Neurox: Streamlining AI Workload Monitoring with a Helm Chart

2025-04-29
Neurox: Streamlining AI Workload Monitoring with a Helm Chart

Neurox simplifies monitoring AI workloads on your Kubernetes GPU cluster. Its Helm chart automates installation, provisioning a subdomain, image registry credentials, IdP, and TLS certificates. Purpose-built dashboards and reports combine metrics and live Kubernetes runtime data for admins, developers, researchers, and auditors. Free for up to 64 GPUs (NVIDIA GPUs only), with enterprise licensing available. Prerequisites include a Kubernetes cluster, cert-manager, ingress-nginx, the NVIDIA GPU Operator, and the Kube Prometheus Stack.

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Railways: A Cornerstone of Sustainability?

2025-09-17
Railways: A Cornerstone of Sustainability?

Two hundred years ago, the opening of the Stockton and Darlington Railway marked the birth of the modern railway. However, rail transport's share has declined in recent decades. This article explores the urgent need to revitalize rail transport, highlighting its potential to reduce carbon emissions, improve air quality, boost economic growth, and promote social equity. It calls for a reassessment of railway investment, using more comprehensive evaluation criteria, and emphasizes the importance of international collaboration to address climate change and achieve sustainable development goals.

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Tech

WhatsApp Patches Zero-Click Vulnerability Exploited in Sophisticated Spyware Campaign

2025-08-30
WhatsApp Patches Zero-Click Vulnerability Exploited in Sophisticated Spyware Campaign

WhatsApp has patched a critical security vulnerability (CVE-2025-55177) in its iOS and Mac apps that was exploited in a sophisticated spyware campaign targeting nearly 200 users. The vulnerability, used in conjunction with another flaw fixed by Apple (CVE-2025-43300), allowed attackers to steal data via a zero-click exploit, requiring no user interaction. Amnesty International's Security Lab confirmed the attack, which lasted over 90 days. While Meta hasn't identified the attacker, this isn't the first time WhatsApp has faced government-backed spyware attacks, having previously sued and won damages against NSO Group for its Pegasus spyware.

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Geotoy: Open-Source 3D Modeling Tool Showcases Stunning Artist Portfolio

2025-08-19

Geotoy, a completely free and open-source 3D modeling tool by Casey Primozic, is showcased through a stunning portfolio of 3D models created by artist ameo. The collection includes a diverse range of creations, from a 3D Hilbert curve and shingles to a temple, maze, spring, fractal terrain, torus knot, dandelion, power line, woven structures, roots, bumpy sphere, abstract hourglass, birdbath, concrete tetrapod, terraced floating island, extruded clay bowl, advanced shader props, superellipse dominos, and even a Dark Souls-inspired tree. This impressive display highlights Geotoy's capabilities and ameo's artistic talent.

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Design

LLMs Fail at Set, Reasoning Models Triumph

2025-02-19
LLMs Fail at Set, Reasoning Models Triumph

An experiment tested the reasoning capabilities of Large Language Models (LLMs) in the card game Set. Set requires identifying sets of three cards from a layout of twelve, based on specific rules regarding shape, color, number, and shading. LLMs like GPT-4o, Sonnet-3.5, and Mistral failed to consistently identify correct sets, often suggesting invalid combinations or claiming no sets existed. However, newer reasoning models, DeepThink-R1 and o3-mini, successfully solved the problem, demonstrating superior logical reasoning abilities. This highlights a limitation of LLMs in complex logical tasks, even while excelling at natural language processing, while specialized reasoning models show a clear advantage.

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A Polymath's Reading Algorithm: Building a Multidisciplinary Web of Knowledge

2025-08-01
A Polymath's Reading Algorithm: Building a Multidisciplinary Web of Knowledge

This article details a unique reading methodology focused on constructing a multidisciplinary knowledge web. The author views reading as compressed learning, echoing Charlie Munger's wisdom on the importance of continuous learning. The approach encompasses diverse materials – books, articles, news – emphasizing primary sources and critical evaluation. It stresses applying knowledge to practice and consolidating learning through reflection and discussion.

