Sparse Interpretable Audio Codec: Towards a More Intuitive Audio Representation

2025-02-01

This paper introduces a proof-of-concept audio encoder that aims to encode audio as a sparse set of events and their times of occurrence. It leverages rudimentary physics-based assumptions to model the attack and physical resonance of both the instrument and the room, hopefully encouraging a sparse, parsimonious, and easy-to-interpret representation. The model works by iteratively removing energy from the input spectrogram, producing event vectors and one-hot vectors representing time of occurrence. The decoder uses these vectors to reconstruct the audio. Experimental results show the model's ability to decompose audio, but there's room for improvement, such as enhancing reconstruction quality and reducing redundant events.

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From Zero to Hero: My Vim Journey and Why You Should Try It Too

2025-04-24
From Zero to Hero: My Vim Journey and Why You Should Try It Too

A seasoned developer recounts his transition from traditional text editors to Vim. Initially intimidated by Vim's shortcuts, he discovered the 'Vim language' – a system of keybindings that dramatically boosted his efficiency. Mastering Vim motions and commands allowed precise, rapid text editing, extending these gains to writing and browsing. While acknowledging the steep learning curve, the author argues that Vim's payoff is substantial, making it worthwhile for any developer.

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Development

Go's Surprising Memory Allocation Trap: A 30% Regression Story

2025-04-21
Go's Surprising Memory Allocation Trap: A 30% Regression Story

A seemingly innocuous refactoring in a Go project led to a 30% performance regression. The culprit was the `GetBytes` method of the `ImmutableValue` struct, which used a value receiver, causing a heap allocation on every call. Heap allocations are significantly more expensive than stack allocations. The root cause was the Go compiler's escape analysis being imprecise; it failed to recognize that the value receiver wouldn't escape. Switching to a pointer receiver fixed the problem. This case highlights the importance of understanding the Go compiler's memory allocation decisions and using appropriate receiver types for high-performance Go code.

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Development

Cilla's Low-Budget OB Inserts

2025-04-22

This new series of Cilla featured OB inserts produced cheaply, often piggybacking on other, usually sports, OBs in nearby locations. For example, the crew would film a sports event in Worcester and then immediately film Cilla inserts in the same location. Cilla would announce live that cameras were in a specific street, inviting residents to come out and say hello. The result was a floodlit street, PA system, and live interviews, all achieved with a remarkably low budget.

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UK Fusion Firm First Light Fusion Pivots Away From Reactor Construction

2025-04-28
UK Fusion Firm First Light Fusion Pivots Away From Reactor Construction

UK-based nuclear fusion company First Light Fusion has suffered a 60% valuation drop after abandoning plans to build its first reactor due to funding issues. The company's 'projectile fusion' technology, involving firing a projectile at a fuel cell, proved too costly to develop into a power plant. Instead, First Light will now license its 'amplifier' technology, which boosts fusion reactions, to other nuclear power companies. This pivot aims for a more capital-efficient model and faster revenue generation. The decision comes amidst increased competition from China's advancements in fusion technology and highlights the challenges in commercializing this promising but complex energy source.

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Tech

Doom and Doom II Get Physical Releases, Including a Playable Game Box!

2025-04-16
Doom and Doom II Get Physical Releases, Including a Playable Game Box!

Limited Run Games is releasing physical editions of Doom and Doom II, with the highlight being the "Will it Run Edition." This $666 limited edition (666 copies!) features a game box that actually runs the original Doom, along with cassette soundtrack, certificate of authenticity, and trading cards. Cheaper options include a Big Box Edition ($100) and a standard edition ($30). The games themselves have been enhanced with 60fps, 16:9 support, improved weapon switching, gyroscopic aiming, local 4-player co-op, online play, new maps, community mods, and a brand-new episode, "Legacy of Rust." The playable game box is a nod to the game's meme-worthy ability to run on nearly anything.

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AI Outperforms PhD Virologists in Lab Tests: A Double-Edged Sword

2025-04-24
AI Outperforms PhD Virologists in Lab Tests: A Double-Edged Sword

A groundbreaking study reveals that AI models like ChatGPT and Claude now surpass PhD-level virologists in solving wet lab problems. Researchers devised a challenging practical test, and AI models like OpenAI's o3 and Google's Gemini significantly outperformed human experts. While this could revolutionize disease prevention, the potential for misuse in creating bioweapons is a major concern. Experts urge AI companies to implement robust safeguards to mitigate these risks before the technology falls into the wrong hands.

