Measuring Decentralization in the Fediverse and Atmosphere

2025-08-31

This website uses the Herfindahl–Hirschman Index (HHI) to measure the concentration of user data on decentralized social networks like the Fediverse and Atmosphere. An HHI close to zero indicates high competition, while a value near 10000 signifies a highly concentrated monopoly. The site currently calculates HHI by analyzing the distribution of active users across servers (Fediverse) or data repositories (Atmosphere), aggregating servers controlled by the same entity. Beyond data location, the site highlights other crucial aspects of decentralization, including network structure, identity management, infrastructure, legal jurisdictions, and the distribution of social power. Code and data are available on GitHub.

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Google Unveils Sec-Gemini v1: A New Era in AI-Powered Cybersecurity

2025-04-04
Google Unveils Sec-Gemini v1: A New Era in AI-Powered Cybersecurity

Google has announced Sec-Gemini v1, an experimental AI model designed to push the frontiers of cybersecurity AI. Combining Gemini's advanced capabilities with near real-time cybersecurity knowledge and tooling, Sec-Gemini v1 excels in key workflows such as incident root cause analysis, threat analysis, and vulnerability impact understanding. It outperforms other models on key benchmarks, showing at least an 11% improvement on CTI-MCQ and at least a 10.5% improvement on CTI-Root Cause Mapping. Google is making Sec-Gemini v1 freely available to select organizations, institutions, professionals, and NGOs for research purposes to foster collaboration and advance AI in cybersecurity.

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AI

Sebald's Uncanny Insights: Power, Order, and the Ghost of Kafka

2025-04-07
Sebald's Uncanny Insights: Power, Order, and the Ghost of Kafka

This essay delves into W.G. Sebald's interpretation of Kafka and Canetti, highlighting his profound insights into the nature of power. Sebald argues that totalitarian power stems from a fear of chaos, attempting to establish a sterile order through violence, ultimately leading to self-destruction. This power, he suggests, is parasitic rather than creative, barren and self-serving, its only aim self-perpetuation, mirroring the vampiric despots in Kafka's works. Sebald's analysis offers a timely warning, especially relevant in our current era.

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Trump Admin Eyes Axing Energy Star Program, Sparking Outrage

2025-05-10
Trump Admin Eyes Axing Energy Star Program, Sparking Outrage

The Energy Star program, a voluntary initiative launched in 1992 and recognized for its blue label, has saved US consumers an estimated $500 billion over 33 years. However, the Trump administration is reportedly planning to eliminate it. This move has sparked controversy, with critics arguing it aligns with the administration's broader rollback of environmental regulations and funding, demonstrating disregard for public good. Supporters highlight the program's bipartisan support and significant contribution to energy efficiency, warning its elimination would harm consumers and potentially be replaced by initiatives counter to energy-saving goals.

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Breakthrough: Lithium-Sulfur Battery Retains 80% Capacity After 25,000 Cycles

2025-02-21
Breakthrough: Lithium-Sulfur Battery Retains 80% Capacity After 25,000 Cycles

A Chinese research team has developed a revolutionary lithium-sulfur battery that retains 80% of its charge capacity after an astounding 25,000 charge-discharge cycles—significantly outperforming traditional lithium-ion batteries, which typically degrade after 1,000 cycles. This breakthrough utilizes a novel sulfur-based solid-state electrode composed of sulfur, boron, lithium, phosphorus, and iodine. The addition of iodine accelerates redox reactions, leading to faster charging and discharging. While promising, further research is needed to improve energy density and explore alternative lightweight materials.

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Brazil's Supreme Court Holds Social Media Firms Liable for User-Posted Illegal Content

2025-06-12
Brazil's Supreme Court Holds Social Media Firms Liable for User-Posted Illegal Content

A majority of justices on Brazil's Supreme Court have voted to hold social media companies liable for illegal content posted by their users. This ruling opens the door for companies like Meta, X, and Microsoft to be sued and fined for content published by users. The vote is still ongoing, but a simple majority is sufficient for passage. This decision follows a warning from US Secretary of State Marco Rubio about potential visa restrictions for foreign officials involved in censoring American citizens.

