancient Greek particles, praising the linked article for its clarity and insight. Several commenters share anecdotes about their struggles learning Greek, highlighting the difficulty of mastering these seemingly small words. The discussion also touches on the challenges of translation, the limitations of relying solely on dictionaries, and the importance of understanding the underlying logic and rhetoric of the language. Some users express renewed interest in revisiting their Greek studies, inspired by the article's approachable explanation of a complex topic. One commenter points out the connection between Greek particles and similar structures in other languages, particularly Indian languages, suggesting a shared Indo-European origin for these grammatical features.
A Windows 7 bug caused significantly slower login times for users with solid color desktop backgrounds, particularly shades of pure black. This issue stemmed from a change in how Windows handled color conversion for desktop composition, specifically affecting the way it handled the alpha channel of the solid color. The system would unnecessarily convert the color back and forth between different formats for every pixel on the screen, adding a significant computational overhead that only manifested when a solid color filled the entire desktop. This conversion wasn't necessary for photographic or patterned backgrounds, explaining why the slowdown wasn't universal.
Hacker News commenters discussed potential reasons for the Windows 7 login slowdown with solid color backgrounds. Some suggested the issue stemmed from desktop composition (DWM) inefficiencies, specifically how it handled solid colors versus images, possibly related to memory management or caching. One commenter pointed out that using a solid color likely bypassed a code path optimization for images, leading to extra processing. Others speculated about the role of video driver interactions and the potential impact of different color depths. Some users shared anecdotal experiences, confirming the slowdown with solid colors and noting improved performance after switching to patterned backgrounds. The complexity of isolating the root cause within the DWM was also acknowledged.
The dominant web browsers (Chrome, Safari, Edge, and Firefox) rely heavily on revenue generated by including Google Search as their default. New regulations aimed at breaking up Big Tech's monopolies, particularly the EU's Digital Markets Act (DMA) and the US's American Innovation and Choice Online Act (AICOA), will require these browsers to offer alternative default search engines through choice screens. This is projected to significantly reduce Google's payments to browsers, potentially by as much as 80%, as users will likely opt for cheaper or free alternatives. This poses a substantial threat to browser funding and could impact future development and innovation.
HN commenters largely discuss the implications of the impending "Privacy Sandbox" changes on browser funding, with many skeptical of the author's 80% figure. Some argue the impact will be less severe than predicted, citing alternative revenue streams like subscriptions, built-in services, and enterprise contracts. Others point out that while ad revenue may decrease, costs associated with ad tech will also decrease, potentially offsetting some of the losses. A few express concern about the potential consolidation of the browser market and the implications for user privacy if browser vendors are forced to find new, potentially exploitative, revenue models. The overall sentiment appears to be one of cautious observation rather than outright panic.
The author describes using a "zip bomb" detection system to protect their server from denial-of-service attacks. Rather than blocking all zip files, they've implemented a system that checks uploaded zip archives for excessively high compression ratios, a hallmark of zip bombs designed to overwhelm systems by decompressing into massive amounts of data. If a suspicious zip is detected, it's quarantined for manual review, allowing legitimate large zip files to still be processed while preventing malicious ones from disrupting the server. This approach offers a compromise between outright banning zips and leaving the server vulnerable.
Hacker News users discussed various aspects of zip bomb protection. Some questioned the practicality and effectiveness of using zip bombs defensively, suggesting alternative methods like resource limits and input validation are more robust. Others debated the ethics and legality of such a defense, with concerns about potential harm to legitimate users or scanners. Several commenters highlighted the "Streisand effect" – that publicizing this technique might attract unwanted attention and testing. There was also discussion of specific tools and techniques for decompression, emphasizing the importance of security-focused libraries and cautious handling of compressed data. Some users shared anecdotal experiences of encountering zip bombs in the wild, reinforcing the need for appropriate safeguards.
