2024: Finding Hope Amidst Adversity

2024-12-30
2024: Finding Hope Amidst Adversity

2024 presented the world with numerous challenges: ongoing wars, extreme weather events, and political polarization. Yet, glimmers of hope emerged. Chad eradicated sleeping sickness, the US approved groundbreaking new drugs, research showed even small changes can positively impact health, athletes achieved new records, and progress was made in climate change, such as a decrease in ozone-depleting substances and new carbon capture technologies. Even amidst devastation, humanity demonstrated resilience and mutual support.

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AWS Free Tier Overhaul: Credit-Based System Arriving July 15, 2025

2025-07-12
AWS Free Tier Overhaul: Credit-Based System Arriving July 15, 2025

AWS is dramatically changing its Free Tier starting July 15, 2025. The 12-month free trial is being replaced with a credit-based system offering up to $200 in credits for new users, earnable through various activities. However, this comes with limitations: a maximum 6-month duration, automatic account closure after expiration, and restricted service access. Existing users are unaffected. New users should create accounts before July 15th for the 12-month free tier, or after that date, carefully choose between the Free and Paid plans, monitoring credit usage to avoid account closure.

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Apple Wallet Ads for F1 Movie Spark User Backlash

2025-06-24
Apple Wallet Ads for F1 Movie Spark User Backlash

Apple is facing user backlash after its Wallet app pushed notifications advertising a $10 discount on Fandango for the F1 movie. iPhone users are upset about receiving marketing promotions within a built-in utility. While the film uses Apple technology, including iPhone parts in its cameras, users don't want ads in their apps. An upcoming iOS 26 beta update will include a toggle to disable these promotions, suggesting Apple plans to increase such marketing. This reminds many of the infamous U2 album automatically added to iTunes years ago. The negative reaction highlights Apple users' aversion to unwanted ads on their devices.

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Tech

The Coleco Adam: A Cautionary Tale of 80s Tech Failure

2025-06-06
The Coleco Adam: A Cautionary Tale of 80s Tech Failure

Coleco's 1983 attempt to break into the burgeoning home computer market with the Coleco Adam ended in spectacular failure. Despite initial hype and anticipation, the Adam fell short, plagued by high and fluctuating prices, delayed releases, a high defect rate, unreliable data storage (data packs prone to unraveling and erasure), and a poorly designed printer (with the power supply integrated, rendering the entire system unusable if it failed). Stiff competition from the Commodore 64 also proved insurmountable. The Adam's failure cost Coleco nearly $50 million and ultimately contributed to the company's demise in 1988. The story serves as a cautionary tale: even a well-conceived product can fail without strong execution and market strategy.

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Tech 80s Tech

It's Time to Stop Building KV Databases

2025-03-25
It's Time to Stop Building KV Databases

The author argues that Key-Value databases are overly simplistic and lack expressive power, making them painful to use. While popular among storage engine vendors, KV databases are merely building blocks for reasonable data models, forcing users to build these models from scratch, often with suboptimal results. The author proposes a middle ground: an embedded database with typed records, separating logical and physical schemas but writing queries against the physical schema. This avoids complex query planners, supports asynchronous schema changes and layout switching. This approach balances data independence with the simplicity needed for embedded systems, offering a compelling alternative to both simple KV stores and the complexities of full-blown relational databases.

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Development

Raspberry Pi E-Ink Commute & Weather Tracker: Closing the Agency Gap

2025-03-29
Raspberry Pi E-Ink Commute & Weather Tracker: Closing the Agency Gap

The author built a Raspberry Pi-powered e-ink display that shows real-time subway arrival times and weather forecasts, solving a daily morning commute problem. The device displays date, time, upcoming F & G train arrivals for the next 30 minutes, and a 12-hour weather forecast. The project details cover hardware and software design, including data acquisition from the MTA API, display engine, and update strategies to minimize screen flickering and ghosting. The final product is aesthetically pleasing and functional, loved by the author's wife, successfully bridging the 'agency gap'.

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Hardware E-ink

Former Facebook Exec's Memoir: Reckless Expansion, Global Consequences

2025-03-30
Former Facebook Exec's Memoir: Reckless Expansion, Global Consequences

Sarah Wynn-Williams' new book, *Careless People*, exposes the inner workings of Facebook's expansion, detailing how its leadership ignored warnings about the platform being used to incite violence and political manipulation. The book recounts Facebook's disregard for warnings from Myanmar, India, and other countries regarding hate speech and violent incidents, as well as ethical concerns surrounding the Internet.org project, ultimately leading to severe global consequences. While omitting some details, the memoir offers a first-hand account of Facebook leadership's indifference to real-world consequences and its self-serving expansion model.