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AI Risk

Erlang's Secret Sauce: It's Not Lightweight Processes, It's Behaviors

2025-04-11

This post revisits the core ideas behind the Erlang programming language. The author argues that Erlang's success isn't solely due to its lightweight processes and message passing, but rather its unique "behaviors." Behaviors are similar to interfaces in other languages; they provide a set of predefined function signatures. Developers only need to implement these signatures to gain access to advanced features like concurrency and fault tolerance. This allows developers to focus on business logic without dealing with low-level concurrency details. The post uses examples of gen_server, gen_event, and supervisor behaviors to illustrate their importance in building reliable distributed systems. It also explores how to adapt Erlang's behavior pattern in other languages to improve software reliability and testability.

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Development

CAPTCHA is Dead: The Ticketing Industry's Bot War

2025-05-25

Ticketing websites face a persistent challenge: bots used by scalpers to snatch tickets. Traditional CAPTCHAs, such as image and audio recognition, have been defeated by advanced machine learning. Behavior-based anti-bot technologies, while effective, compromise user privacy; while proof-of-work methods are too inexpensive for scalpers. The author proposes a "BAP theorem," stating that anti-bot systems can only satisfy two out of three properties: "bot-resistance," "accessibility," and "privacy." Ultimately, websites must choose between high privacy and high security; technical solutions alone are insufficient. Legislation and social approaches might be more effective.

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MCPs: Who Controls the Future of AI?

2025-04-23
MCPs: Who Controls the Future of AI?

This article delves into the potential and limitations of Model Context Protocols (MCPs). MCPs, standardized APIs connecting external data sources to LLMs like ChatGPT, empower LLMs to access real-time data and perform actions. The author built two experimental MCP servers: one for code learning, the other connecting to a prediction market. While promising, MCPs currently suffer from poor user experience and significant security risks. Critically, LLM clients (like ChatGPT) will become the new gatekeepers, controlling MCP installation, usage, and visibility. This will reshape the AI ecosystem, mirroring Google's dominance in search and app stores. The future will see LLM clients deciding which MCPs are prioritized, even permitted, leading to new business models like MCP wrappers, affiliate shopping engines, and MCP-first content apps.

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OpenAI Eyes Chrome Acquisition Amidst Google Antitrust Case

2025-04-23
OpenAI Eyes Chrome Acquisition Amidst Google Antitrust Case

OpenAI's head of product, Nick Turley, testified that the company would be interested in acquiring Chrome if Google is forced to divest, Reuters reports. This comes as part of the US Department of Justice's antitrust case against Google. OpenAI previously attempted to partner with Google to integrate its search technology into ChatGPT but was unsuccessful. Currently, OpenAI is building its own search index, but progress is slower than initially anticipated.

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Tech

Unleash Your Inner Color Wizard: The Poline Playground

2025-06-18
Unleash Your Inner Color Wizard: The Poline Playground

Embark on a color creation adventure in the Poline Playground! This interactive tool lets you explore the uncharted territories of color. Add and remove anchor points with the P and Delete keys, respectively, and use your browser's color picker to fine-tune your creations. Adjust hue, lightness, and saturation to craft unique color palettes. Experience the magic of Poline and unleash your imagination!

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Rust CUDA: Bringing High-Speed GPU Computing to Rust

2025-04-11
Rust CUDA: Bringing High-Speed GPU Computing to Rust

The Rust CUDA project aims to make Rust a top-tier language for extremely fast GPU computing using the CUDA Toolkit. It provides tools for compiling Rust to highly optimized PTX code and libraries for interfacing with existing CUDA libraries. Addressing past challenges in integrating Rust with CUDA, it offers a comprehensive suite of crates covering various aspects of the CUDA ecosystem, including GPU-side functions, CUDA driver API wrappers, and OptiX support for ray tracing. While still in early development, the project seeks to propel the Rust GPU computing industry forward.

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Development

178-Year-Old Anti-Slavery Scroll Unearthed in Massachusetts Archive

2025-07-06
178-Year-Old Anti-Slavery Scroll Unearthed in Massachusetts Archive

A retired teacher volunteering at the American Baptist archives in Groton, Massachusetts, stumbled upon a 178-year-old handwritten scroll, "A Resolution and Protest Against Slavery." Signed by 116 New England ministers in 1847, the 5-foot-long document had been presumed lost. Its discovery sheds light on the growing anti-slavery sentiment in the Northeast before the Civil War and highlights the Baptist church's internal divisions over the issue. The ministers' bold declaration, made at a time when many were hesitant to speak out, underscores their commitment to justice and freedom.

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Mt. Ontake: A Trek of Breathtaking Beauty and Sobering History

2025-04-23
Mt. Ontake: A Trek of Breathtaking Beauty and Sobering History

Mt. Ontake, one of Japan's 100 Famous Mountains, holds a poignant history. A 2014 eruption claimed 63 lives, a tragedy forever etched into the mountain's narrative. This account details a 2024 climb, highlighting the stunning views and challenging ascent of this 3067m peak. The author describes the various routes, transportation options, and the landscape's stark beauty. The post-eruption safety measures—improved shelters, increased signage—are emphasized, alongside memorials honoring the victims. It's a compelling blend of adventure and reflection, a reminder of nature's power and the importance of remembering the past.

