FFmpeg 8.0 "Huffman" Released: Vulkan-Accelerated Decoding/Encoding and More

2025-08-23

FFmpeg 8.0 "Huffman" is here! After several delays, this major release delivers the largest update yet. It introduces a new class of decoders and encoders based on pure Vulkan compute, supporting FFv1 and ProRes RAW (decode only). This unlocks significant speed improvements across various hardware, opening possibilities for non-linear video editing and lossless screen recording/streaming. The release also boasts native decoders for APV, ProRes RAW, RealVideo 6.0, and more, plus hardware-accelerated decoding/encoding enhancements for Vulkan VP9, VAAPI VVC, and OpenHarmony H264/5. Numerous format and filter improvements round out this substantial update.

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Development Video Codec

arXivLabs: Experimenting with Community Collaboration

2025-07-07
arXivLabs: Experimenting with Community Collaboration

arXivLabs is a framework for collaborators to develop and share new arXiv features directly on the website. Individuals and organizations involved share arXiv's values of openness, community, excellence, and user data privacy. arXiv only partners with those who uphold these principles. Got an idea to improve the arXiv community? Learn more about arXivLabs.

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Tech

Indie Dev Uses C for a 2025 Commercial Game: A Postmortem

2025-01-20

Cowleyfornia Studios released their train management game, *Iron Roads*, in 2025, surprisingly written in pure C (C99) instead of C++. The choice stemmed from a desire for portability, simplicity, and most importantly, code clarity to manage memory allocation and performance. Prototypes in Haskell, Go, and Rust were explored, but ultimately C (approx. 40,000 lines of code) and Lua (approx. 8,000 lines for higher-level logic) were chosen. The developer found C's fast compilation and ease of optimization beneficial to the workflow, but admitted to challenges with serialization and boilerplate. While happy with the outcome, they are unlikely to repeat the process, leaning towards modern, higher-level languages that compile to C, like Nim, for future projects.

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Game

Volumetric Lighting in React Three Fiber: Raymarching with Post-Processing

2025-06-14
Volumetric Lighting in React Three Fiber: Raymarching with Post-Processing

This article delves into creating realistic volumetric lighting effects in React Three Fiber by combining post-processing and volumetric raymarching. The author meticulously explains coordinate system transformations, reconstructing 3D rays from screen space, and utilizing depth buffers for performance optimization. Advanced techniques like light shaping using SDFs, shadow mapping, and light scattering are covered, culminating in a dynamic volumetric lighting effect with shadows and fog. Multiple demos showcase the technique in archways and space scenes, while also exploring multi-light sources and omnidirectional shadowing.

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10 Awesome D Language Features You Should Know

2025-07-03

This beginner-friendly post explores ten captivating features of the D programming language. From smaller quality-of-life improvements to major features like automatic constructors, design by contract, compile-time function execution (CTFE), and built-in unit testing, the article provides clear explanations. D's powerful metaprogramming capabilities are also highlighted, rivaling few statically compiled languages in flexibility and modeling power. The post also covers unique D syntax features such as the dollar operator, parenthesis omission, and uniform function call syntax (UFCS), significantly improving code readability and efficiency. Additionally, D supports scoped and selective imports and a built-in documentation generator, further enhancing code maintainability and readability. In short, D offers a compelling blend of features for efficient and convenient programming.

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Development Features

Chrome Extension Store Flooded with Keyword-Stuffing Spam

2025-01-12
Chrome Extension Store Flooded with Keyword-Stuffing Spam

A security researcher uncovered a widespread abuse of Google's Chrome Web Store. Hundreds of extensions are manipulating search results by cramming tens of thousands of irrelevant keywords into their descriptions, often hidden within lesser-used language translations. This allows malicious or low-quality extensions to rank highly for popular searches, even pushing legitimate extensions down the results. The researcher highlighted the ease with which this manipulation is performed and the apparent lack of Google's monitoring efforts, raising concerns about the platform's security.

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The Optimal Line Length for Code: Unraveling the 88-Character Mystery

2025-08-12

This article delves into the age-old debate of optimal line length in coding standards. It traces the history of the 80-character limit back to physical constraints of teletypes and punch cards, then explores the scientific basis for line length limitations rooted in human visual perception. While acknowledging the advantages of wide screens, the author argues that excessively long lines reduce readability. The article ultimately advocates for a 88-character maximum, justifying the choice through considerations of indentation, diff tool compatibility, and overall code clarity.