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Tech

The Bitter Truths of Computer Science: Dijkstra's 1975 Cry

2025-03-11

In 1975, Turing Award winner Edsger Dijkstra published a scathing critique of the computer science field. He bluntly criticized the flaws of programming languages like COBOL, PL/I, and BASIC, and the academic world's silence on these issues. He argued that poor programming languages and methodologies were harming the intellectual integrity of computer science and predicted the risks of over-reliance on IBM systems. This article remains a powerful call for reflection on balancing technological advancement with scientific rigor and honesty.

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Development

Unintuitive Optimization: Speeding Up Path Unions in Skia

2025-01-01
Unintuitive Optimization: Speeding Up Path Unions in Skia

The author encountered performance bottlenecks when performing path union operations on a large number of vector graphics paths using Skia. The initial naive approach of iteratively uniting paths was slow, and while Skia's path builder offered optimization, it wasn't fast enough. Deep diving into Skia's path operation internals revealed that the number of curves in each path significantly impacted performance. By dividing the path union into smaller intervals and recursively applying a divide-and-conquer strategy, the author achieved a significant speedup, ultimately surpassing Skia's default method. Surprisingly, increasing the number of union operations through this method resulted in faster processing.

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Invariants: A Powerful Tool for Writing Correct Code

2025-01-12

This article explores the concept of 'invariants' in programming and their applications. Starting with a small example—writing a binary search variation that computes the insertion point—the author demonstrates how defining and maintaining invariants leads to correct code. Invariants, the article explains, are properties that hold true throughout a system's dynamic evolution, simplifying reasoning by avoiding the complexities of considering numerous execution paths. Examples from projects like Cargo, rust-analyzer, and TigerBeetle illustrate the benefits of using invariants in large systems, such as improved maintainability and performance. The author concludes by summarizing the importance of invariants in both small-scale and large-scale programming, highlighting their value in writing correct and efficient code.

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ESET Recommends Linux as Windows 10 Support Ends

2025-01-05
ESET Recommends Linux as Windows 10 Support Ends

With the end of Windows 10 support looming, ESET warns of significant security risks for millions still using the OS. They recommend upgrading to Windows 11, but suggest a Linux distribution as an alternative for older hardware that can't be upgraded. The article also discusses the high cost of Microsoft's Extended Security Updates (ESU) for Windows 10 and the potential for cybercriminals to exploit this situation.

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Musk's Efficiency Push: Replacing Thousands of Employees with a Chatbot

2025-03-09
Musk's Efficiency Push: Replacing Thousands of Employees with a Chatbot

Elon Musk's Department of Government Efficiency is undertaking what experts call the largest job cut in American history, attempting to fill the resulting void with a proprietary chatbot called GSAi. Deployed to 1,500 employees at the US General Services Administration (GSA), GSAi is intended to handle "general" tasks like drafting emails and summarizing text. However, employee feedback suggests the chatbot is limited, performing at the level of an intern and producing "generic and guessable answers." Notably, GSAi was in development before Musk's involvement, with other government agencies exploring similar chatbot projects that were shelved due to technical issues. The rushed deployment of GSAi raises questions about its effectiveness and the value of the skills of the employees who were laid off.

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Tech

LightCell: A Revolutionary Light-Powered Engine

2025-01-17

LightSail Energy is developing a revolutionary engine called LightCell that generates electricity using monochromatic light emitted from hot sodium produced by burning hydrogen or other fuels. This engine cleverly combines thermophotovoltaics, an optical cavity, and a ceramic heat exchanger to recycle waste heat, achieving up to 40% energy conversion efficiency. The core technology utilizes 2.1eV photons from sodium atomic transitions, captured efficiently by precisely designed bandgap-tuned photovoltaic cells. LightCell boasts high energy density, low noise, and modularity, promising a breakthrough in future energy.

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Millions of Monkeys Typing: Behind the Scenes of a Billion-Word Project

2025-05-01
Millions of Monkeys Typing: Behind the Scenes of a Billion-Word Project

The monkeys.zip website, featuring thousands of virtual monkeys typing away, has generated over 6 billion words, completing over 75% of Shakespeare's works! The author details the site's architecture: a 15-second 'Tick' mechanism dividing data generation, storage, and database updates into four steps, using sfc32 for deterministic random number generation. Redis caching and database sharding optimize performance. Challenges and future improvements, such as upgrading the server for faster typing speeds, are also discussed.

