Living with Einstein: The chasm between AI's potential and its application

2025-05-26
Living with Einstein: The chasm between AI's potential and its application

This story follows a person living with Einstein, Hawking, and Tao, initially using their genius for scientific questions. Quickly, their talents are diverted to mundane tasks – emails, cover letters, etc. This allegorical tale highlights the vast gap between the rapid advancement of AI and its actual application. We possess computational power capable of simulating universes, yet we use it for trivial matters. It prompts reflection on AI's purpose: should we elevate our expectations and fully utilize its potential?

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Cracking a 512-bit DKIM Key for Under $8

2025-01-08

Researchers cracked a 512-bit DKIM key from redfin.com in under 86 hours using a cloud server costing less than $8. They used the CADO-NFS tool to factor the modulus. Surprisingly, Yahoo Mail, Mailfence, and Tuta still accepted signatures generated with this insecure key. This highlights the risks of using short DKIM keys; email providers should reject signatures from keys shorter than 1024 bits, and domain owners should update their DKIM records accordingly.

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The Man Behind Apple's Iconic Sounds: The Sosumi Beep and More

2025-06-12

This article unveils the story behind Jim Reekes, the creator of iconic Apple sounds like the Mac startup chime and the iPhone camera shutter sound. He reveals the inspiration for the Mac startup sound – the final chord of The Beatles' 'A Day In The Life' – and the origin story of the Sosumi beep, born from a trademark dispute. Multiple video links showcase interviews and clips of Reekes detailing his creative process, including the synthesizers and camera he used.

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WordPecker: Personalized Language Learning with Duolingo-Style Lessons and Custom Vocabulary

2025-01-20
WordPecker: Personalized Language Learning with Duolingo-Style Lessons and Custom Vocabulary

WordPecker is a personalized language learning app that combines Duolingo-style lessons with your own curated vocabulary lists. Seamlessly add words from books, articles, or videos, and review them through interactive quizzes and LLM-generated lessons. The app tackles the pain points of vocabulary acquisition in traditional language learning by connecting learning to context, boosting efficiency and retention. Currently featuring multiple question types, future development includes progress tracking, list sharing, and more.

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Development

US ADHD Rates Skyrocket: New Health Secretary Launches 100-Day Investigation

2025-03-01
US ADHD Rates Skyrocket: New Health Secretary Launches 100-Day Investigation

America's new health secretary, Robert F. Kennedy Jr., is deeply concerned about the soaring rate of attention-deficit hyperactivity disorder (ADHD) among American children. One in nine children aged 3-17 has been diagnosed with ADHD, two to three times the rate seen in other Western countries. On his first day in office, President Trump tasked Kennedy with leading a special commission to investigate the reasons behind this alarming trend and other chronic conditions affecting American children within the next 100 days.

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A 1Hz Clock from Three Candles: Reversing Millennia of Optimization

2025-08-19
A 1Hz Clock from Three Candles: Reversing Millennia of Optimization

For millennia, candlemakers have strived for flicker-free candles. However, when three candles are bundled together, they surprisingly begin to oscillate naturally at ~9.9Hz, a frequency primarily determined by gravity and flame diameter. The author ingeniously uses a wire suspended in the flame to sense capacitance changes caused by ionized gases, detecting this frequency and dividing it down to 1Hz. The result? A 1Hz clock built with a simple microcontroller and an LED, powered by the flickering of three candles.

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Hardware Sensors

Fast LLM Inference Engine Built From Scratch

2024-12-15

This article details the author's journey in building an LLM inference engine from scratch using C++ and CUDA, without relying on any libraries. The process provided a deep dive into the full stack of LLM inference, from CUDA kernels to model architecture, showcasing how optimizations impact inference speed. The goal was to create a program capable of loading weights from common open-source models and performing single-batch inference on a single CPU+GPU server, iteratively improving token throughput to surpass llama.cpp. The article meticulously outlines the optimization steps on both CPU and GPU, including multithreading, weight quantization, SIMD, kernel fusion, and KV cache quantization, while analyzing bottlenecks and challenges. The final result achieves near state-of-the-art performance for local LLM inference.

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Development LLM inference

BorgBackup: Efficient and Secure Deduplicating Archiver

2025-07-20

BorgBackup (Borg) is an open-source deduplicating archiver combining compression and authenticated encryption for space-efficient storage and robust security. It supports various compression algorithms (lz4, zstd, zlib, lzma) and offers easy installation across multiple platforms (Linux, macOS, BSD, etc.). Backed by a large and active community, Borg provides mountable backups for convenient access and, crucially, remember to always check your backups!