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DeepMind's AlphaEvolve: Evolving AI Algorithms to Solve Math Problems and Improve Chip Design

2025-05-14
DeepMind's AlphaEvolve: Evolving AI Algorithms to Solve Math Problems and Improve Chip Design

Google DeepMind's AlphaEvolve system, combining the creativity of a large language model (LLM) with algorithmic filtering, has achieved breakthroughs in mathematics and computer science. It has not only solved open mathematical problems but also been applied to DeepMind's own challenges, such as improving the design of its next-generation AI chips, Tensor Processing Units, and optimizing Google's global computing resource utilization, saving 0.7% of resources. Unlike previous AI systems tailored for specific tasks, AlphaEvolve is a general-purpose system capable of handling larger code and more complex algorithms, even outperforming the previously specialized AlphaTensor system in matrix multiplication calculations.

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AI

EU's USB-C Mandate: Tech Giants Bend to the Pressure

2025-01-02
EU's USB-C Mandate: Tech Giants Bend to the Pressure

The EU's Common Charger Directive is now in effect, mandating USB-C charging for most electronic devices. Companies like Apple have begun adapting their product lines to comply. This directive aims to reduce e-waste and improve convenience for consumers, but has also sparked debate about innovation and future charging technologies. While some exceptions exist for wireless charging and devices with specific battery types, the directive will have a significant impact on both manufacturers and consumers.

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Hidden Apple G3 Easter Egg Reveals Untold Story of a Groundbreaking Team

2025-06-29
Hidden Apple G3 Easter Egg Reveals Untold Story of a Groundbreaking Team

A blogger unearthed a hidden Easter egg in Apple's G3 All-in-One: a team photo embedded in the system ROM, revealed only through a specific process. This is possibly one of the last undocumented Easter eggs from the pre-Steve Jobs return era. Functional in Mac OS 9.0.4, it was disabled in version 9.1, coinciding with Jobs' reported ban on Easter eggs in 1997. Bill Saperstein, the G3 team lead, confirmed the egg's existence and shared the story of the 'ragtag' team's secret project, highlighting their crucial role in developing the technology that ultimately fueled the iMac's success.

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Running a Web Server on a Disposable Vape

2025-09-15
Running a Web Server on a Disposable Vape

The author collected a bunch of disposable vapes and discovered a programmable ARM Cortex-M0+ microcontroller inside. By cleverly leveraging semihosting, SLIP protocol, and the uIP protocol stack, the author successfully built a fully functional web server on this microcontroller, even including a JSON API endpoint. Despite limited resources, after optimization, the server's performance is surprisingly good, with a ping response time of only 20ms and significantly improved webpage loading speed. This is a highly creative project showcasing the endless possibilities of embedded systems development.

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Tech web server

Telegram and xAI Strike $300M Deal for Exclusive Grok Distribution

2025-05-28
Telegram and xAI Strike $300M Deal for Exclusive Grok Distribution

Telegram has partnered with Elon Musk's xAI to exclusively distribute its Grok chatbot on the Telegram platform for one year. xAI will pay $300 million in cash and equity for this deal. Telegram will also receive 50% of revenue from Grok subscriptions purchased through the app. Grok will be integrated deeply, allowing users to access it via the search bar and use it for tasks like writing suggestions, summarizing text, and creating stickers. This mirrors Meta's integration of Meta AI into Instagram and WhatsApp.

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Tech

Four Reasons Why Zoom Meetings Are So Exhausting (and How to Fix It)

2025-01-09
Four Reasons Why Zoom Meetings Are So Exhausting (and How to Fix It)

Stanford researchers have identified four key causes of 'Zoom fatigue': excessive close-up eye contact, constantly seeing yourself on camera, restricted mobility, and increased cognitive load. Excessive eye contact and large face sizes create stress; constantly seeing yourself leads to self-criticism; limited movement and higher cognitive load exacerbate fatigue. Solutions include reducing Zoom window size, hiding self-view, increasing movement, and taking 'audio-only' breaks. A Zoom Exhaustion & Fatigue (ZEF) scale is also being developed to measure the extent of Zoom fatigue.

