FractalU: How a Living Room Became a School

2025-05-08
FractalU: How a Living Room Became a School

FractalU started as a group of friends taking an online AI course together in someone's living room. This evolved into a thriving community school with dozens of instructors and hundreds of students. The secret? Low overhead, a focus on social learning, and high-quality courses. FractalU isn't a formal organization; it's a coordinated effort run by a small volunteer team. Most instructors have day jobs, teaching because they're passionate about their subjects and building community. FractalU's growth demonstrates the power of social learning and the appeal of integrating learning into everyday life.

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INFP: An Audio-Driven Interactive Head Generation Framework for Natural Dyadic Conversations

2024-12-22

ByteDance introduces INFP, a novel audio-driven interactive head generation framework. Given dual-track audio from a dyadic conversation and a single portrait image, INFP dynamically synthesizes realistic agent videos with verbal, nonverbal, and interactive cues, including lifelike facial expressions and head movements. The lightweight framework is ideal for real-time communication like video conferencing. INFP uses a two-stage process: Motion-Based Head Imitation and Audio-Guided Motion Generation. The first stage projects facial communicative behaviors into a low-dimensional latent space, while the second maps dyadic audio to these codes, enabling audio-driven generation. A new large-scale dyadic conversation dataset, DyConv, is also introduced. INFP achieves superior performance and natural interaction.

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AI

Website Cookie Policy and Privacy Notice

2025-08-10
Website Cookie Policy and Privacy Notice

To provide the best user experience, this website uses cookie technology to store and/or access device information. Consent to these technologies allows us to process data such as browsing behavior or unique IDs on this site. Non-consent or withdrawal of consent may negatively impact certain features and functions. Cookie usage strictly adheres to relevant laws and regulations and is categorized as necessary cookies (for communication transmission), preference cookies, statistical cookies, and advertising cookies. Anonymous statistical cookies do not identify users.

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Misc

Qubes OS Unveils Secure PDF Conversion Tool

2024-12-12

The Qubes OS team has developed a novel security mechanism for converting untrusted PDFs into trusted ones. Leveraging Qubes' Disposable VMs, the process isolates PDF parsing within a secure container. The PDF is converted to a simple RGB image representation, then back to a PDF. This approach effectively mitigates attacks from malicious PDFs; even if parsing fails, the resulting PDF will only be a corrupted image, posing no system threat. This innovation significantly enhances Qubes OS security, allowing users to handle PDFs from the web or email more safely.

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Universities Must Resist the AI Onslaught

2025-06-23

A seminar at Goldsmiths Centre for Philosophy and Critical Thought explored AI's impact on higher education. The speaker argued that AI isn't futuristic sci-fi, but a product of neoliberal education systems. AI's operation relies on massive data and computing power, its inner workings opaque and unpredictable. The speaker called for universities to resist AI's overreach, impacting not just academic integrity but critical thinking and social equity. He advocated using Ivan Illich's concept of 'convivial tools' to critically examine AI and establish workers'/people's councils to ensure technological social determination, preventing AI from becoming a tool of control and oppression.

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Tech

Erythritol: The Sweetener That Might Increase Your Stroke Risk?

2025-07-20
Erythritol: The Sweetener That Might Increase Your Stroke Risk?

Erythritol, a sugar alcohol found in many low-carb and sugar-free products, has been linked to an increased risk of heart attack and stroke in recent studies. New research from the University of Colorado Boulder delves into the cellular mechanisms, revealing how erythritol impacts brain blood vessels. In lab experiments, erythritol reduced nitric oxide (vasodilator), increased endothelin-1 (vasoconstrictor), and impaired the production of t-PA (clot-buster), leading to constricted blood vessels and increased clot formation. It also increased the production of reactive oxygen species (ROS), damaging cells and causing inflammation. While this study was in vitro, researchers urge consumers to monitor their erythritol intake and consider the potential risks associated with this widely used sweetener.

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Open-Source Oasis Smart Terrarium: A 3D-Printed Paradise for Plants

2025-06-24
Open-Source Oasis Smart Terrarium: A 3D-Printed Paradise for Plants

Oasis is a fully open-source, mostly 3D-printed smart terrarium designed for humidity-loving plants like mosses, ferns, and orchids. It features high-power LED lighting, a mister for humidity control, fans for airflow, and a temperature/humidity sensor. WiFi connectivity allows control via a phone or computer. The project includes CAD models, electronics designs (KiCad), and software (Rust). While the electronics assembly might be challenging for beginners, the project is largely accessible to DIYers with a 3D printer. Pre-assembled electronics can be ordered, though potentially expensively. The creator plans to eventually offer assembled electronics kits.