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Earthquake Early Warning: The Speed-Accuracy Tradeoff in Magnitude Estimation

2025-07-23
Earthquake Early Warning: The Speed-Accuracy Tradeoff in Magnitude Estimation

A major challenge in Earthquake Early Warning (EEW) systems is real-time estimation of earthquake magnitude. Magnitude determines the extent of shaking and who needs warning. Underestimation risks missed warnings, while overestimation leads to false alarms and erosion of public trust. The key challenge lies in balancing speed and accuracy; initial data is limited, but delaying alerts reduces warning time. Over the past three years, we've significantly improved magnitude estimation, reducing the median absolute error from 0.50 to 0.25. Our accuracy now rivals, and in some cases surpasses, established seismic networks.

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libxml2 Maintainer Steps Down

2025-09-18
libxml2 Maintainer Steps Down

Nick Wellnhofer, the maintainer of libxml2, announced his resignation, leaving the project largely unmaintained. He will address regressions in the 2.15 release until the end of 2025. The news prompted widespread appreciation and concern from the community. Many developers expressed gratitude for the long-term maintenance of libxml2, and one offered to take over maintenance, albeit with some technical questions requiring clarification from the former maintainer.

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Development

Mojo: Chris Lattner's Next Big Swing at Revolutionizing Machine Learning Programming

2025-09-05
Mojo: Chris Lattner's Next Big Swing at Revolutionizing Machine Learning Programming

Chris Lattner, creator of LLVM and Swift, discusses his new language, Mojo, with Ron. Mojo aims to make harnessing the full power of modern GPUs productive and fun. The design focuses on making a language easy to use while providing the control needed for state-of-the-art kernel writing. A key concept is requiring programmers to understand hardware details, but making that manageable and shareable through type-safe metaprogramming. The goal is to support specialization for both the computation and the hardware platform. Lattner argues this is necessary to prevent single vendors from dominating the AI computing ecosystem.

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Development

Railgun Labs Unveils High-Performance Unicode Algorithm Library: Unicorn

2024-12-15

Railgun Labs has released Unicorn, a high-velocity Unicode algorithm library known for its speed, embeddability, cross-platform compatibility, and security. Unicorn supports numerous Unicode algorithms, including normalization, case conversion, collation, and segmentation, and provides decoders, encoders, and validators for UTF-8, UTF-16, and UTF-32 encodings. The library is fully customizable and extensively tested for accuracy and reliability. It's MISRA C:2012 compliant and largely thread-safe.

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Threads Surges Past 320 Million MAUs, Outpacing Rivals

2025-02-01
Threads Surges Past 320 Million MAUs, Outpacing Rivals

Meta's microblogging app, Threads, continues its rapid growth, surpassing rivals like X. CEO Mark Zuckerberg announced 320 million monthly active users (MAUs), a jump from 300 million last month. This growth contrasts with the slowing expansion of Bluesky. Threads boasts over 1 million daily sign-ups. Meta is enhancing user engagement with features like post scheduling and view counts, and is exploring new ad experiments in the US and Japan. Improvements to recommendation algorithms prioritize recent posts and top creators, alongside enhanced personalized feeds.

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Tech

The Evolution of PuTTY's Icons: From Hand-Drawn to SVG

2025-03-12

This article chronicles the evolution of PuTTY's icons from hand-drawn images in the 1990s to today's scalable SVG vectors. The author initially created 32x32 pixel icons using the MSVC icon editor, constrained by the 16-color palette and display technology of the time. Over time, to accommodate higher resolutions and the needs of various tools, the author refined the process, eventually developing a script that auto-generates icons in multiple sizes and formats. This culminated in SVG versions, achieving true scalability. The design philosophy remains simple and clear, reflecting PuTTY's 'reassuringly old-fashioned' style, and continues to be used to this day.

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Development Icon Design

Pocket Read-It-Later App Shutting Down in 2025

2025-05-22

The popular read-it-later app, Pocket, will be shutting down on July 8, 2025. Users will have until October 8, 2025 to export their saved content before all data is permanently deleted. The decision comes as user web browsing habits evolve, and Mozilla is refocusing resources on projects better aligned with those habits. Pocket's email newsletter will be rebranded as "Ten Tabs" and continue offering curated content.

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The Death of SSL Certificate Management (as We Know It)

2025-08-26

Managing SSL certificates is becoming a nightmare. What was once a quarterly task is now a weekly struggle, driven by increasingly stringent validation requirements and drastically shortened certificate lifespans—down to a mere 47 days by 2029! This escalating burden is pushing organizations towards platform-integrated certificate management or free alternatives like Let's Encrypt, potentially disrupting the traditional CA market. The author questions whether these changes genuinely enhance security or simply add unnecessary overhead for already strained IT teams.