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Antarctic Detector Picks Up Anomalous Signal: Unknown Particles from Deep Space?

2025-06-13
Antarctic Detector Picks Up Anomalous Signal: Unknown Particles from Deep Space?

The ANITA detector in Antarctica has detected anomalous cosmic ray signals that defy explanation by current particle physics models. These signals appear to originate from below, traveling upward in a direction opposite to what's expected, sparking intense scientific interest. Researchers have ruled out other known particles, suggesting the possibility of dark matter or a gap in our understanding of radio wave propagation in ice. A Penn State team is building a more powerful detector, PUEO, hoping to solve this cosmic mystery and further explore the enigma of cosmic rays.

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Game-Changing Papers & Blog Posts on Programming Languages

2025-05-14
Game-Changing Papers & Blog Posts on Programming Languages

This blog post lists several papers and blog posts that profoundly impacted the author's understanding of programming languages and compilers. Topics covered include garbage collection, code optimization, register allocation, regular expression engines, machine learning, SSA form, and compiler design. The author highlights the insightful approaches presented, such as using Z3 as a proof engine, leveraging fuzzing for bug detection, and efficient expression parsing techniques. The collection showcases the author's deep dive into the intricacies of programming language design and implementation.

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Development

Index: The SOTA Open-Source Browser Agent for Autonomous Web Tasks

2025-04-23
Index: The SOTA Open-Source Browser Agent for Autonomous Web Tasks

Index is a state-of-the-art open-source browser agent capable of autonomously executing complex web tasks. It leverages powerful LLMs like Anthropic's Claude and OpenAI's models, allowing users to issue prompts such as "go to ycombinator.com, summarize the first 3 companies in the W25 batch and make a new spreadsheet in Google Sheets." Index offers a serverless API for production use, an interactive CLI for local development, browser state persistence, and more. Its ease of use and powerful features make it ideal for automating web data extraction and complex web interactions.

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Development Browser Agent

Erlang Solutions Blog: Big Data in Healthcare, Digital Wallets, IoT Security, and Fintech Compliance

2025-04-17
Erlang Solutions Blog: Big Data in Healthcare, Digital Wallets, IoT Security, and Fintech Compliance

Erlang Solutions' latest blog posts cover cutting-edge topics across various tech sectors. They explore how big data transforms healthcare, focusing on predictive trends and data security using Erlang, Elixir, and SAFE. The blog also delves into the mechanics and benefits of digital wallets, shares experiences of women in the BEAM ecosystem highlighting the importance of inclusion, provides five practical IoT security tips, and finally, explains the upcoming fintech compliance act DORA, guiding businesses on how to comply. These posts aim to simplify understanding of tech trends and their business implications.

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Tech

Faster Java Startup with AOT Cache Profile Improvements

2025-05-11

This improvement significantly reduces Java application warmup time by collecting method execution profiles during application training runs and storing them in the AOT cache. At startup in production, the JIT compiler can immediately use these profiles to generate native code, eliminating the wait for profile collection and resulting in faster startup and peak performance. This technique requires no code changes and is compatible with existing AOT cache creation commands. Experiments show a 19% reduction in warmup time for a simple example program.

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Development AOT cache

Punk Rock's Epicenter Shifts to Tennessee

2025-06-03
Punk Rock's Epicenter Shifts to Tennessee

The world's largest punk rock archive, the iconic Maximum Rocknroll (MRR) collection, is moving from California to Middle Tennessee State University's Center for Popular Music. This eight-ton trove of punk history includes roughly 60,000 vinyl records, photos, zines, and documents spanning decades of global punk evolution. The move establishes MTSU as a leading center for punk research, with plans for public programming including listening parties and zine workshops to engage a wider audience and explore punk's cultural and social impact.

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Misc punk rock

Musk Shuts Down the Loan Office That Funded Tesla

2025-04-27
Musk Shuts Down the Loan Office That Funded Tesla

Elon Musk's Department of Government Efficiency is dismantling the Department of Energy's Loan Programs Office (LPO), which provided Tesla with a crucial $465 million loan in 2010. This move threatens the US clean energy and electric vehicle industries, jeopardizing numerous projects and increasing consumer costs. Companies like Kore Power and Freyr Battery have already canceled expansion plans due to loan freezes. Critics argue Musk is cutting the very program that helped him build his empire, undermining American competitiveness and displaying a profound lack of gratitude.