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Development

GitHub Code Suggestion Application Limitations

2025-07-20
GitHub Code Suggestion Application Limitations

Applying code suggestions in bulk on GitHub has several limitations. Suggestions require code changes, cannot be applied to closed pull requests, subsets of changes, single lines with multiple suggestions, already applied or resolved suggestions, pending reviews, multi-line comments, or pull requests queued to merge. Additionally, some suggestions may be temporarily unavailable for application.

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Development

Open Source Developers Face OFAC Sanctions: A New Guide Navigates the Complexities

2025-02-02
Open Source Developers Face OFAC Sanctions: A New Guide Navigates the Complexities

US government OFAC sanctions are impacting the open-source community, particularly restricting collaboration with developers from sanctioned countries. The Linux Foundation has released a comprehensive guide to help open-source developers understand and comply with OFAC regulations, avoiding legal risks associated with working with sanctioned individuals or entities. The guide highlights the "50% rule," clarifies the scope of the "informational materials" exemption, and cautions developers against two-way engagement or indirect collaboration with developers from sanctioned regions. While compliance isn't easy, this guide provides a valuable resource for developers navigating the complex intersection of technology, law, and international relations.

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Elegant Parametric Speaker Cabinets: A 3D-Printed Odyssey

2025-01-28
Elegant Parametric Speaker Cabinets: A 3D-Printed Odyssey

This detailed post chronicles a multi-year journey designing and building fully parametric speaker cabinets using OpenSCAD. Inspired by the curves of Mission SX2 and Sony speakers, the author crafted an elegant design adaptable to various drivers and enclosure volumes. The build process, meticulously documented, covers 3D printing challenges (PLA curling, bed adhesion), assembly using clever screw-based clamping, and meticulous finishing to hide layer lines. The final product boasts exceptional sound quality and a professional finish, exceeding expectations for a DIY project.

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Hardware speaker build

Quantum Radar Breakthrough: Rydberg Atoms Enable High-Precision Imaging

2025-08-12
Quantum Radar Breakthrough: Rydberg Atoms Enable High-Precision Imaging

NIST scientists have developed a novel quantum radar using Rydberg atoms. Lasers inflate cesium atoms to near-bacterial size, making them highly sensitive to radio waves. Incoming radio waves alter the emitted light color, enabling detection. Tests in a specially designed anechoic chamber showed the radar could locate objects with 4.7cm accuracy, demonstrating its potential for diverse applications and paving the way for commercial quantum radar.

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Notion: Your All-in-One Workspace

2025-01-26
Notion: Your All-in-One Workspace

Notion is a powerful all-in-one workspace that integrates notes, task management, wikis, and databases into a single platform. Its flexible, modular design allows users to customize their workflows, making it suitable for personal note-taking, team collaboration, and knowledge base management. Its clean interface and powerful customization options make it ideal for boosting productivity and managing knowledge.

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Development

DeepSeek-R1: Boosting LLM Reasoning with Reinforcement Learning

2025-01-25
DeepSeek-R1: Boosting LLM Reasoning with Reinforcement Learning

DeepSeek-AI unveils DeepSeek-R1, its first-generation reasoning model trained via large-scale reinforcement learning (RL) without supervised fine-tuning. Its precursor, DeepSeek-R1-Zero, surprisingly demonstrated strong reasoning capabilities, but suffered from readability and language mixing issues. DeepSeek-R1 addresses these flaws with multi-stage training and cold-start data, achieving performance comparable to OpenAI's models. To foster research, DeepSeek-AI open-sources DeepSeek-R1-Zero, DeepSeek-R1, and six distilled models of varying sizes, built upon Qwen and Llama.

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AI

McDonald's App Security Flaw: The Perils of Trusting Clients

2025-01-17
McDonald's App Security Flaw: The Perils of Trusting Clients

A blog post exposes a critical security vulnerability in the McDonald's app. The vulnerability stems from the app's excessive trust in clients, allowing hackers to bypass security checks and obtain free Big Macs and other deals. The post details how attackers utilize root access, custom recovery systems, and other methods to circumvent the app's security mechanisms, highlighting that simply checking client trustworthiness is ineffective. The author urges developers to abandon blind trust in clients and implement stronger security measures to prevent similar incidents.