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Hardware smart terrarium

WordPress Crisis: Mullenweg's Actions and the Future of the Community

2025-01-13
WordPress Crisis:  Mullenweg's Actions and the Future of the Community

A series of controversial actions by WordPress founder Matt Mullenweg has triggered a community crisis. His legal battle with WP Engine led to the shutdown of WordPress.org and a drastic reduction in contributions to the open-source project. He subsequently shut down the WordPress Sustainability Committee and deactivated accounts of users discussing a potential fork. These actions have sparked widespread discontent within the community and raised concerns about the future direction of WordPress, prompting some developers to explore alternatives. This crisis highlights the reliance of open-source projects on strong leadership and community engagement, and the risks of concentrated power in a single individual.

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Development Community Crisis

The Curious History of JavaScript Comments: Why `<!--` and `-->` Work

2025-03-12

This article unravels the curious history behind the use of `` as comment characters in JavaScript. Initially, to ensure compatibility with older browsers, developers would wrap their JavaScript code within HTML comments inside `` tags. Surprisingly, modern browsers still support this syntax due to historical browser compatibility burdens and the standardization committee's commitment to 'not breaking the web'. The article explains how this syntax works and why `-->` must appear at the beginning of a line.

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Development

Microsoft Open-Sources MarkItDown: A File-to-Markdown Conversion Tool

2024-12-13
Microsoft Open-Sources MarkItDown: A File-to-Markdown Conversion Tool

Microsoft has open-sourced MarkItDown, a Python tool that converts various files (including PDF, PowerPoint, Word, Excel, images, audio, and HTML) into Markdown format. The tool boasts a simple API, supports a wide range of file types, and incorporates OCR and speech transcription for enhanced functionality, making it ideal for text analysis or indexing. Contributions are welcome, and the project adheres to the Microsoft Open Source Code of Conduct.

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Programming Lewis Carroll's *Memoria Technica*

2024-12-27

This article explores Lewis Carroll's *Memoria Technica*, a cipher he devised to aid in remembering numbers. The cipher maps consonants to digits, ignoring vowels and punctuation. The article describes the cipher's mechanics, presents online tools for encoding and decoding, and discusses its potential use in steganography. The authors detail their TypeScript implementation, highlighting optimizations for efficiency. Examples illustrate encoding and decoding, and the article analyzes the cipher's strengths and weaknesses as a steganographic technique, including a potential vulnerability related to letter and digit frequency discrepancies.

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Development Steganography

Database Mocks: More Trouble Than They're Worth?

2024-12-30
Database Mocks: More Trouble Than They're Worth?

While tempting for their speed and simplicity, the author argues that using database mocks for testing ultimately causes more problems than they solve. A user creation example highlights the differences between mocking and testing against a real database. Real database testing reveals potential issues early on, such as unique constraint violations, default value handling, and performance bottlenecks, saving debugging time and reducing production risks. As applications evolve and schemas change, real database tests better handle new validations, data type modifications, and timestamp precision changes, ensuring code aligns with the actual database. The author suggests prioritizing real database testing for data access layers, while using it at the service layer to expose business logic interactions with data. Controllers, however, can mock service calls effectively. Balancing real database tests and mocks is key to building robust applications.

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Servo's Resurrection: Two Years of Progress at Igalia

2025-01-08

Two years after Igalia took over maintenance of the Servo project, significant progress has been made. They've addressed numerous bugs, improved stability, and added support for Android and OpenHarmony. Active community building and collaborations have led to a substantial increase in contributors and code activity. While still experimental, Servo's performance and security advantages position it for significant future growth, potentially becoming the ideal web engine for embedded systems and Rust applications.

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Development Web Engine

ICONIC: Sleek Skill Icons for GitHub READMEs

2025-06-15
ICONIC: Sleek Skill Icons for GitHub READMEs

ICONIC is a developer-focused library of stylish, bubble-shaped skill icons designed for GitHub READMEs, portfolios, and resumes. Featuring clear and aesthetically pleasing bubble icons, light and dark theme variants, and easy Markdown/HTML embedding, ICONIC also offers an HTML preview API (Django backend) and downloadable SVGs for effortless skill showcasing.

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Development icon library

Expert vs. Novice: Efficiency in Problem Solving

2025-05-18
Expert vs. Novice: Efficiency in Problem Solving

This essay uses the analogy of a maze to illustrate the stark difference in efficiency between experts and novices in problem-solving. Experts, with their experience and efficient strategies, navigate challenges swiftly. Novices, however, often get bogged down in self-created complexities, wasting time on irrelevant tasks. The author emphasizes that novices aren't inherently less capable but lack experience and a holistic view of the problem. Novices need expert guidance to identify crucial decisions and avoid cascading errors from poor choices. They should actively explore the field, cultivate confidence, and embrace challenges.