The One-Person Framework helps solopreneurs systematically manage their business. It structures operations around modular "projects" within four key areas: Operations, Marketing, Product, and Sales. Each project follows a simplified version of typical corporate processes, including ideation, planning, execution, and analysis. This framework encourages focused effort, data-driven decisions, and continuous improvement, allowing solo business owners to operate more efficiently and strategically. By breaking down the business into manageable chunks and applying consistent processes, individuals can gain clarity, prioritize effectively, and scale their efforts over time.
HN commenters largely discuss their experiences and opinions on solo development and the "one-person framework" concept. Several highlight the benefits of simplicity and speed when working alone, emphasizing the freedom to choose tools and processes without the overhead of team coordination. Others caution against sacrificing maintainability and code quality for short-term gains, arguing that some level of structure and documentation is always necessary, even for solo projects. The idea of using established, lightweight frameworks is suggested as a middle ground. Some commenters express skepticism about scaling one-person approaches as projects grow, while others argue that thoughtful design and adherence to best practices can mitigate these concerns. The discussion also touches upon the trade-offs between rapid prototyping and building for the long term, with varied opinions on the ideal balance depending on project goals.
Qwen-3 is Alibaba Cloud's next-generation large language model, boasting enhanced reasoning capabilities and faster inference speeds compared to its predecessors. It supports a wider context window, enabling it to process significantly more information within a single request, and demonstrates improved performance across a range of tasks including long-form text generation, question answering, and code generation. Available in various sizes, Qwen-3 prioritizes safety and efficiency, featuring both built-in safety alignment and optimizations for cost-effective deployment. Alibaba Cloud is releasing pre-trained models and offering API access, aiming to empower developers and researchers with powerful language AI tools.
Hacker News users discussed Qwen3's claimed improvements, focusing on its reasoning abilities and faster inference speed. Some expressed skepticism about the benchmarks used, emphasizing the need for independent verification and questioning the practicality of the claimed speed improvements given potential hardware requirements. Others discussed the open-source nature of the model and its potential impact on the AI landscape, comparing it favorably to other large language models. The conversation also touched upon the licensing terms and the implications for commercial use, with some expressing concern about the restrictions. A few commenters pointed out the lack of detail regarding training data and the potential biases embedded within the model.
"One Million Chessboards" is a visualization experiment exploring the vastness of chess. It presents a grid of one million chessboards, each displaying a unique position. The user can navigate this grid, zooming in and out to see individual boards or the entire landscape. Each position is derived from a unique number, translating a decimal value into chess piece placement and game state (e.g., castling availability, en passant). The site aims to illustrate the sheer number of possible chess positions, offering a tangible representation of a concept often discussed but difficult to grasp. The counter in the URL corresponds to the specific position being viewed, allowing for direct sharing and exploration of specific points within this massive space.
HN users discuss the visualization of one million chessboards and its potential utility. Some question the practical applications, doubting its relevance to chess analysis or learning. Others appreciate the aesthetic and technical aspects, highlighting the impressive feat of rendering and the interesting patterns that emerge. Several commenters suggest improvements like adding interactivity, allowing users to zoom and explore specific boards, or filtering by game characteristics. There's debate about whether the static image provides any real value beyond visual appeal, with some arguing that it's more of a "tech demo" than a useful tool. The creator's methodology of storing board states as single integers is also discussed, prompting conversation about alternative encoding schemes.
WorldGen is an open-source Python library for procedurally generating 3D scenes. It aims to be versatile, supporting various use cases like game development, VR/XR experiences, and synthetic data generation. Users define scenes declaratively using a YAML configuration file, specifying elements like objects, materials, lighting, and camera placement. WorldGen boasts a modular and extensible design, allowing for the integration of custom object generators and modifiers. It leverages Blender as its rendering backend, exporting scenes in common 3D formats.
Hacker News users generally praised WorldGen's potential and its open-source nature, viewing it as a valuable tool for game developers, especially beginners or those working on smaller projects. Some expressed excitement about the possibilities for procedural generation and the ability to create diverse and expansive 3D environments. Several commenters highlighted specific features they found impressive, such as the customizable parameters, real-time editing, and export compatibility with popular game engines like Unity and Unreal Engine. A few users questioned the performance with large and complex scenes, and some discussed potential improvements, like adding more biomes or improving the terrain generation algorithms. Overall, the reception was positive, with many eager to experiment with the tool.
