AI's Energy Hunger: A Growing Concern

2025-05-20
AI's Energy Hunger: A Growing Concern

The rapid advancement of artificial intelligence presents a significant energy consumption problem. The article highlights that large language models and image generation models require massive amounts of electricity, much of which still comes from fossil fuels, resulting in substantial carbon emissions. Data centers are often located in areas with dirtier power grids and run around the clock, exacerbating the issue. While some tech companies pledge to increase renewable energy use, progress is slow. In the future, as AI applications become more prevalent and powerful, energy consumption will grow exponentially, demanding careful consideration of how to balance AI development with environmental protection.

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Tech

BSD kqueue: A Mountain of Technical Debt

2024-12-29

This article delves into the differences between BSD kqueue and Linux epoll in network programming. kqueue uses event filters, offering powerful functionality but lacking composability, leading to accumulating technical debt. Epoll, on the other hand, directly manipulates kernel handles, boasting greater composability and allowing for flexible monitoring of various kernel resources such as sockets, filesystem paths, and timers. The author argues that epoll's design is superior as it avoids the predicament of constantly adding new event filter types to kqueue with each new feature.

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Development network programming

HTTP/3's Divide: Hyperscale vs. Long Tail

2025-03-17
HTTP/3's Divide: Hyperscale vs. Long Tail

Despite HTTP/3 and its underlying QUIC protocol being standardized and widely used by major websites, native support in mainstream programming languages and open-source tools remains lacking. This article analyzes this paradox, arguing that its root cause lies in the internet's "two-tiered" structure: a vast gap exists between a few large tech companies ("hyperscale web") and the rest of the developers ("long tail web") in terms of resources and technological capabilities. Hyperscale players have the resources to quickly adopt new technologies, while the long tail is constrained by the update speed and compatibility issues of open-source tools. OpenSSL's handling of QUIC further exacerbates this divide. The author calls for attention to this issue to prevent the benefits of technological progress from being monopolized by a select few.

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Development

Atari 1200XL: The Short-Lived 8-Bit Champion

2025-04-17
Atari 1200XL: The Short-Lived 8-Bit Champion

The Atari 1200XL, the third in Atari's 8-bit computer line, aimed to replace the increasingly expensive Atari 800 and compete with the Commodore 64. Featuring 64K RAM and a sleek 1980s design, its $800 price tag and incompatibility with popular software like Letter Perfect doomed it to a short lifespan, discontinued after only six months. Despite this, its excellent keyboard and fixable compatibility issues make it a sought-after collectible today, even retaining practical use.

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Hardware 8-bit

Android Tightens FRP: Bypassing Setup Wizard Triggers Forced Factory Reset

2025-05-13
Android Tightens FRP: Bypassing Setup Wizard Triggers Forced Factory Reset

Google is bolstering Android's Factory Reset Protection (FRP) to combat phone theft. The enhancement detects setup wizard bypass attempts and forces a second factory reset, preventing unauthorized use until previous ownership is verified via Google account or screen lock. This significant security upgrade in Android builds upon the improvements in Android 15, addressing previously unblocked bypass methods. The feature is expected later this year, possibly within an Android 16 Quarterly Platform Release (QPR).

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Tech Anti-theft

LLM-Assisted Coding: Productivity Gains at the Cost of Intelligence?

2025-03-16

The author shares their experience with using LLM-assisted coding tools like GitHub Copilot, revealing that while they boost productivity, they can also lead to forgetting fundamental knowledge and over-reliance on the tool, ultimately hindering problem-solving abilities. The author suggests treating LLMs as learning aids rather than code generators, critically evaluating their output and focusing on understanding underlying principles to truly benefit.