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Palatable Elemental Diet Shows Promise in Treating Gut Microbial Overgrowth

2025-04-24
Palatable Elemental Diet Shows Promise in Treating Gut Microbial Overgrowth

Cedars-Sinai researchers have developed mBiota Elemental, a palatable elemental diet (PED) that effectively reduces key gut microbiome taxa and improves symptoms in patients with small intestinal bacterial overgrowth (SIBO) and intestinal methanogen overgrowth (IMO). A clinical trial showed normalized breath tests and symptom relief in most participants, with no serious adverse events. The improved palatability of this PED addresses a major limitation of previous elemental diets, leading to high adherence rates. This non-antibiotic approach offers a potential new treatment option for SIBO and IMO.

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Ongoing Crustal Foundering Discovered Beneath the Sierra Nevada

2025-04-20
Ongoing Crustal Foundering Discovered Beneath the Sierra Nevada

Scientists have discovered unusual deep earthquakes beneath California's Sierra Nevada mountain range, much deeper than expected. Using seismic wave imaging, researchers revealed the ongoing process of lithospheric foundering, where Earth's crust is peeling away and sinking into the mantle. This finding not only explains the deep earthquakes but also offers new insights into continental formation and Earth's internal dynamics. The process could last millions of years and potentially impact landscape evolution.

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Trump's Tariffs: A Self-Inflicted Economic Wound?

2025-04-09
Trump's Tariffs: A Self-Inflicted Economic Wound?

This article analyzes the damaging effects of the Trump administration's protectionist trade policies, particularly the 'liberation day' tariffs, on American manufacturing. The author argues these tariffs stem from a misunderstanding of the Chinese economy and short-sighted strategy, rather than genuine national security concerns. Drawing on Clayton Christensen's theory of disruptive innovation, the article explains the decline of American manufacturing as a result of technological advancements and global competition. The author criticizes the government's attempt to revive domestic manufacturing through tariffs, deeming it inefficient and potentially harmful to national security interests. The article concludes with a call for more effective strategies beyond trade wars.

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Tech

AI Companions: Solving Loneliness or Creating a New Problem?

2025-04-23
AI Companions: Solving Loneliness or Creating a New Problem?

Harvard Business School research suggests AI chatbots can alleviate loneliness. However, this raises concerns: are we repeating a pattern of solving one problem by creating a potentially worse one? Similar to how fast food addressed hunger but led to obesity, AI companions might offer convenient companionship, but they can't replace genuine human interaction, potentially leading to addiction and social skill degradation. The suicide of a 14-year-old boy due to excessive reliance on an AI chatbot serves as a stark warning. We need to address the root causes of social isolation, investing in community building and human interaction, rather than relying on technology to fill the emotional void.

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AI

Deterministic Finite Automata Resonating with Physics Models

2025-04-25

This article details the construction of deterministic finite automata (DFAs) using simple rules based on fundamental computer science concepts like trees, edges, and binary strings. The author outlines a five-step process, resulting in two main DFA variations that resonate with physics models—one including black holes and white holes, the other only black holes. By mapping binary strings to physical phenomena (inflation, black holes, white holes, entropy), a model for cosmic evolution is proposed. Connections to quantum mechanics and other disciplines are explored, highlighting the deep interplay between computer science, mathematics, and physics.

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Chang'e 6 Finds Moon's Far Side Surprisingly Dry

2025-04-12
Chang'e 6 Finds Moon's Far Side Surprisingly Dry

Analysis of lunar samples returned by China's Chang'e 6 mission suggests the far side of the moon may be drier than the near side. Scientists examined 578 particles from the South Pole-Aitken basin, estimating water abundance at less than 1.5 micrograms per gram—lower than previous near-side findings. While more samples are needed for conclusive evidence, the dryness could be linked to the basin's formation or variations in water distribution. This finding is unlikely to significantly alter NASA's plans to land astronauts near the lunar south pole, where abundant water ice is expected to support future missions.

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Good Karma Kit: Donate Unused Computing Power for Good

2025-04-18

The Good Karma Kit is a Docker Compose project that leverages spare CPU, disk, and bandwidth on servers to contribute computing power to over ten public-good projects. It includes networking projects like Tor and i2p, distributed computing projects such as BOINC and Folding@home, internet archiving projects like ArchiveBox and Kiwix, and distributed storage projects like IPFS and Storj. Users can choose which projects to participate in and adjust resource allocation. The project aims to put idle resources to work for beneficial causes, offering leaderboards to incentivize participation. Some projects are non-profit, while others offer cryptocurrency rewards.

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Development

Instagram Now Supports 3:4 Aspect Ratio Photos

2025-05-30
Instagram Now Supports 3:4 Aspect Ratio Photos

Instagram now supports photos with a 3:4 aspect ratio, meaning uploads in this format will appear exactly as shot, according to Instagram head Adam Mosseri. He notes that most phone cameras default to this ratio. The update supports both single photo uploads and carousels, although square and 4:5 aspect ratios remain options. This follows Instagram's January move to rectangular profile grids, reflecting the increasing prevalence of vertical photos and videos.

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