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Chinese AI Chatbot DeepSeek Censors Tank Man Photo, Shakes Up US Markets

2025-02-02
Chinese AI Chatbot DeepSeek Censors Tank Man Photo, Shakes Up US Markets

The Chinese AI chatbot DeepSeek has sparked controversy by refusing to answer questions about the iconic 1989 Tiananmen Square "Tank Man" photo. The chatbot abruptly cuts off discussions about the image and other sensitive topics related to China, while providing detailed responses about world leaders like the UK's Prime Minister. Simultaneously, DeepSeek's powerful image generation capabilities (Janus-Pro-7B) and surprisingly low development cost (reportedly just $6 million) have sent shockwaves through US markets, causing a record 17% drop in Nvidia stock and prompting concern from US tech giants and politicians.

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Stopping by Woods on a Snowy Evening: A Reflective Pause

2024-12-22
Stopping by Woods on a Snowy Evening: A Reflective Pause

Robert Frost's "Stopping by Woods on a Snowy Evening" paints a serene and evocative winter scene. The speaker pauses by a snow-covered wood, contemplating the quiet beauty of the night. His horse seems puzzled by the unscheduled stop, mirroring the speaker's own internal conflict between the allure of the tranquil woods and the responsibilities that await. The poem's enduring appeal lies in its elegant imagery and profound reflection on life's commitments.

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llama.cpp Integrates Qwen2VL Multimodal Model

2024-12-15
llama.cpp Integrates Qwen2VL Multimodal Model

The llama.cpp project on GitHub recently merged a pull request adding support for the Qwen2VL multimodal large language model. This model combines a large language model with a vision encoder, enabling processing of both images and text. Integration involves converting the model's LLM part and vision encoder into GGUF format and using a new command-line tool for inference. Future work includes adding support for more backends like MPS and Vulkan.

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Breaking the Algorithmic Ceiling: Efficient Generative Pre-training with Inductive Moment Matching (IMM)

2025-03-12
Breaking the Algorithmic Ceiling: Efficient Generative Pre-training with Inductive Moment Matching (IMM)

Luma Labs introduces Inductive Moment Matching (IMM), a novel pre-training technique addressing the stagnation in algorithmic innovation within generative pre-training. IMM significantly outperforms diffusion models in both sample quality and sampling efficiency, achieving over a tenfold increase in the latter. By incorporating the target timestep, IMM enhances the flexibility of each inference iteration, overcoming the limitations of linear interpolation in diffusion models. Experiments demonstrate state-of-the-art FID scores on ImageNet and CIFAR-10, along with superior training stability. This research marks a significant advance in generative pre-training algorithms, paving the way for future advancements in multi-modal foundation models.

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28-Hour Days: A Year-Long Experiment

2025-01-09

The author shares their experience of living on a 28-hour day schedule for a year. They found it to be the second best thing they've done for their health, after regular exercise. Adaptation took two months, involving overcoming sleepiness and communication challenges with their partner. Strategic naps became key to managing their schedule, and they've become adept at switching between 28 and 24-hour cycles. While the unconventional schedule complicates social interactions, the author reports significant benefits: improved sleep consistency, increased free time, more frequent exercise, and a quieter, less crowded environment for workouts. Despite the social adjustments, the benefits are deemed to far outweigh the inconveniences.

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California Wildfires Trigger $1B Insurance Assessment

2025-02-15
California Wildfires Trigger $1B Insurance Assessment

Facing massive claims from recent wildfires in Los Angeles County, California's last-resort fire insurance provider, the FAIR Plan, will impose a $1 billion special assessment on insurance companies, ultimately passed on to homeowners. This is the first such move in over three decades. The assessment aims to cover the FAIR Plan's wildfire-related payouts and ensure solvency. Most California homeowners will see temporary increases in their insurance bills. While the insurance industry supports the change, a consumer advocacy group plans to sue, calling it a consumer 'bailout' and questioning potential insurer 'double-dipping'.

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Why You Should Never Use Your ISP's Router

2025-02-02

This blog post delves into the numerous reasons why you should avoid using your internet service provider's (ISP) modem and router. The author cites countless examples demonstrating the security vulnerabilities, poor performance, lack of updates, and potential for surveillance inherent in ISP-provided equipment. Security risks include default passwords leaving devices vulnerable to hacking, while functionality is often limited, impacting user experience. Finally, the long-term cost of renting often exceeds purchasing your own. The author strongly advocates for buying your own router and modem for superior security and performance.

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Tech

Building AI Products: A Backend Architecture Deep Dive

2024-12-27

This article details the journey of an AI team building an AI-powered Chief of Staff for engineering leaders. Initially using simple inference pipelines, they transitioned to a multi-agent system as the application grew. The author explains agent design principles, differences from microservices, and object-oriented implementation. Memory management, including CQRS and event sourcing, and handling natural language events are discussed. Scaling to 10,000 users involved sharding, asynchronous programming, LLM call optimization, and migration to Temporal.