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Development backend architecture

JSON: A Pragmatic Choice for Machine-Readable Output on Unix

2025-02-24

The author advocates for using JSON as the machine-readable output format, based on their experience deleting emails from a Postfix mail queue. While not perfect, JSON offers several practical advantages on Unix systems: clarity, broad compatibility, extensive tool support, and easy conversion to other formats. For new programs, the author suggests that using only JSON is the simplest approach, avoiding the complexities of designing custom formats and promoting interoperability between Unix programs.

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Model Context Protocol (MCP): A USB-C for AI

2025-03-26

The Model Context Protocol (MCP) is an open protocol standardizing how applications provide context to LLMs. Think of it as a USB-C port for AI: it connects AI models to various data sources and tools. The Agents SDK supports MCP, enabling the use of diverse MCP servers to equip Agents with tools. MCP servers come in two types: stdio servers (local) and HTTP over SSE servers (remote). Caching the tool list minimizes latency. Complete examples are available in the examples/mcp directory.

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AI

Database Design Principles: The Truth is Out There

2025-05-19

This article delves into the core principles of database design, highlighting their importance in accurately reflecting business reality. The author criticizes the lack of formal training in database design among software developers, leading to widespread use of ad-hoc methods and resulting data anomalies and inconsistencies. Several database design principles are listed, including the Principle of Orthogonal Design, Principle of Expressive Completeness, and Principle of Full Normalization. The author introduces a new principle, the Principle of Essential Denotation, emphasizing the use of natural keys to identify relations and avoid the semantic disconnect caused by surrogate keys. Using SQL code examples, the author demonstrates how adhering to these principles avoids the high cost of poor design, ultimately building accurate and reliable information systems.

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Development data modeling

Amtrak's Rail Revolution: A Once-in-a-Lifetime Transformation

2025-08-08
Amtrak's Rail Revolution: A Once-in-a-Lifetime Transformation

Amtrak is capitalizing on a unique opportunity to revolutionize rail travel in the US. By modernizing, upgrading, and expanding its trains, stations, and infrastructure, Amtrak is responding to the growing demand for rail journeys. Offering unforgettable experiences to over 500 destinations across 46 states and parts of Canada, Amtrak invites you to learn more at Amtrak.com, download the app, connect on X, Instagram, Facebook, and LinkedIn, and join Amtrak Guest Rewards for free points towards reward travel, upgrades, lounge access, and more.

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Devenv Simplifies Rust Application Packaging in Nix

2025-08-23
Devenv Simplifies Rust Application Packaging in Nix

Devenv solves the problem of choosing a Rust application packaging tool in Nix. It simplifies development environment configuration with `languages.rust.enable`, providing tools like cargo and rustc. `languages.rust.import` uses crate2nix to package applications, eliminating the need for developers to choose between crate2nix, cargo2nix, and other tools. This unified interface extends to other languages, such as Python using uv2nix. Devenv automatically generates Nix expressions, streamlining the packaging and deployment of Rust applications and improving developer efficiency.

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Development

The Robot Dance: A Co-evolution of Technology and Art

2024-12-15
The Robot Dance: A Co-evolution of Technology and Art

This article explores the evolution of the robot dance in art and technology. Starting with Kraftwerk's song "We Are the Robots," the author traces the shift in dance styles from mechanical to organic, and the human fascination with the machinic aesthetic. The author points out that modern robots have transcended traditional robotic movements, exhibiting more fluid and lifelike motions. This shift reflects the co-evolution of technology and art, and humanity's perception of machinery has transformed from initial fear and alienation to closeness and acceptance.

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AI robots art

Back to 2007: A Retro Web Dev Adventure

2025-05-31
Back to 2007: A Retro Web Dev Adventure

Tired of the complexities of modern web development, a seasoned programmer decided to go back to basics. He built a simple ranking system using Sinatra, Sequel, and SQLite, rediscovering the joy of web development from 2007. No complex MVC frameworks, no massive databases, just lightweight code and fast responses. He cleverly leveraged the performance of modern hardware, achieving satisfying results with the simplest technology. This brought back the lost joy of programming and rekindled his passion for coding.

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Century-Old Math Conjecture Overturned: New Knot Theory Discovery

2025-09-04
Century-Old Math Conjecture Overturned: New Knot Theory Discovery

Mathematicians have overturned a long-held conjecture in knot theory. It was believed that connecting two different knots would result in a new knot with complexity equal to the sum of the individual knots' complexities. However, researchers recently found a knot simpler than the sum of its parts. This discovery challenges our understanding of knot complexity and offers new insights into fields like protein folding and molecular stability.