Mini Photo Editor is a lightweight, browser-based image editor built entirely with WebGL. It offers a range of features including image filtering, cropping, perspective correction, and basic adjustments like brightness and contrast. The project aims to provide a performant and easily integrable editing solution using only WebGL, without relying on external libraries for image processing. It's open-source and available on GitHub.
Hacker News users generally praised the mini-photo editor for its impressive performance and clean interface, especially considering it's built entirely with WebGL. Several commenters pointed out its potential usefulness for quick edits and integrations, contrasting it favorably with heavier, more complex editors. Some suggested additional features like layer support, history/undo functionality, and export options beyond PNG. One user appreciated the clear code and expressed interest in exploring the WebGL implementation further. The project's small size and efficient use of resources were also highlighted as positive aspects.
A widespread power outage affected parts of Spain and Portugal, temporarily leaving hundreds of thousands without electricity. The outage, attributed to an "incident" on the electrical grid affecting high-voltage lines, primarily impacted the Andalusia region of southern Spain and the Algarve region of Portugal. While the exact cause was under investigation, authorities quickly ruled out hacking or cyberattacks. Power was progressively restored within a few hours, with services mostly back to normal by the evening.
HN commenters discuss the potential causes of the widespread power outage, speculating about grid instability, cascading failures, and the possibility of cyberattacks, though no evidence for the latter is presented. Some highlight the lack of specific details in the BBC's reporting and express surprise at the scale of the outage affecting two countries. Others note the interconnected nature of European power grids and the potential for such events to become more frequent with increasing reliance on renewable energy sources, raising concerns about grid resilience and planning. A few comments mention the relatively quick restoration of power in some areas.
A series of errors culminated in the fatal crash of a regional jet at Reagan National Airport. Air traffic control initially cleared the flight to take off on a runway occupied by a maintenance vehicle, then issued confusing and contradictory instructions to both the plane and the vehicle. The pilot, possibly disoriented by the conflicting commands and a sudden shift in wind direction, attempted a last-second abort but was unable to stop the aircraft before colliding with the vehicle. The resulting fire killed all 45 people on board and the two maintenance workers. The National Transportation Safety Board's preliminary investigation suggests a breakdown in communication and established safety protocols contributed to the accident.
Hacker News commenters discuss the plausibility of the fictional NYT article about a plane crash at Reagan National Airport. Many point out technical inaccuracies and inconsistencies in the narrative, particularly concerning air traffic control procedures, pilot actions, and the physics of the crash. Some highlight the unrealistic portrayal of pilot incapacitation and the unlikely chain of events leading to the runway collision. Several express skepticism about the overall scenario and criticize the article for sensationalizing a complex issue without proper technical understanding. A few commenters find the article engaging despite its flaws, while others discuss the broader implications for aviation safety and the challenges of managing increasingly congested airspace.
Bluey's distinctive visual style evolved organically from limitations and specific artistic choices. The art director, Simone Risbridger, initially embraced simple designs due to time constraints and the software's capabilities. This led to the signature flat, vector-based look with bold outlines. The team prioritized expressiveness through simple shapes and bright colors, focusing on conveying emotion clearly. Subtle details, like the characters' lack of noses, were intentional decisions that contributed to the overall aesthetic and allowed for greater emotional range through eye and mouth movements. The show's visual identity is a product of embracing constraints and prioritizing emotional clarity over detailed realism.
HN commenters largely praise the Bluey art style for its simplicity and expressiveness, achieved through economical lines and strong posing. Several discuss the influence of specific animation techniques, like squash and stretch, and appreciate the show's avoidance of overly detailed or "noisy" visuals. Some compare it favorably to other contemporary cartoons, finding Bluey refreshing and less visually stimulating, making it easier for children (and adults) to focus on the storytelling and emotional content. The use of Flash animation is also mentioned, with some suggesting it contributes to the show's unique charm. A few commenters express an interest in the creative process and praise the art director's insights.