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Development expert novice

Hopsworks Migrates from AWS to OVHCloud: A Seamless Transition

2025-03-14
Hopsworks Migrates from AWS to OVHCloud: A Seamless Transition

Hopsworks, an open-source platform for developing and operating AI systems at scale, successfully migrated from AWS to OVHCloud. Driven primarily by AWS's high egress costs, the migration leveraged Kubernetes and S3-compatible storage, resulting in a nearly seamless transition for thousands of users. The move significantly reduced operational costs, with OVHCloud's competitive pricing and good service quality being key factors in the decision.

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AI Makes Strides in Mathematics: OpenAI's o3 Model Achieves Remarkable Score on FrontierMath Dataset

2024-12-23
AI Makes Strides in Mathematics: OpenAI's o3 Model Achieves Remarkable Score on FrontierMath Dataset

OpenAI's new language model, o3, achieved a 25% accuracy rate on the FrontierMath dataset, sparking a debate within the mathematics community about AI's mathematical capabilities. FrontierMath is a secret dataset containing hundreds of complex mathematical problems that require calculating specific numerical values rather than simply proving theorems. o3's performance is surprising, as it surpasses the previous limitations of AI, which could only solve problems at the level of math olympiads or undergraduate studies. While the dataset's difficulty and sample representativeness remain debated, this achievement marks significant progress for AI in mathematics, prompting reflections on AI's future development and the direction of mathematical research.

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AI

Google's Pixel Battery Troubles: Two Incidents, One Poor Solution

2025-07-12
Google's Pixel Battery Troubles: Two Incidents, One Poor Solution

Google's Pixel 4a and Pixel 6a phones have both experienced battery issues. The Pixel 4a, using batteries from Lishen, suffered from degradation in some units, prompting Google to reduce battery capacity and charging speed via a software update. The Pixel 6a saw more serious incidents of phones catching fire, leading Google to again limit battery performance through software. While Google's actions prioritized user safety, the solutions negatively impacted user experience, highlighting the challenges of non-removable batteries in an era of longer phone lifespans.

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The Open Source Dilemma: Balancing Free and Sustainable

2025-03-12

The open-source world faces a dilemma: high-quality end-user software, like office suites and video conferencing tools, often struggles to thrive under a purely open-source model, hindering its development. The article uses the 'lumber and chairs' analogy to illustrate the difference between open-source software (lumber) and commercial software (chairs), highlighting that maintaining open-source software requires continuous investment, which a purely free model struggles to support. It also touches on the issue of European software sovereignty, emphasizing the importance of reducing dependence on American tech giants, and calls for a new model that balances open-source freedoms with commercial sustainability to ensure the long-term development of high-quality open-source software.

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Development software sovereignty

US Credit Card Debt Hits Record High, Bill Proposed to Cap Interest Rates

2025-04-02
US Credit Card Debt Hits Record High, Bill Proposed to Cap Interest Rates

US credit card debt has reached an all-time high, with soaring interest rates and economic factors exacerbating the problem. Representatives Alexandria Ocasio-Cortez and Anna Paulina Luna introduced a bipartisan bill to cap annual credit card interest rates at 10%, aiming to help struggling Americans escape a cycle of debt. The average APR has nearly doubled in a decade, reaching 21%, leading to increased consumer debt and delinquencies. The bill's future remains uncertain.

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RRRA: Online Talks and Website Update

2025-07-20

The Roman Roads Research Association (RRRA) has announced a series of online talks for the 2024/25 season focusing on Roman roads. Lectures cover various aspects of Roman road archaeology in Scotland, England, and Wales. A new website is also under development, promising a modern design and improved functionality.

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Should Christians Use AI for Apologetics? A Software Dev's Concerns

2025-01-21

A software developer raises concerns about using AI and Large Language Models (LLMs) for Christian apologetics. He argues that LLMs are fundamentally "bullshit generators," capable of producing truthful outputs but not designed to prioritize truth, making them prone to fabricating information. Using LLMs in apologetics risks spreading falsehoods and damaging Christianity's credibility. The author suggests focusing on creating powerful search engines to improve access to existing resources instead of relying on LLMs.

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arXivLabs: Experimenting with Community Collaboration

2025-05-06
arXivLabs: Experimenting with Community Collaboration

arXivLabs is a framework for collaborators to build and share new arXiv features directly on the site. Individuals and organizations involved embrace arXiv's values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only partners with those who share them. Have an idea to improve the arXiv community? Learn more about arXivLabs.