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(eli.cx)
Development programmer skills

Optimal Mastermind Strategy: Maximizing Information Entropy

2025-08-28

This article explores an optimal strategy for playing Mastermind, leveraging information theory. The core idea is to always choose the guess with the highest entropy – the guess that provides the most information on average. By calculating the remaining possible codes after each guess and using the entropy formula, the optimal guess can be determined. Simulations show this strategy solves Mastermind in an average of 4.47 guesses, comparable to other algorithms and approaching the theoretical limit. The article also notes that calculating the remaining possible codes is an NP-complete problem, making the computational cost significant as code length and color options increase.

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Mailspring: A Faster, Leaner, Open-Source Email Client

2025-02-03
Mailspring: A Faster, Leaner, Open-Source Email Client

Mailspring, a new iteration of Nylas Mail maintained by one of the original authors, is faster, leaner, and available now! It replaces Nylas Mail's JavaScript sync code with a new C++ sync engine based on Mailcore2, using roughly half the RAM and CPU. Its near-zero CPU idle wake-ups translate to significant battery life improvements. It also boasts a revamped composer and other new features. The UI is open source (GPLv3), built with TypeScript, Electron, and React, and features a plugin architecture for easy extension. The sync engine, also open source (GPLv3) and written in C++ and C, runs locally. Powerful features include a unified inbox, snooze, send later, mail rules, templates, and more. Mailspring Pro, a paid subscription, adds features like link tracking and read receipts.

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Three High-Performance RISC-V Processors on the Horizon

2025-07-27
Three High-Performance RISC-V Processors on the Horizon

Several high-performance RISC-V processors are slated for release in the latter half of 2025: the UltraRISC UR-DP1000, Zhihe A210, and SpacemIT K3. While details are still emerging, the UR-DP1000, an octa-core 64-bit RISC-V SoC, will power Shenzhen Milk-V Technology's Titan mini-ITX motherboard. The Zhihe A210 boasts impressive AI inference capabilities, reaching up to 12 TOPS (INT8). The SpacemIT K3, based on the X100 core, offers strong vector computing performance. While full specifications are yet to be released, these processors represent significant advancements in the RISC-V ecosystem and are expected to become available in 2026.

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Hardware Processors

American Airlines CEO: No AI-powered Price Gouging

2025-07-25
American Airlines CEO: No AI-powered Price Gouging

American Airlines CEO Robert Isom stated that the company will not use AI to manipulate ticket prices in a way that would deceive customers. This contrasts sharply with Delta Air Lines' approach of using AI to optimize pricing. Isom emphasized the importance of consumer trust and stated that American Airlines will not employ bait-and-switch tactics. While AI will be used to improve operational efficiency, it will not be used for price manipulation. Currently, American Airlines shares are down 8%, and have lost about one-third of their value this year.

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Tech

Bluesky Blocks Mississippi: Defying Strict Age Verification Laws

2025-08-23
Bluesky Blocks Mississippi: Defying Strict Age Verification Laws

Social media platform Bluesky announced it's blocking all Mississippi IP addresses in protest of a recent Supreme Court decision upholding the state's strict age verification law. Bluesky argues the law's requirements—identifying and tracking all users under 18 and demanding sensitive personal information from all users—are impossible to meet with current resources and disproportionately harm smaller platforms and free speech. This makes Bluesky the first major platform to take such drastic action in response to the law.

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Tech

Run Python like a Local Function in Go: No CGO, No Microservices

2025-09-16
Run Python like a Local Function in Go: No CGO, No Microservices

pyproc is a Go library enabling you to call Python functions as if they were local, eliminating the need for CGO or microservices. Leveraging Unix Domain Sockets for inter-process communication, it offers zero network overhead, process isolation, and true parallelism to bypass Python's GIL. Ideal for integrating existing Python ML models, data processing, and gradually migrating from Python microservices to Go, pyproc boasts high performance handling thousands of requests per second.

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Modern LaTeX: A Quick Start Guide

2025-05-05
Modern LaTeX: A Quick Start Guide

Tired of outdated LaTeX tutorials? This modern guide provides a quick start, ditching the obsolete knowledge of the 90s and focusing on practical tips. It includes a PDF download link and detailed instructions on installing LuaLaTeX, configuring fonts (like Garamond Premier, Neue Haas Grotesk, etc.), and using latexmk or manual compilation. The guide also encourages reader contributions and suggestions.