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Google Edits Gemini Ad After AI Hallucination About Cheese

2025-02-07
Google Edits Gemini Ad After AI Hallucination About Cheese

Google has corrected a factual inaccuracy in a Super Bowl commercial featuring its Gemini AI. The ad showed a small business owner using Gemini to write a website description for Gouda cheese, initially claiming it represented "50 to 60 percent of the world’s cheese consumption." This claim, sourced from an SEO-heavy website, was deemed incorrect by experts. After initial defense, Google revised the ad to state Gouda is "one of the most popular cheeses." The business owner also removed the incorrect information from their website. The incident highlights the challenges of ensuring factual accuracy in AI-generated content, even with disclaimers.

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ART: Minimal Code Changes, Maximal LLM Performance Gains via RL

2025-04-30
ART: Minimal Code Changes, Maximal LLM Performance Gains via RL

Agent Reinforcement Trainer (ART) is an open-source reinforcement learning library designed to boost Large Language Model (LLM) performance in agent workflows. Leveraging the powerful GRPO algorithm, ART trains models from their own experiences. Unlike most RL libraries, ART integrates seamlessly into existing codebases, offloading the complexity of the RL training loop to its backend. ART consists of a client (for interacting with your code) and a server (handling inference and training). The training loop involves inference (gathering data and assigning rewards) and training (using GRPO to train the model and update LoRAs). ART supports most vLLM/HuggingFace Transformers compatible causal language models. Currently in alpha, ART welcomes contributions.

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Development

Rose Scent May Boost Brain Gray Matter Volume

2025-08-31
Rose Scent May Boost Brain Gray Matter Volume

A Japanese study suggests that consistently inhaling a rose scent for a month may increase brain gray matter volume. Researchers had 28 women wear clothing infused with rose essential oil for a month, comparing them to a control group of 22 women. Results showed increased gray matter volume in the rose scent group, particularly in the posterior cingulate cortex (PCC) linked to memory and association. While not necessarily translating to increased cognitive power, the findings could have significant implications for preventing neurodegenerative conditions like dementia. The researchers hypothesize this is due to the brain continually processing the rose scent and storing related memories. The study offers a promising avenue for exploring aromatherapy's potential to improve brain health.

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Fukushima's Radioactive Legacy: Studying Insect Cognition

2025-09-14
Fukushima's Radioactive Legacy: Studying Insect Cognition

Scientists are investigating the impact of radiation on pollinating insects in the Fukushima exclusion zone. Using automated mazes, researchers are testing the learning and memory abilities of honeybees and giant hornets. Preliminary findings suggest a decline in cognitive function in insects from contaminated areas, correlating with the cesium-137 contamination gradient. While a direct causal link to radiation hasn't been definitively established, the uninhabited nature of the zone minimizes other contributing factors like pesticides, hinting at a potential detrimental effect of radiation on insect cognition and ecosystem health.

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Software 3.0: The Rise of LLMs and the Future of Programming

2025-06-18

Andrej Karpathy's YC talk outlines the evolution of software: from Software 1.0 (hand-written code) to Software 2.0 (training neural networks), and finally Software 3.0 (programmable Large Language Models, or LLMs). He likens LLMs to a new type of computer, with context windows acting as memory, programmed using natural language. While LLMs offer vast potential across numerous applications, challenges remain, including hallucinations, cognitive deficits, and security risks. Karpathy stresses the importance of building partially autonomous applications, effectively harnessing LLMs' superpowers while mitigating their weaknesses under human supervision. The future envisions LLMs as a new operating system, revolutionizing software development, democratizing programming, and sparking a wave of LLM-powered innovation.

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Will AI Code Generation Replace Human Engineers?

2025-04-15
Will AI Code Generation Replace Human Engineers?