This April 2025 "Ask HN" thread on Hacker News features developers, entrepreneurs, and hobbyists sharing their current projects. Many are focused on AI-related tools and applications, including AI-powered code generation, music creation, and data analysis. Others are working on more traditional software projects like mobile apps, SaaS products, and developer tools. Several posters mention exploring new technologies like augmented reality and decentralized systems. Personal projects, open-source contributions, and learning new programming languages are also common themes. The thread offers a snapshot of the diverse range of projects being pursued by the HN community at that time.
The Hacker News comments on the "Ask HN: What are you working on? (April 2025)" thread primarily consist of humorous and speculative future projects. Several users joke about AI taking over their jobs or becoming sentient, with one imagining an AI therapist for AIs. Others predict advancements in areas like personalized medicine, AR/VR integration with daily life, and space colonization. A few express skepticism or cynicism about technological progress, wondering if things will truly be that different in two years. There are also meta-comments about the nature of these "Ask HN" threads and how predictable the responses tend to be. A couple of users share actual projects they are working on, ranging from software development tools to sustainable agriculture.
Earth's ancient oceans were likely green due to an abundance of anoxygenic photosynthesizing bacteria containing the pigment bacteriochlorophyll, rather than the cyanobacteria that later oxygenated the planet and gave the water its familiar blue hue. As oxygen levels rise further, the population balance of ocean microbes may shift again. Researchers suggest that in the future, oceans could become purple due to the increasing dominance of halobacteria, salt-loving organisms with a purple pigment called retinal, which thrive in highly saline, oxygen-rich conditions potentially caused by climate change-driven evaporation. This shift could significantly impact marine ecosystems and the planet's biogeochemical cycles.
HN commenters discuss the potential shift in ocean color from green to purple due to changing phytoplankton populations. Some express skepticism about the purple prediction, finding it overly sensationalized and lacking sufficient scientific backing. Others point to the complexity of oceanic ecosystems and the difficulty of predicting such large-scale changes. Several commenters highlight the importance of reducing greenhouse gas emissions and mitigating climate change to protect ocean life, regardless of color shifts. A few discuss the role of iron fertilization in influencing phytoplankton growth, while some find the potential for a purple ocean fascinating. Overall, the comments reflect a mix of intrigue, skepticism, and concern about the future of the oceans.
Zeynep Tufekci's TED Talk argues that the current internet ecosystem, driven by surveillance capitalism and the pursuit of engagement, is creating a dystopian society. Algorithms, optimized for clicks and ad revenue, prioritize emotionally charged and polarizing content, leading to filter bubbles, echo chambers, and the spread of misinformation. This system erodes trust in institutions, exacerbates social divisions, and manipulates individuals into behaviors that benefit advertisers, not themselves. Tufekci warns that this pursuit of maximizing attention, regardless of its impact on society, is a dangerous path that needs to be corrected through regulatory intervention and a fundamental shift in how we design and interact with technology.
Hacker News users generally agreed with Zeynep Tufekci's premise that the current internet ecosystem, driven by advertising revenue, incentivizes harmful content and dystopian outcomes. Several commenters highlighted the perverse incentives of engagement-based algorithms, noting how outrage and negativity generate more clicks than nuanced or positive content. Some discussed the lack of viable alternatives to the ad-supported model, while others suggested potential solutions like micropayments, subscriptions, or federated social media. A few commenters pointed to the need for stronger regulation and the importance of individual responsibility in curating online experiences. The manipulation of attention through "dark patterns" and the resulting societal polarization were also recurring themes.