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Robinhood's Tokenization Gamble: Revolution or Regulatory Risk?

2025-07-21
Robinhood's Tokenization Gamble: Revolution or Regulatory Risk?

Companies like Robinhood are aggressively pushing the tokenization of real-world assets, aiming to break down barriers favoring the wealthy and increase investment transparency and accessibility. This trend leverages blockchain technology to transform assets like stocks and real estate into tradable digital tokens. While proponents see it as the next leap forward in crypto, critics worry it could undermine existing securities laws and investor protections. The tokenization of private company shares is particularly concerning, raising regulatory and potential fraud risks; OpenAI publicly disavowed Robinhood's issuance of its tokens. This has sparked a broad debate about the future of tokenization and how regulators will address this emerging trend, with a potential impact projected to reach $2 trillion by 2030.

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Tech

Picostrap 5: Blazing-Fast Bootstrap 5 WordPress Starter Theme

2025-05-07
Picostrap 5: Blazing-Fast Bootstrap 5 WordPress Starter Theme

Picostrap 5 is a lightning-fast WordPress starter theme built on Bootstrap 5. It seamlessly integrates SASS with the WordPress Customizer, letting you tweak Bootstrap's styling directly from your WordPress dashboard. A built-in browser-based SASS compiler ensures instant CSS updates. Features include an AI-powered color palette generator, live style guide preview, extensive customization options, and togglable features like disabling Gutenberg and adding a back-to-top button. It's WooCommerce, LiveCanvas, and WindPress friendly, and performance-optimized.

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Development WordPress Theme

Exploiting Dependabot: Bypassing GitHub's Merge Protection

2025-06-06
Exploiting Dependabot: Bypassing GitHub's Merge Protection

Researchers have discovered a novel attack leveraging the "Confused Deputy" vulnerability in GitHub's Dependabot (and similar bots). Attackers can trick Dependabot into merging malicious code by crafting branch names, potentially bypassing branch protection rules and leading to command injection. Two previously unknown attack techniques were also disclosed, enhancing the effectiveness of this exploit. This highlights the need for developers to carefully manage automated tools and enhance code security audits.

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Efficient Rubik's Cube Solving via Learned Representations: No Hand-Crafted Heuristics Needed

2025-08-29

Classical AI separates perception (spatial representation learning) from planning (temporal reasoning via search). This work explores representations capturing both spatial and temporal structure. Standard temporal contrastive learning often fails due to spurious features. The authors introduce Contrastive Representations for Temporal Reasoning (CRTR), using negative sampling to remove these features and improve temporal reasoning. CRTR excels on complex temporal tasks like Sokoban and Rubik's Cube, solving the latter faster than BestFS (albeit with longer solutions). Remarkably, this is the first demonstration of efficiently solving arbitrary Rubik's Cube states using only learned representations, eliminating the need for hand-crafted search heuristics.

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15x Power Boost for Solar Thermoelectric Generators via Synergistic Spectral and Thermal Management

2025-08-30
15x Power Boost for Solar Thermoelectric Generators via Synergistic Spectral and Thermal Management

Researchers significantly improved the power output of solar thermoelectric generators (STEGs) by optimizing both hot- and cold-side thermal management. They employed a selective solar absorber (SSA) to maximize solar energy absorption and minimize radiative losses, while using an air film to reduce convective losses on the hot side. On the cold side, a micro-dissipator (μ-dissipator) was designed for efficient heat dissipation through convection and radiation. Experiments demonstrated a 15x peak power enhancement when combining both hot- and cold-side optimizations, enough to power an LED, showcasing the potential for applications in IoT and beyond.