This article explores the productivity comparison between AI code generation models (like Gemini) and human engineers. While currently a single engineer might be more efficient, AI model costs are decreasing, and their capabilities are improving. In the future, a large number of AI models working together, coupled with codebases and development tools optimized for AI, will far surpass human teams in efficiency. The article predicts that the software engineering industry will move towards industrialization, and the role of engineers will shift to managing and supervising AI as 'factory supervisors'.

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AI

arXivLabs: Experimental Projects with Community Collaborators

2025-05-11
arXivLabs: Experimental Projects with Community Collaborators

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

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Development

Steam Removes Adult Games Due to Payment Processor Pressure

2025-07-19
Steam Removes Adult Games Due to Payment Processor Pressure

Valve recently removed a batch of adult games from the Steam store due to violations of rules set by payment processors like Mastercard. Valve stated that losing payment methods would prevent customers from purchasing other games and content on Steam. While Valve is contacting affected developers and offering credits, the incident highlights the strict scrutiny payment processors apply to adult content, even animated content. This raises concerns about censorship and the power wielded by payment processors, with many arguing that companies like Mastercard shouldn't dictate what games players can buy on Steam.

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Rethinking Functional Tests: A Continuation Tree Approach

2025-03-13

Traditional unit testing often uses a list structure, but this is inefficient for multi-step functional tests, leading to repetitive code. This article proposes a continuation tree approach, organizing test cases into a tree. Each node represents a step, and connections between nodes represent possible user actions. Leveraging database version control, the method creates database copies at each node, avoiding repeated setup and reducing code complexity from O(N²) to O(N). The author demonstrates an Erlang implementation using nested callbacks and highlights advantages like reduced code duplication and easier error localization.

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TikTok Ban Looms, US Users Flock to Xiaohongshu

2025-01-15
TikTok Ban Looms, US Users Flock to Xiaohongshu

With a potential TikTok ban looming in the US, users are migrating en masse to the Chinese social media app Xiaohongshu, propelling it to the top of the US app download charts. Calling themselves "TikTok refugees," some users are joining Xiaohongshu as an act of protest against the impending ban. The US Supreme Court is set to rule on a law mandating TikTok divest from its Chinese parent company, ByteDance, by January 19th or face a US ban over national security concerns. After hints the court may uphold the law, a wave of TikTok users created Xiaohongshu accounts, using hashtags like #tiktokrefugee. Xiaohongshu, meaning "Little Red Book," combines e-commerce, short videos, and social media features. Popular in China and among Chinese diaspora communities, it boasts 300 million monthly active users, mainly young women using it as a search engine for product, travel, and restaurant recommendations, as well as beauty tutorials. Many American users openly stated their move to Xiaohongshu was a protest against the potential TikTok ban. Chinese users have generally welcomed the influx of Americans, offering help and advice. Despite Xiaohongshu's surge in popularity, it remains uncertain if it can fully replace TikTok's established ecosystem of e-commerce and advertising.

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CPython 3.14's GIL-less Build: Unlocking Multicore Power

2025-05-16
CPython 3.14's GIL-less Build:  Unlocking Multicore Power

The release of CPython 3.14.0b1 marks a significant step towards a free-threaded Python, removing the Global Interpreter Lock (GIL). Quansight played a crucial role, enabling experimental use of the GIL-less build in real-world production workflows with complex dependencies. Removing the GIL unlocks the full compute power of multicore CPUs and GPUs, addressing Python's historical limitations in parallel computing. This requires extensive thread-safety audits of existing packages to fix data races. Quansight, in collaboration with Meta, adapted numerous core libraries (NumPy, Pandas, etc.) and improved CPython itself for thread safety. Challenges remain, but the GIL-less build represents the future of Python, promising dramatic performance improvements.