Reverse geocoding, the process of converting coordinates into a human-readable address, is surprisingly complex. The blog post highlights the challenges involved, including data inaccuracies and inconsistencies across different providers, the need to handle various address formats globally, and the difficulty of precisely defining points of interest. Furthermore, the post emphasizes the performance implications of searching large datasets and the constant need to update data as the world changes. Ultimately, the author argues that reverse geocoding is a deceptively intricate problem requiring significant engineering effort to solve effectively.
HN users generally agreed that reverse geocoding is a difficult problem, echoing the article's sentiment. Several pointed out the challenges posed by imprecise GPS data and the constantly changing nature of geographical data. One commenter highlighted the difficulty of accurately representing complex or overlapping administrative boundaries. Another mentioned the issue of determining the "correct" level of detail for a given location, like choosing between a specific address, a neighborhood, or a city. A few users offered alternative approaches to traditional reverse geocoding, including using heuristics based on population density or employing machine learning models. The overall discussion emphasized the complexity and nuance involved in accurately and efficiently associating coordinates with meaningful location information.
This Guardian article argues that settling for a "fine" but ultimately meaningless job is a moral failing. It contends that too many intelligent, capable individuals are wasting their potential in careers that don't contribute to solving pressing global issues like climate change and inequality. The author urges readers to reject complacency and embrace "moral ambition," actively seeking work that aligns with their values and makes a tangible positive impact on the world, even if it entails personal sacrifice and uncertainty. They suggest that this shift in mindset and career focus is not just desirable, but a moral imperative in the face of current global challenges.
Hacker News users largely criticized the Guardian article's premise. Many found the tone condescending and impractical, particularly the idea of simply quitting one's job without considering financial realities. Some argued the article promotes a naive view of "changing the world," lacking nuance about the complexities of societal problems. Others pointed out the inherent privilege in suggesting everyone has the luxury of quitting their job to pursue moral ambitions. A few commenters offered alternative perspectives, suggesting that finding meaning in seemingly "pointless" work or focusing on smaller, local impacts can be just as valuable. Several highlighted the importance of defining "morally ambitious" as it can be subjective and easily manipulated.
Lil digi is a platformer game where you play as a digitized version of yourself. By uploading a photo, the game creates a personalized sprite that runs, jumps, and collects coins through various levels. The game emphasizes a simple, fun experience with nostalgic pixel art and chiptune music. It's designed to be easily accessible and playable directly in a web browser.
Hacker News users generally praised the technical execution and novelty of Lil Digi, particularly the seamless integration of a user's photo into a platformer. Several commenters noted the impressive smoothness of the gameplay, especially given that it runs entirely in the browser. Some questioned the long-term appeal or replayability beyond the initial novelty of seeing oneself in the game. A few suggested potential enhancements like adding different character customizations or gameplay mechanics. Concerns about privacy related to uploading a photo were also briefly raised. Overall, the sentiment was positive with an appreciation for the creator's technical skills and the fun, albeit potentially fleeting, experience the game provides.
Wikipedia offers free downloads of its database in various formats. These include compressed XML dumps of all content (articles, media, metadata, etc.), current and historical versions, and smaller, more specialized extracts like article text only or specific language editions. Users can also access the data through alternative interfaces like the Wikipedia API or third-party tools. The download page provides detailed instructions and links to resources for working with the large datasets, along with warnings about server load and responsible usage.
Hacker News users discussed various aspects of downloading and using Wikipedia's database. Several commenters highlighted the resource intensity of processing the full database, with mentions of multi-terabyte storage requirements and the need for significant processing power. Some suggested alternative approaches for specific use cases, such as using Wikipedia's API or pre-processed datasets like the one offered by the Wikimedia Foundation. Others discussed the challenges of keeping a local copy updated and the potential legal implications of redistributing the data. The value of having a local copy for offline access and research was also acknowledged. There was some discussion around specific tools and formats for working with the downloaded data, including tips for parsing and querying the XML dumps.
A new Common Lisp implementation, named ALisp, is under development and currently supports ASDF (Another System Definition Facility) for system management. The project aims to create a small, embeddable, and efficient Lisp, drawing inspiration from other Lisps like ECL and SBCL while incorporating unique ideas. It's being developed primarily in C and is currently in an early stage, but the Savannah project page provides source code and build instructions for those interested in experimenting with it.