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Trump Admin's Illegal Purge of Inspectors General Sparks Outrage

2025-02-01
Trump Admin's Illegal Purge of Inspectors General Sparks Outrage

Last Friday, President Trump abruptly fired multiple agency inspectors general, including Phyllis Fong at the USDA. Fong, a 22-year veteran with numerous awards and key roles, was escorted from the building after refusing to comply with what she deemed an illegal order. The firings have sparked outrage, with CIGIE chairman Hannibal Ware stating they appear to violate federal law. Senator Adam Schiff called the actions illegal, and even Republican Senator Chuck Grassley expressed concern. However, Democrats' slow response raises questions about the effectiveness of checks and balances. This incident highlights the Trump administration's attack on oversight and the vulnerability of institutional safeguards.

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The Canadian Music Industry's Struggle: Indie Artists in the Streaming Era

2025-06-29
The Canadian Music Industry's Struggle: Indie Artists in the Streaming Era

This article explores the struggles of the Canadian music industry, particularly the immense challenges faced by independent musicians. From Cadence Weapon's unequal contract with a record label to meager streaming royalties, high touring costs, and the impact of AI technology, independent artists are struggling to make a living. The article examines government funding, copyright reform, and artists' own efforts as possible solutions, ultimately concluding that independent musicians need to reassess their value and actively explore new business models to survive in the harsh industry competition.

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Misc

Dell Mandates Return to Office: Hybrid Work Policy Scrapped

2025-02-01
Dell Mandates Return to Office: Hybrid Work Policy Scrapped

Dell Technologies is ending its hybrid work arrangement in March, requiring all employees previously allowed to work from home part-time to return to the office for a full five-day work week. Those working remotely within an hour's drive of a Dell office must also commute daily. CEO Michael Dell justified the decision by emphasizing the benefits of in-person communication and citing the full-time office presence of sales, manufacturing, and engineering teams. This contradicts previous statements about remote work flexibility and has sparked employee discontent. Dell claims the change is aimed at boosting innovation and market leadership.

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Tech

Dune vs. Lawrence of Arabia: A Comparative Analysis

2025-03-04
Dune vs. Lawrence of Arabia: A Comparative Analysis

This article explores the similarities and differences between Frank Herbert's *Dune* and T.E. Lawrence's *Seven Pillars of Wisdom*. Both Paul Atreides and Lawrence function as outsiders who immerse themselves in desert cultures to lead indigenous populations against their oppressors. However, significant contrasts emerge in their portrayals of the Arabs and Fremen, their treatment of women and religion, and their emotional responses. Lawrence reveals profound self-doubt and guilt over his actions, while Paul displays excessive confidence and a ruthless pursuit of power. Furthermore, *Dune* features prominent female characters and a rich tapestry of religious themes, absent in Lawrence's largely male-centric and religiously understated narrative. While *Dune* draws inspiration from *Seven Pillars*, it ultimately forges a unique and compelling world of its own.

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Cracking the Pistachio Genome: A More Nutritious, Climate-Resilient Future

2025-07-31
Cracking the Pistachio Genome: A More Nutritious, Climate-Resilient Future

Researchers at UC Davis have sequenced the most comprehensive pistachio genome to date, paving the way for improved varieties. This detailed genetic map, akin to upgrading from a hand-drawn map to a Google Earth satellite image, allows breeders to develop more nutritious pistachios and helps farmers manage their crops more sustainably in the face of climate change. The study also outlines four key stages of nut development, aiding in optimized water management and reducing pest and disease issues. The improved understanding of gene pathways influencing nutritional value, like protein and unsaturated fatty acid accumulation, promises even healthier pistachios in the future.

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Tech pistachios

macOS Sonoma Hidden Gems: A Productivity Powerhouse

2025-02-28

Unlock hidden productivity power in macOS Sonoma with this comprehensive guide. Discover a treasure trove of system-wide keyboard shortcuts, Finder tricks, window management techniques, Safari enhancements, and more. Learn to navigate menus with ease, master screenshot shortcuts, efficiently manage files in Finder, and much more. Transform your Mac workflow and boost your productivity.