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Development

Fortnite Offline Worldwide: Epic Games vs. Apple Round Two

2025-05-16
Fortnite Offline Worldwide: Epic Games vs. Apple Round Two

Epic Games' attempt to bring Fortnite back to iOS devices has been blocked by Apple, making the popular battle royale game unavailable worldwide on iPhones and iPads. This stems from a 2020 legal battle sparked by Epic Games violating App Store rules. Despite submitting through a subsidiary account, Apple remains unyielding. Epic CEO Tim Sweeney expressed frustration, citing Apple's lack of response and questioning the review process's speed. The ongoing legal battle highlights the ongoing disagreement over in-app payments and commissions.

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Game

Generating Pixel Art Space Invaders with Algorithms

2025-08-20
Generating Pixel Art Space Invaders with Algorithms

This interactive article details the creation of a Space Invader generator using JavaScript and vector graphics. The author walks through the process, from hand-drawn pixel art to vector polygons and finally pixelated images, explaining the algorithms and techniques involved. This includes using the OKLCH color space for color generation and Anime.js for animation. The article is highly interactive, allowing readers to generate their own Space Invaders.

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Development Vector Graphics

WordPress Co-founder's Christmas Eve Joke Sparks Community Outrage

2024-12-27
WordPress Co-founder's Christmas Eve Joke Sparks Community Outrage

On Christmas Eve, Matt Mullenweg, co-founder of WordPress, stirred up controversy on Reddit by asking for suggestions on what "drama" he should create in 2025 for WordPress. The post, suggesting changes like altering release naming conventions or design, was met with significant backlash from the community. Many felt the post was disrespectful and urged him to focus on resolving ongoing legal issues and restoring community stability. Mullenweg responded that he was merely aiming to spark creativity and hinted at future developments in Gutenberg. The controversy highlights concerns within the WordPress community regarding leadership and the future direction of the platform.

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Development community controversy

Google's Gemini Diffusion: A Blazing-Fast Diffusion LLM

2025-05-22
Google's Gemini Diffusion: A Blazing-Fast Diffusion LLM

Google I/O unveiled Gemini Diffusion, its first LLM to leverage diffusion models (akin to Imagen and Stable Diffusion) instead of transformers. Unlike traditional word-by-word generation, Gemini Diffusion refines noise iteratively, resulting in impressive speed. Tests showed generation speeds of 857 tokens/second, producing interactive HTML+JavaScript pages within seconds. While independent benchmarks are pending, Google claims it's 5x faster than Gemini 2.0 Flash-Lite, suggesting comparable performance. This marks a significant advancement in commercially available diffusion models.

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AI

Microsoft Edge Launches Copilot Mode: AI-Powered Browsing Reimagined

2025-07-29
Microsoft Edge Launches Copilot Mode: AI-Powered Browsing Reimagined

Microsoft has released Copilot Mode for its Edge browser, an experimental feature leveraging AI to redefine web browsing. Copilot Mode integrates search, chat, and navigation into a single input box, understanding user intent for faster browsing. It analyzes context across open tabs, aiding in comparison, decision-making, and task completion. Copilot supports voice navigation and advanced actions (with user permission) accessing browser history and credentials for enhanced efficiency. Future improvements and features are planned, with the option to disable Copilot Mode in settings.

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Tech

Bullseye2D Premium Edition: Supercharging Your 2D Game Development

2025-07-02

The Bullseye2D team is hard at work on the Premium Edition, packed with advanced features to boost your game development workflow. Supporters and sponsors will get early access as a thank you for their support. Stable features may later be integrated into the core version. Planned features include easy scene management, a sprite animation system, a powerful state machine, fast 2D collision detection, custom shaders, Tiled map integration, a TexturePacker loader, complete game examples, a simple immediate mode GUI library, and native Windows, Mac, and Linux builds.

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Chronicle: A Pragmatic Event Sourcing Toolkit in Go

2025-09-01
Chronicle: A Pragmatic Event Sourcing Toolkit in Go

Chronicle is a pragmatic and type-safe event sourcing toolkit for Go. It simplifies versioning with embedded `aggregate.Base`, ensuring type safety with sum types. Supporting various backends (in-memory, SQLite, PostgreSQL), Chronicle tackles concurrency with optimistic locking, improves performance with snapshots, and offers features like event metadata and transformers for encryption and data transformation. This robust library streamlines modern event sourcing in Go applications.