Hacker News users discussed the new Common Lisp implementation, with many expressing interest and excitement. Several commenters praised the project's use of a custom reader and printer, viewing it as a potential performance advantage. Some discussion revolved around portability, particularly to WebAssembly. The project's licensing under LGPL was also a topic of conversation, with users exploring the implications for commercial use. Several users inquired about the motivations and goals behind creating a new Common Lisp implementation, while others compared it to existing implementations like SBCL and ECL. A few comments touched on specific technical aspects, such as the choice of garbage collection strategy and the implementation of the condition system. Some users offered helpful suggestions and expressed a desire to contribute.
Shardines is a Ruby gem that simplifies multi-tenant applications using SQLite3 by creating a separate database file per tenant. It integrates seamlessly with ActiveRecord, allowing developers to easily switch between tenant databases using a simple Shardines.with_tenant
block. This approach offers the simplicity and ease of use of SQLite, while providing data isolation between tenants. The gem handles database creation, migration, and connection switching transparently, abstracting away the complexities of managing multiple database connections. This makes it suitable for applications where strong data isolation is required but the overhead of a full-fledged database system like PostgreSQL is undesirable.
Hacker News users generally reacted positively to the Shardines approach of using a SQLite database per tenant. Several praised its simplicity and suitability for certain use cases, especially those with strong data isolation requirements or where simpler scaling is prioritized over complex, multi-tenant database setups. Some questioned the long-term scalability and performance implications of this method, particularly with growing datasets and complex queries. The discussion also touched on alternative approaches like using schemas within a single database and the complexities of managing large numbers of database files. One commenter suggested potential improvements to the gem's design, including using a shared connection pool for performance. Another mentioned the potential benefits of utilizing SQLite's online backup feature for improved resilience and easier maintenance.
UnitedCompute's GPU Price Tracker monitors and charts the prices of various NVIDIA GPUs across different cloud providers like AWS, Azure, and GCP. It aims to help users find the most cost-effective options for their cloud computing needs by providing historical price data and comparisons, allowing them to identify trends and potential savings. The tracker focuses specifically on GPUs suitable for machine learning workloads and offers filtering options to narrow down the search based on factors such as GPU memory and location.
Hacker News users discussed the practicality of the GPU price tracker, noting that prices fluctuate significantly and are often outdated by the time a purchase is made. Some commenters pointed out the importance of checking secondary markets like eBay for better deals, while others highlighted the value of waiting for sales or new product releases. A few users expressed skepticism towards cloud gaming services, preferring local hardware despite the cost. The lack of international pricing was also mentioned as a limitation of the tracker. Several users recommended specific retailers or alert systems for tracking desired GPUs, emphasizing the need to be proactive and patient in the current market.
Bhvr is a new open-source starter kit designed for building full-stack web applications with a modern and performant tech stack. It combines Bun, a fast JavaScript runtime, with Hono, a lightweight web framework, along with Vite for frontend tooling and React for building user interfaces. This starter provides a pre-configured setup with features like server-side rendering (SSR), file-based routing, and TypeScript support, aiming to streamline development and offer a solid foundation for projects. The project aims to provide a performant and enjoyable developer experience with an emphasis on simplicity and minimal configuration.
Hacker News users discussed the practicality and appeal of the "Bhvr" starter kit. Some found the combination of Bun, Hono, Vite, and React appealing for its speed and developer experience, while others questioned the need for both Vite and Hono, suggesting potential redundancy. A few commenters expressed concern about the project's reliance on bleeding-edge technologies and the implied maintenance burden. The overall sentiment leaned towards cautious optimism, with several users interested in trying the starter kit but also highlighting the rapidly changing JavaScript ecosystem and the risk of investing in potentially short-lived tools. There was a short discussion around routing and the author's choice of file-based routing, which some found to be limiting. Finally, some commenters appreciated the straightforwardness and simplicity of the project's structure.