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Titan's Lakes May Harbor Precursors to Life

2025-09-10
Titan's Lakes May Harbor Precursors to Life

NASA research suggests that vesicle-like compartments, crucial for early life, could spontaneously form in the lakes of Saturn's moon Titan. Unlike Earth, Titan's lakes are filled with liquid hydrocarbons, not water. A new study details how amphiphilic molecules, under Titan's unique atmospheric and chemical conditions, might self-assemble into stable vesicles—a key step in protocell formation. This process mirrors early Earth's life origins but in a vastly different environment. NASA's upcoming Dragonfly mission, while not directly searching for vesicles, will explore Titan's surface composition and habitability, potentially shedding light on this exciting possibility and reshaping our search for extraterrestrial life.

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Tech Vesicles

arXivLabs: Experimenting with Community Collaboration

2025-04-02
arXivLabs: Experimenting with Community Collaboration

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

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Development

Trump Tax Bill Signed Amidst Republican Celebration

2025-07-04
Trump Tax Bill Signed Amidst Republican Celebration

Amidst joyous celebrations, Republicans signed their signature tax and spending bill. House Speaker Mike Johnson, overcome with emotion, expressed his belief in America and praised the bill as an audacious plan. Republican leadership lauded President Donald Trump, crediting his agenda and the White House's influence as crucial to the bill's passage. The signing ceremony was filled with selfies, Trump-esque poses, and even featured lawmakers mimicking Trump's signature dance moves.

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Building Software Fast: Lessons Learned

2025-07-14

This post details lessons learned about building software quickly. The author advocates for setting realistic quality goals based on project needs, emphasizing a 'rough draft' approach where a functional prototype is built first, then refined. Strategies include simplifying requirements, avoiding distractions, and making small, focused code changes. The author also highlights valuable skills like code reading, data modeling, scripting, and debugging, and the effective use of LLMs to accelerate development. It's a practical guide for developers aiming to improve efficiency and deliver high-quality software.

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Development

A Hierarchical Approach to Programming Languages and Multi-Language Development

2025-03-16
A Hierarchical Approach to Programming Languages and Multi-Language Development

The author proposes a four-level hierarchy for classifying programming languages based on typing and compilation: interpreted dynamically typed (e.g., JavaScript), interpreted statically typed (e.g., TypeScript), compiled with automatic memory management (e.g., Go), and compiled with manual memory management (e.g., Rust). The author argues that choosing the right level for different needs is crucial and proposes a language set comprising Rust, RustGC (a level 2/3 hybrid), and RustScript (level 4) to improve development efficiency and code performance. This set shares syntax and allows seamless calls between different levels, addressing issues of maintaining different toolsets and training personnel. The ultimate goal is to improve programming efficiency and code quality.

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MIT Study: ChatGPT Causes Cognitive Decline in Essay Writing

2025-09-03
MIT Study: ChatGPT Causes Cognitive Decline in Essay Writing

An MIT study reveals that using ChatGPT for essay writing leads to measurable cognitive harm. EEG scans showed weakened neural connectivity, impaired memory, and reduced sense of authorship in students who repeatedly used the AI. Even with high-scoring essays, the brain's engagement was significantly reduced. The study found that LLMs cause under-engagement of critical brain networks, and even after ceasing AI use, cognitive function doesn't fully recover. This 'cognitive offloading' leads to long-term impairment of learning and creativity.

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AI

Mergeable: A Superior Inbox for GitHub Pull Requests

2025-05-12
Mergeable: A Superior Inbox for GitHub Pull Requests

Mergeable is a browser application designed to improve the management of GitHub Pull Requests. It lets users organize PRs into sections using flexible search queries, stores all data locally in the browser, supports keyboard shortcuts for quick navigation, and connects to multiple GitHub instances (including GitHub Enterprise). Crucially, it highlights PRs awaiting your action, all without needing any GitHub app installations. Try the public instance at https://app.usemergeable.dev or self-host using the documentation at https://www.usemergeable.dev.

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Development

NYC Comptroller Arrested in Immigration Court

2025-06-17
NYC Comptroller Arrested in Immigration Court

New York City Comptroller Brad Lander was arrested Tuesday morning inside a Lower Manhattan immigration court by masked federal agents while escorting a man from his court appearance. Lander linked arms with the man, refusing to release him as agents attempted to pull him away. Lander repeatedly demanded a warrant and asserted the agents lacked authority to arrest US citizens. The incident occurred amidst heightened federal activity targeting immigrants leaving court hearings. Lander, a mayoral candidate, framed his actions as a defense of the rule of law and a criticism of his opponents' approaches to immigration issues. Recent similar incidents involving other politicians underscore the escalating tension surrounding immigration enforcement.

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Politics
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