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Koog: A Kotlin Framework for Building AI Agents

2025-05-25
Koog: A Kotlin Framework for Building AI Agents

Koog is a Kotlin-based framework for building and running AI agents entirely in idiomatic Kotlin. It enables creating agents that interact with tools, handle complex workflows, and communicate with users. Key features include a pure Kotlin implementation, MCP integration, embedding capabilities, custom tool creation, ready-to-use components, intelligent history compression, a powerful streaming API, persistent agent memory, comprehensive tracing, and flexible graph workflows. It supports various LLM providers like Google, OpenAI, Anthropic, OpenRouter, and Ollama. Koog supports JVM and JS targets and provides detailed dependency instructions.

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Development

ACE-Step: A Leap Forward in Music Generation Foundation Models

2025-05-06
ACE-Step: A Leap Forward in Music Generation Foundation Models

ACE-Step is a novel open-source foundation model for music generation that integrates diffusion-based generation with a Deep Compression AutoEncoder and a lightweight linear transformer. This approach overcomes the trade-offs between speed, coherence, and control found in existing LLM and diffusion models. ACE-Step generates up to 4 minutes of music in 20 seconds on an A100 GPU—15x faster than LLM baselines—while maintaining superior musical coherence and lyric alignment. It supports diverse styles, genres, and 19 languages, and offers advanced controls like voice cloning and lyric editing. The project aims to be the 'Stable Diffusion' of music AI, providing a flexible foundation for future music creation tools.

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AI

Minitel BBS Rises From the Ashes After 30 Years

2025-04-23
Minitel BBS Rises From the Ashes After 30 Years

A programmer resurrected his COMPUTEL Videotex BBS, originally running on an Apple IIe in 1986, after more than three decades. He sourced vintage hardware from eBay, painstakingly restored data from aging floppy disks, and connected it to the internet using VOIP. This feat is not only a testament to technical prowess but also a nostalgic tribute to the Minitel era in France, showcasing a passion for tech history and digital preservation.

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Tech

The Secret Signal Group Chat of Silicon Valley's Elite: Power, Intrigue, and Culture Wars

2025-04-30
The Secret Signal Group Chat of Silicon Valley's Elite: Power, Intrigue, and Culture Wars

This article exposes a secret Signal group chat, "Chatham House," comprised of Silicon Valley titans and political figures who discuss politics, culture, and business strategies. This chat facilitated an alliance between Silicon Valley elites and the right wing, wielding significant influence on American politics and media. However, it's revealed not as a bastion of free thought, but as a space for self-congratulation and reinforcement of pre-existing biases, ultimately fracturing due to internal political divisions.

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Quantum Algorithm DQI: A Breakthrough in Optimization?

2025-03-17
Quantum Algorithm DQI: A Breakthrough in Optimization?

Google Quantum AI's team has developed a new quantum algorithm called Decoded Quantum Interferometry (DQI) that outperforms all known classical algorithms in solving a wide class of optimization problems. The algorithm wasn't designed for a specific problem but rather by translating the problem into quantum waves and applying decoding techniques to find the best solution. While lacking sufficient quantum hardware for empirical testing and the possibility of future classical algorithm rivals, DQI's potential advantage in optimization problems and its applications in coding and cryptography have sparked excitement in the quantum computing community. It's considered a significant breakthrough in quantum algorithms.

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OmniSVG: A Unified Scalable Vector Graphics Generation Model

2025-04-13
OmniSVG: A Unified Scalable Vector Graphics Generation Model

OmniSVG is the first family of end-to-end multimodal SVG generators leveraging pre-trained Vision-Language Models (VLMs). It can generate complex and detailed SVGs, ranging from simple icons to intricate anime characters. The project has released the MMSVG-Icon and MMSVG-Illustration datasets and the research paper. Future plans include releasing the code and pre-trained models, the MMSVG-Character dataset, and a project page with a technical report.