Japanese woodworker and artist, Shuhei Tsuji, creates stunning, complex geometric patterns called Kumiko using a traditional, centuries-old technique. He meticulously crafts small, precisely-cut pieces of wood without nails or glue, interlocking them to form elaborate, three-dimensional designs. These intricate patterns, often inspired by nature, are then incorporated into functional objects like lamps and shoji screens, showcasing the beauty and precision of this ancient Japanese woodworking art.
HN commenters generally expressed admiration for the Kumiko woodworking technique, calling it "beautiful," "mesmerizing," and "stunning." Some discussed the precision required and the potential challenges of creating such intricate patterns. One user noted the similarities to Islamic geometric patterns, suggesting a possible historical connection or convergent evolution of design. Several commenters also pointed out existing digital tools for designing Kumiko patterns, such as the "kumiko maker" mentioned by a few users. A minor thread developed around the distinction between different Japanese woodworking joints, with some arguing that the examples shown were not technically "dovetails." Overall, the comments reflected a positive appreciation for the artistry and craftsmanship of Kumiko.
The blog post explores the history of Apple's rumored adoption of ZFS, the advanced file system. While Apple engineers internally prototyped and tested ZFS integration, ultimately licensing and legal complexities, combined with performance concerns specific to Apple's hardware (particularly flash storage) and the desire for full control over the file system's development, prevented its official adoption. Though ZFS offered appealing features, Apple chose to focus on its own in-house solutions, culminating in APFS. The post debunks claims of a fully functioning "ready to ship" ZFS implementation within OS X 10.5, clarifying it was experimental and never intended for release.
HN commenters discuss Apple's exploration and ultimate rejection of ZFS. Some highlight the licensing incompatibility as the primary roadblock, with ZFS's CDDL clashing with Apple's restrictive approach. Others speculate about Apple's internal politics and the potential "not invented here" syndrome influencing the decision. A few express disappointment, believing ZFS would have significantly benefited macOS, while some counter that APFS, Apple's eventual solution, adequately addresses their needs. The potential performance implications of ZFS on Apple hardware are also debated, with some arguing that Apple's hardware is uniquely suited to ZFS's strengths. Finally, the technical challenges of integrating ZFS, especially regarding snapshots and Time Machine, are mentioned as potential reasons for Apple's decision.
This blog post details the author's successful experiment running Clojure code in a web browser using WebAssembly (WASM) compiled via GraalVM Native Image. The process involves using SCI, the self-hosted Clojure interpreter, to create a native image ahead-of-time (AOT) that can be further compiled to WASM. The post highlights several key steps, including preparing a minimal Clojure project, utilizing GraalVM's native-image
tool with necessary configuration for WASM, and finally embedding the resulting WASM file in a simple HTML page for browser execution. The author showcases a basic "Hello, World!" example and briefly touches on potential benefits like performance improvements, albeit acknowledging the current limitations and experimental nature of the approach.
Hacker News users discussed the challenges and potential benefits of running Clojure in WASM using GraalVM. Several commenters pointed out the substantial resulting file sizes, questioning the practicality for web applications. Performance concerns were also raised, particularly regarding startup time. Some suggested exploring alternative approaches like using smaller ClojureScript compilers or different WASM runtimes. Others expressed excitement about the possibilities, mentioning potential applications in serverless functions and plugin systems. One commenter highlighted the contrast between the "write once, run anywhere" promise of Java (which GraalVM leverages) and the current state of browser compatibility issues. The overall sentiment leaned towards cautious optimism, acknowledging the technical hurdles while recognizing the potential of Clojure in the WASM ecosystem.
"Compiler Reminders" serves as a concise cheat sheet for compiler development, particularly focusing on parsing and lexing. It covers key concepts like regular expressions, context-free grammars, and popular parsing techniques including recursive descent, LL(1), LR(1), and operator precedence. The post briefly explains each concept and provides simple examples, offering a quick refresher or introduction to the core components of compiler construction. It also touches upon abstract syntax trees (ASTs) and their role in representing parsed code. The post is meant as a handy reference for common compiler-related terminology and techniques, not a comprehensive guide.