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Development

Kissing Number Breakthrough: A New Approach to an Old Problem

2025-01-16
Kissing Number Breakthrough: A New Approach to an Old Problem

For over three centuries, mathematicians have grappled with the kissing number problem: how many identical spheres can touch a central sphere without overlapping? While the answer is 12 in three dimensions, higher dimensions remain a mystery. Recently, MIT undergraduate Anqi Li and Professor Henry Cohn devised a novel approach, abandoning traditional symmetry assumptions. Their unconventional, asymmetric strategy improved estimates for the kissing number in dimensions 17 through 21, marking the first progress in these dimensions since the 1960s. This breakthrough challenges established methods based on information theory and error-correcting codes, opening new avenues for solving this enduring mathematical puzzle.

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Onit: Your Local AI Chat Assistant

2025-01-24
Onit: Your Local AI Chat Assistant

Onit is an open-source AI chat assistant that lives on your desktop! It's like ChatGPT Desktop, but with local mode and support for multiple model providers (Anthropic, Google AI, xAI, etc.). Think of it as Cursor Chat, but available everywhere on your computer, not just in your IDE. Key features include local mode (via Ollama), multi-provider support (OpenAI, Anthropic, xAI, etc.), file uploads, chat history, and customizable shortcuts. Future plans include autocontext, local RAG, and local typeahead. Onit prioritizes universal access, provider freedom, a local-first approach, customizability, and extensibility.

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SQLite-Backed Key-Value Store with JS-Like Object Manipulation

2024-12-22
SQLite-Backed Key-Value Store with JS-Like Object Manipulation

A GitHub project introduces a key-value store built on SQLite, enabling JavaScript-like object manipulation with automatic JSON serialization. The `createDatabaseClient` function creates a parallel client with separate reader (`rdr`) and writer (`wtr`) components. The writer utilizes proxies for partial JSON updates, while the reader returns plain JavaScript objects. Comprehensive tests cover basic CRUD operations, nested updates, deletions, and array manipulations.

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LangManus: An Open-Source AI Automation Framework for Multi-Agent Collaboration

2025-03-23
LangManus: An Open-Source AI Automation Framework for Multi-Agent Collaboration

LangManus is a community-driven open-source AI automation framework that integrates language models with tools for web search, crawling, and Python code execution. Developed by former colleagues in their spare time, this project aims to explore multi-agent and deep research, participating in the GAIA leaderboard. LangManus employs a hierarchical multi-agent system with roles such as Coordinator, Planner, Supervisor, Researcher, Coder, Browser, and Reporter, supporting various LLM integrations including Qwen and OpenAI-compatible models. The project is open-sourced under the MIT license and welcomes community contributions.

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Algebraic Effects: From Research to Real-World Software Development

2025-09-07
Algebraic Effects: From Research to Real-World Software Development

Algebraic effects are no longer a purely academic concept; they're a powerful tool for real-world software development. This article explores their key advantages: improved code testability, enhanced visibility into code behavior, and the ability to create custom control flow abstractions. Unlike monads, algebraic effects offer a more intuitive approach to managing side effects, yielding immediate benefits. Using Flix, a language with built-in support for algebraic effects, the article demonstrates practical applications, including handling exceptions, asynchronous operations, coroutines, generators, and backtracking search, culminating in a real-world AI movie recommendation app.

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Development

Chips from Supernovae: Solving Microchip Manufacturing Challenges with Astrophysics

2025-03-05
Chips from Supernovae: Solving Microchip Manufacturing Challenges with Astrophysics

This article recounts how the author and their team leveraged their understanding of supernova explosions to solve a long-standing tin debris problem in extreme ultraviolet lithography. By drawing an analogy between the shockwaves and plasma debris from supernovae and their EUV light source, they ingeniously used a hydrogen gas flow to clear away tin debris, thus improving the stability and reliability of the EUV source and making a significant contribution to advanced chip manufacturing. This story showcases the magic of interdisciplinary knowledge and the driving force of basic scientific research on practical applications.

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Rocky Linux Hardened: Enterprise-Grade Linux Bolstered for Mission-Critical Systems

2025-03-21
Rocky Linux Hardened: Enterprise-Grade Linux Bolstered for Mission-Critical Systems

Rocky Linux Hardened, from CIQ, is optimized for mission-critical environments demanding robust security. Delivered via a secure supply chain, it features memory corruption detection, kernel integrity checking, enhanced password policies, and SSH restrictions. This minimizes zero-day and CVE risks by reducing attack surfaces and common exploit vectors. Advanced threat detection utilizes Linux Kernel Runtime Guard (LKRG) to identify sophisticated intrusions. Security threats are addressed proactively, minimizing exposure time. Strong access controls are implemented via advanced password hashing, strict authentication, and hardened access. Pre-hardened systems streamline deployment, saving time and resources. Compatibility simplifies migration from other Enterprise Linux distributions, reducing vendor lock-in.

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