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Arduino's Bio-Based PCBs: A Greener Future for Electronics

2025-05-11
Arduino's Bio-Based PCBs: A Greener Future for Electronics

Arduino, in collaboration with the European Innovation Council, has launched the Desire4EU project to develop biodegradable printed circuit boards (PCBs) using PLA-flax. The project has successfully created bio-based versions of the Arduino Nano and UNO, utilizing lower soldering temperatures to reduce energy consumption and e-waste. Future plans include a Life Cycle Assessment (LCA) to further quantify environmental benefits, with 1,000 beta boards planned for distribution in 2026.

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Hardware Bio-based PCBs

Portabl E: A Cross-Platform AmigaE Compiler

2025-07-02

Portabl E is a recreation of the AmigaE programming language, enhanced with improvements and designed for cross-platform compatibility. Version r6b is now available, fully supporting AmigaOS4, AROS, and MorphOS, with good AmigaOS3 support and basic Linux/Windows functionality. Download requires the username "user" and password "password". The project includes example code, screenshots, pre-compiled programs, documentation, forums, and mailing lists for community support.

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Development

Spegel: A Terminal Browser Using LLMs to Rework Webpages

2025-07-02
Spegel: A Terminal Browser Using LLMs to Rework Webpages

Spegel is a proof-of-concept terminal web browser that leverages LLMs to transform HTML into markdown, rendering it directly in your terminal. Built as a weekend project, its practicality was significantly boosted by the release of Google's faster Gemini 2.5 Pro Lite. Spegel allows for personalized views through custom prompts, such as extracting only essential recipe information. While lacking POST request support, it streamlines browsing by focusing on user-defined needs, offering a cleaner, less cluttered experience than traditional terminal browsers.

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MathB.in, a 13-Year-Old Math Pastebin, is Shutting Down

2025-02-27

After 13 years of service, MathB.in, an online mathematics pastebin, will be shutting down on March 16, 2025. Its creator, Susam Pal, explains the closure is due to the increasing difficulty of complying with regulations and the burden of single-handedly maintaining the service. Despite attempts to improve spam detection and explore alternatives, the challenges of regulatory compliance proved insurmountable. Pal expresses gratitude to users and offers the open-source code and suggests alternatives like MathCask for those seeking similar functionality.

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Development

Customize Games with Canvas Language: Build Your Own Game World

2025-03-10

This is an online game editing platform based on Canvas Language, allowing users to customize and modify existing games, even reprogramming the gameplay. The platform provides several preset games for users to choose from. Users can upload their own images and edit using SCL language. Once finished, users can publish their game to a custom domain, such as itch.io. This platform aims to showcase the ease of use and customizability of Canvas Language, providing users with a convenient game creation experience.

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TScale: Training LLMs on Consumer Hardware

2025-05-04
TScale: Training LLMs on Consumer Hardware

TScale is a transformer model training and inference framework written in C++ and CUDA, designed to run on consumer-grade hardware. It achieves significant cost and time reductions through optimized architecture, low-precision computation (fp8 and int8), CPU offloading, and synchronous and asynchronous distributed training. Even a 1T parameter model becomes tractable with clever indexing techniques, enabling training on typical home computers. TScale demonstrates immense potential in lowering the barrier to entry for LLM training.

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Blazing Fast Unicode Character Width Calculation: O(1) wcwidth in JS

2025-09-13
Blazing Fast Unicode Character Width Calculation: O(1) wcwidth in JS

Introducing `wcwidth-o1`, a TypeScript/JavaScript library providing O(1) performance for calculating Unicode character widths. Fully supporting Unicode 15.1, this optimized port of Markus Kuhn's implementation is perfect for ensuring correct text alignment in terminals and other applications. Functions like `wcwidth`, `wcswidth`, and `wcswidthCjk` handle single characters, strings, and CJK characters respectively, adhering to Unicode width class rules (e.g., fullwidth characters occupy two columns).

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Development character width
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