HN users largely praised the article for its clear and concise explanations of compiler optimizations. Several commenters shared anecdotes of encountering similar optimization-related bugs, highlighting the practical importance of understanding these concepts. Some discussed specific compiler behaviors and corner cases, including the impact of volatile
keyword and undefined behavior. A few users mentioned related tools and resources, like Compiler Explorer and Matt Godbolt's talks. The overall sentiment was positive, with many finding the article a valuable refresher or introduction to compiler optimizations.
This photo essay showcases Chongqing, a sprawling metropolis in southwest China. The images capture the city's unique blend of mountainous terrain and dense urban development, highlighting its layered infrastructure, including towering skyscrapers, bridges crisscrossing rivers and valleys, and a bustling port. The photographs also offer glimpses into daily life, depicting crowded streets, traditional architecture alongside modern buildings, and the city's vibrant energy.
Hacker News users discuss the impressive scale and visual impact of Chongqing, depicted in The Guardian's photo series. Several commenters express fascination with the city's unique geography and density, with its mountainous terrain and towering skyscrapers. Some debate the definition of "largest city," distinguishing between metropolitan area and city proper populations. Others highlight the article's striking visuals, particularly the layering of infrastructure and buildings clinging to the hillsides. A few commenters also mention Chongqing's historical significance and rapid development. The overall sentiment reflects awe and curiosity about this lesser-known megacity.
Summary of Comments ( 19 )
https://news.ycombinator.com/item?id=43828423
Hacker News users generally praised the clarity and helpfulness of the illustrated guide to sparse automatic differentiation. Several commenters appreciated the visual explanations, making a complex topic more accessible. One pointed out the increasing relevance of sparse computations in machine learning, particularly with large language models. Another highlighted the article's effective use of simple examples to build understanding. Some discussion revolved around the tradeoffs between sparse and dense methods, with users sharing insights into specific applications where sparsity is crucial for performance. The guide's explanation of forward and reverse mode automatic differentiation also received positive feedback.
The Hacker News post "An illustrated guide to automatic sparse differentiation" (https://news.ycombinator.com/item?id=43828423) has a moderate number of comments, discussing various aspects of sparse automatic differentiation and its applications.
Several commenters appreciate the clarity and educational value of the blog post. One user praises the clear explanations and helpful illustrations, finding it a valuable resource for understanding a complex topic. Another highlights the effective use of visuals, making the concepts more accessible. A different commenter specifically points out the helpfulness of the dynamic Jacobian visualization, aiding in understanding how sparsity is exploited.
Some comments delve into the technical details and implications of sparse automatic differentiation. One commenter discusses the importance of sparsity in large-scale machine learning models and scientific computing, where dense Jacobians become computationally intractable. They also mention the trade-offs between performance and complexity when implementing sparse methods. Another comment elaborates on the connection between automatic differentiation and backpropagation in the context of neural networks, emphasizing how sparsity can significantly speed up training. There's also a discussion about the challenges of exploiting sparsity effectively, as the overhead of managing sparse data structures can sometimes outweigh the benefits.
A few comments touch upon specific applications of sparse automatic differentiation. One user mentions its use in robotics and control systems, where the dynamics equations often lead to sparse Jacobians. Another comment points to applications in scientific computing, such as solving partial differential equations, where sparse linear systems are common.
Finally, some comments provide additional resources and context. One commenter links to a relevant paper on sparsity in automatic differentiation, offering further reading for those interested in delving deeper. Another comment mentions related software libraries that implement sparse automatic differentiation techniques.
Overall, the comments on the Hacker News post demonstrate a general appreciation for the clarity of the blog post and delve into various aspects of sparse automatic differentiation, including its importance, challenges, and applications. The discussion provides valuable context and additional resources for readers interested in learning more about this topic.