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Development

Supercharge Your MIDI Controllers with Perl

2025-04-10
Supercharge Your MIDI Controllers with Perl

This article demonstrates enhancing MIDI controllers using Perl modules to create real-time filters for MIDI events, achieving diverse sound effects. The author developed modules like MIDI::RtController, allowing for concise code to control MIDI devices. Several code examples showcase adding filters, delaying MIDI messages, and building custom filters (e.g., a stair-step filter), with audio examples illustrating the results. The article also explains how to list available MIDI devices and utilize existing tonal and drum filters. A fun project for any musician or programmer!

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Development

DIY 10MHz-15GHz VNA: Outperforming Cheap Commercial Models

2025-04-15
DIY 10MHz-15GHz VNA: Outperforming Cheap Commercial Models

The author designed and built a 10MHz-15GHz vector network analyzer (VNA) that outperforms all existing low-cost VNAs. This four-receiver VNA supports advanced calibration methods like unknown-thru calibration and boasts over 120dB isolation. The article details the design process, covering architecture, directional couplers, receiver, ADC, FPGA, PCB design, and CNC-machined enclosure. Testing demonstrates excellent measurement accuracy and stability, accurately characterizing devices like bandpass filters and varactor diodes. While couplers require manual assembly, the total component cost is around $300 (excluding taxes and shipping), showcasing exceptional value.

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23andMe Bankruptcy: 15% of Users Delete Data Amidst Regeneron Acquisition

2025-06-11
23andMe Bankruptcy: 15% of Users Delete Data Amidst Regeneron Acquisition

Following its bankruptcy filing, 23andMe revealed that 1.9 million users (about 15% of its customer base) have requested deletion of their genetic data. This surge in data deletion requests stems from concerns over data security following the company's bankruptcy auction, where pharmaceutical giant Regeneron acquired 23andMe for $256 million. While Regeneron pledged to uphold privacy practices, over two dozen states have sued, arguing that 23andMe cannot sell customer data without explicit consent. This comes after a months-long data breach affecting 6.9 million users last year. The court is expected to finalize the sale in late June.

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Tech

arXivLabs: Community Collaboration on arXiv Feature Development

2025-08-30
arXivLabs: Community Collaboration on arXiv Feature Development

arXivLabs is an experimental framework enabling collaborators to develop and share new arXiv features directly on the website. Participants, individuals and organizations alike, embrace arXiv's values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only partners with those who share them. Got an idea for a valuable community project? Learn more about arXivLabs!

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Development

P vs. PSPACE: Is Space Computationally More Powerful Than Time?

2025-05-21
P vs. PSPACE: Is Space Computationally More Powerful Than Time?

A central question in complexity theory is the relationship between the complexity classes P and PSPACE. P encompasses problems solvable in reasonable time, while PSPACE deals with space complexity. The prevailing belief is that PSPACE is larger than P, due to space's reusability unlike time. Proving this requires demonstrating problems in PSPACE unsolvable in polynomial time. The article recounts the 1975 breakthrough by Hopcroft, Paul, and Valiant, showing space's slight advantage over time, but progress stalled. Ryan Williams' work finally broke the deadlock, offering fresh insights into resolving the P vs. PSPACE problem.

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Development

arXivLabs: Experimenting with Community Collaboration

2025-09-02
arXivLabs: Experimenting with Community Collaboration

arXivLabs is an experimental framework enabling collaborators to build 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. Have an idea to enhance the arXiv community? Learn more about arXivLabs.