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Development

UK's Legacy Phone Exchanges Face Extinction

2025-06-15

Openreach, the UK's network operator, announced the phased closure of 4,600 traditional telephone exchanges. These exchanges, operational since 1879, are becoming obsolete due to the rapid growth of fiber broadband. The closure will happen in stages, starting with 103 of the highest-cost exchanges by December 2030, with the rest to follow in the early 2030s. This marks a significant infrastructure shift, with Openreach prioritizing the protection of vulnerable customers and critical national infrastructure providers during the transition.

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Beijing Quietly Discourages Use of Nvidia's H20 Chips Despite US Approval

2025-08-13
Beijing Quietly Discourages Use of Nvidia's H20 Chips Despite US Approval

Despite the Trump administration lifting the ban on Nvidia's H20 AI chips to China, Beijing is quietly urging companies, especially government entities, to avoid using them, complicating Nvidia's return to the Chinese market. While not an outright ban, Chinese authorities have sent notices discouraging the use of H20s in government or national security-related work. Although Chinese companies still desire these chips for their AI capabilities, Beijing's move aims to boost domestic chip development and addresses security concerns. This also impacts AMD's AI accelerators, with Chinese chipmaker Cambricon Technologies' stock surging. The situation highlights the complexities of the US-China tech war and the contradictions surrounding the US government's decision to allow H20 exports.

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Tech chip war

Amazon to Slash 14,000 Management Roles in Cost-Cutting Drive

2025-03-17
Amazon to Slash 14,000 Management Roles in Cost-Cutting Drive

Amazon plans to cut approximately 14,000 managerial positions by early 2025, aiming for annual savings of $2.1 billion to $3.6 billion. This represents a 13% reduction in its global management workforce, shrinking the number of managers from 105,770 to 91,936. The move, part of CEO Andy Jassy's strategy to streamline operations and decision-making, follows previous layoffs and is accompanied by initiatives like a 'bureaucracy tipline' to identify inefficient processes. This latest cost-cutting measure adds to over 27,000 job cuts in 2022 and 2023.

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Startup

Archiving Computer History: A Personal Mirror Site

2025-01-06

An author, researching for a book on computer history, has created a personal mirror site archiving numerous historical web pages. Facing the frustrating reality of broken links, especially from the late 90s, the author painstakingly mirrors original sources, ensuring access to valuable information on Unix, Linux, BSD, Microsoft, Atari, and more. The site provides a reliable archive of pivotal moments and technologies in computing history, offering a rich resource for researchers and enthusiasts alike.

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Tech

Wikipedia's Biggest Self-Promotion Operation: The David Woodard Case

2025-08-12

In late 2024, a relatively unknown artist, David Woodard, unexpectedly held the record for the Wikipedia article with the most language versions—a staggering 335. An investigation revealed a decade-long, massive self-promotion scheme involving over 200 accounts and numerous proxy IPs. The operation involved creating and translating articles across various Wikipedia projects, using multiple accounts and IPs to add fabricated photos and information. The Wikipedia community responded with coordinated efforts, deleting most of the fraudulent entries and thwarting this elaborate self-promotion campaign. This case raises questions about the integrity of information on Wikipedia and the challenges of combating sophisticated manipulation.

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Pathfinding in Evolving Terrain: A Direction Field Approach

2025-01-11
Pathfinding in Evolving Terrain: A Direction Field Approach

This blog post details a novel pathfinding solution for a Unity browser game, 'Build + Brawl,' where hundreds of enemies navigate towards a moving player in a dynamically changing environment. Instead of A*, the author implemented a direction field approach. This pre-computes optimal movement directions and distances for each grid cell, minimizing updates upon player or obstacle changes. This dramatically improves performance, avoiding browser lag. The post is divided into two parts, explaining the algorithm's construction and obstacle handling, illustrated with clear diagrams. It's a great case study for game developers.

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