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Vlang: Go's Spicy Counterpart? A Deep Dive

2025-08-31
Vlang: Go's Spicy Counterpart? A Deep Dive

This article compares Go and V, two programming languages. V shares similarities with Go in syntax but offers additional features such as more flexible error handling, powerful structs, enums, and lambda expressions. The author showcases V's strengths through code examples but also points out the immaturity of V's ecosystem and some compilation/build issues. Despite these, the author remains optimistic about V's future and suggests it's worth exploring for Go developers.

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Development

PicoRuby: A Lightweight Ruby Implementation for Microcontrollers

2025-03-24
PicoRuby: A Lightweight Ruby Implementation for Microcontrollers

PicoRuby is a lightweight mruby implementation with a small footprint: 256KB ROM and under 128KB RAM (32-bit architecture). Highly portable, it depends only on standard C libraries and supports microcontrollers like the Raspberry Pi Pico. Still under development, it provides API documentation, demo videos, and build tools. The `rake` command builds three executables: `picorbc` (compiles Ruby to mruby VM code), `picoruby` (executes Ruby code directly), and `r2p2` (for specific use). Developed by HASUMI Hitoshi and Monstarlab with funding from the Ruby Association.

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Development embedded Ruby

El Salvador Ditches Bitcoin as Legal Tender: A Failed Economic Gamble

2025-02-04
El Salvador Ditches Bitcoin as Legal Tender: A Failed Economic Gamble

El Salvador, the first country to adopt Bitcoin as legal tender in 2021, has reversed course. President Nayib Bukele's economic gamble has failed, with Bitcoin never gaining widespread adoption among Salvadorans and the planned Bitcoin City remaining unbuilt. A revised Bitcoin Law removes the definition of Bitcoin as 'currency,' though it remains 'legal tender,' effectively allowing refusal of Bitcoin payments. This reform was a key condition for El Salvador to receive a $1.4 billion loan from the International Monetary Fund (IMF). While the government claims it will continue holding Bitcoin reserves, the move is criticized for its lack of transparency and highlights flawed economic decision-making by the Bukele administration.

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Half-Life and Steam's DRM Journey: It Started with a Nephew's CD Burner

2025-03-24
Half-Life and Steam's DRM Journey: It Started with a Nephew's CD Burner

In 1998, Valve co-founder Monica Harrington's nephew used money intended for school supplies to buy a CD burner, then copied and shared games, prompting her to realize the threat of game piracy enabled by this technology. This led Valve to implement a simple CD key verification system in Half-Life. While initially met with complaints, it effectively combated piracy and laid the groundwork for the eventual rise of Steam as a dominant DRM platform.

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Game

A Year of Daily Coding: Lessons Learned

2025-03-12
A Year of Daily Coding: Lessons Learned

This post recounts a year-long commitment to daily coding and publishing to Github, resulting in approximately 100,000 lines of code. The author details the challenges and triumphs, highlighting key takeaways: software development is hard but perseverance pays off; iteration is crucial; confidence builds over time; rest is essential; asking for help is a valuable skill; challenging yourself leads to growth; and failure is part of the process. Looking ahead, the author plans to continue the daily practice, improve their project Vewrite, and explore new ideas.

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Development consistent learning

Raft: Simplifying Consensus in Distributed Systems

2025-08-17

Raft is a consensus algorithm designed for ease of understanding. It offers fault-tolerance and performance equivalent to Paxos, but decomposes the problem into simpler, independent subproblems, making it more practical. Consensus is fundamental in fault-tolerant distributed systems, requiring multiple servers to agree on values. Raft ensures that even with server failures (as long as a majority remain operational), all servers process the same commands, ultimately achieving a consistent state across the replicated state machines.

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Development consensus algorithm

Birdsong Echoes Human Language Rule: Zipf's Law Discovered in Avian Vocalizations

2025-08-18
Birdsong Echoes Human Language Rule: Zipf's Law Discovered in Avian Vocalizations

Researchers from the University of Manchester and Chester Zoo have uncovered a hidden pattern in birdsong mirroring a core principle of human language – Zipf's Law of Abbreviation (ZLA). This law states that more frequently used sounds tend to be shorter, increasing communication efficiency. Using a new open-source tool, ZLAvian, they analyzed over 600 songs from 11 bird populations across seven species. While individual variation was significant, the overall data revealed that more frequently used birdsong phrases were shorter on average. This finding offers new insights into animal communication and the potential application of the 'principle of least effort' in avian vocalizations.

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Tech
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