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Development Keyboard Shortcuts

Interactive Simulation of Cardiac Reentrant Arrhythmias

2025-04-01

This article uses an interactive simulation to explain the mechanism of cardiac reentrant arrhythmias. The simulation demonstrates the activation, refractory period of cardiomyocytes, and how a self-sustaining loop of activation can form, leading to arrhythmias. By changing simulation parameters, such as the refractory period and spontaneous activation rate of cardiomyocytes, different types of arrhythmias, such as atrial fibrillation and ventricular fibrillation, can be observed. This simulation helps to understand the mechanism of arrhythmias and the role of treatments such as defibrillation.

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Reporter's 300-Mile Test Run Exposes the Reach of License Plate Readers

2025-03-28
Reporter's 300-Mile Test Run Exposes the Reach of License Plate Readers

A reporter conducted a day-long, 300-mile road trip to investigate the scope of license plate reader (LPR) surveillance. He filed Freedom of Information Act requests with 15 law enforcement agencies for footage of his vehicle. The results revealed his movements were tracked in numerous locations, even in residential areas. This raises concerns about privacy and data misuse, especially given the lack of oversight on vast amounts of non-crime-related data held by law enforcement. The article concludes with an anecdote of witnessing police reviewing surveillance footage in a donut shop, highlighting both the positive and negative implications of this technology.

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AI Avatar of Parkland Shooting Victim Speaks Out on Gun Control

2025-08-06
AI Avatar of Parkland Shooting Victim Speaks Out on Gun Control

The parents of Joaquin Oliver, a victim of the 2018 Parkland school shooting, created an AI avatar of their son. Former CNN White House correspondent Jim Acosta conducted the first interview with the AI, where Oliver advocated for stronger gun control, mental health support, and community engagement. Oliver's father, Manuel, explained that the AI is intended to amplify his son's voice in the ongoing gun control debate and allow the family to hear his voice again. This initiative follows a previous AI-driven campaign using the voices of Parkland victims to contact lawmakers.

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2024 US Election: A Calm Surface, Underlying Security Challenges

2025-04-08
2024 US Election: A Calm Surface, Underlying Security Challenges

Despite media portrayals of a smooth 2024 US election, significant security threats emerged. At least 227 bomb threats targeted polling locations, election offices, and tabulation centers nationwide on and after Election Day. Explosives detonated at ballot drop boxes in the Pacific Northwest, hoax active shooter calls targeted schools serving as polling places in the Northeast, and law enforcement responded to voting locations across the country. However, preemptive collaboration between election officials and law enforcement minimized disruption. This unprecedented level of cooperation, unlike previous election cycles, effectively addressed various crises. But future elections will likely face evolving threats, demanding continuous investment and innovative partnerships to safeguard election security.

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Haskell Lens Library: A Powerful Tool for Data Access

2025-07-04

The Haskell Lens library provides a powerful set of tools for accessing and manipulating data structures. It includes lenses, isomorphisms, folds, traversals, and more, allowing developers to handle complex data in a cleaner and safer way. The library offers comprehensive examples and documentation, and supports automatic lens generation, greatly simplifying the development process. Whether reading, writing, or transforming data, Lens provides efficient and elegant solutions.

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Development

Bangkok Basin's Long-Period Ground Motion: A Love Wave Story

2025-03-31
Bangkok Basin's Long-Period Ground Motion: A Love Wave Story

This study analyzes horizontal elastic response spectra of earthquake ground motion in the Bangkok basin. It finds significant amplification of spectral energy at long periods (0.5-2s) within the basin, linked to surface wave arrivals. Analysis of different parts of accelerograms confirms that long-period energy is associated with surface wave propagation, not source effects. HVSR analysis reveals predominant frequencies between 5.1-5.5s for basin stations, consistent with elastic spectra. Analysis of the 2008 Mw 7.9 event shows that low-frequency ground motion (0.1-0.3Hz) in the basin is influenced by locally generated surface waves, particularly Love waves. Further research is recommended, including large-array observations with reliable low-frequency seismometers and 2D/3D basin-structure ground motion modeling.

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Beauty Is Not Subjective: Design's Deeper Logic

2025-06-21
Beauty Is Not Subjective: Design's Deeper Logic

This article challenges the notion that beauty is subjective, arguing that it adheres to principles and structure and can be intentionally created. Good design utilizes hierarchy, symmetry, composition, and spacing to create intuitive and usable interfaces. Studies show aesthetically pleasing interfaces are perceived as easier to use, not due to a superficial bias, but because beauty signals care, competence, and craft, building user trust. Design isn't merely decoration; it shapes the product's core structure and flow, reflecting systematic thinking. The ultimate goal is to make the product understandable and usable.

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Design
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