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Development

The Original INTERCAL-72 Compiler Source Code Rediscovered

2025-06-02
The Original INTERCAL-72 Compiler Source Code Rediscovered

The original source code for the INTERCAL-72 compiler, created by Don Woods and Jim Lyon at Princeton in 1972, has been rediscovered and made public. INTERCAL, a notorious esolang (esoteric programming language), intentionally subverts conventional programming practices with its bizarre syntax and counter-intuitive design. This rediscovery allows programmers to experience firsthand this legendary language and understand its significant influence on the evolution of esoteric programming languages.

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TikTok Experiment: My Rabbit and the Robot Cat

2025-05-26
TikTok Experiment: My Rabbit and the Robot Cat

A researcher's TikTok experiment, introducing a robot cat to her rabbit, unexpectedly led her down the rabbit hole of animal-robot interaction (ARI) research. The rabbit showed zero interest, and other pets' reactions varied. This sparked reflections on how animals understand and respond to robots, leading to explorations in ARI, revealing surprising parallels with human-robot interaction (HRI) but also ethical dilemmas, such as manipulating animal behavior with robots. The TikTok videos, contrary to expectations, didn't generate a robust discussion about the robot-pet relationship, instead prompting deeper introspection into animal welfare and human-robot relationships. The ethical implications of using robots to manipulate animals, particularly in industrial or military contexts, are highlighted, along with the emotional responses of both the researcher and viewers.

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The Rise of AI Dev Tools: End of Front-End Development?

2025-04-15
The Rise of AI Dev Tools: End of Front-End Development?

Two years ago, predictions emerged that AI would replace human software developers. Today, AI tools play an increasingly important role in software development, but they function more as assistants than replacements. While AI can generate code, human developers are still needed for guidance, editing, and refinement. Many attempts to completely replace developers with AI have failed, as AI struggles with complex tasks and subtle errors. AI tools boost efficiency but don't eliminate the need for human developers. The current challenging job market is partly due to macroeconomic factors and misconceptions about AI, not AI actually replacing developers. The future likely involves closer collaboration between AI and human developers, achieving a synergistic effect.

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Development

Microsoft Bets Big on India's AI Future: A $3 Billion Investment

2025-01-07
Microsoft Bets Big on India's AI Future: A $3 Billion Investment

Microsoft CEO Satya Nadella announced a $3 billion investment in India to expand its AI and Azure cloud services, leveraging India's massive population to fuel revenue growth. The plan includes training 10 million Indians in AI skills. This investment will build a scalable AI computing ecosystem for Indian startups and researchers, highlighting the intense competition among tech giants for the Indian market and its potential as a leading developer hub.

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Tech

Compiling a Tiny Functional Language to LLVM: A Simple Calculator Example

2025-09-23

This article details the process of compiling a small functional language to LLVM. Starting with a basic calculator language, the author progressively builds a lexer, parser, and LLVM code generator. The article thoroughly explains each step, including parsing with the megaparsec library, generating LLVM IR code using llvm-hs-pure and llvm-hs-pretty, and finally compiling and running the result. Through this example, readers can learn how to translate functional language features (such as pattern matching) into LLVM IR and how to use LLVM for code generation and compilation.

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Development Functional Language

Robots Learn to Identify Objects by 'Blindly' Feeling Them

2025-05-13
Robots Learn to Identify Objects by 'Blindly' Feeling Them

Researchers from MIT, Amazon Robotics, and the University of British Columbia have developed a new technique enabling robots to learn an object's weight, softness, or contents using only internal sensors—no cameras or external tools needed. By picking up and gently shaking an object, the robot infers properties like mass and softness. The technique uses simulations of the robot and object, analyzing data from the robot's joint encoders to work backward and identify object properties. This low-cost method is particularly useful in environments where cameras are ineffective (like dark basements or post-earthquake rubble) and is robust in handling unseen scenarios. Published at the International Conference on Robotics and Automation, this research promises to improve robot learning, enabling faster development of manipulation skills and adaptation to changing environments.

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Unlocking Intrinsic Motivation: The Secret to Effortless Learning

2025-04-29
Unlocking Intrinsic Motivation: The Secret to Effortless Learning

The author recounts a dramatic shift in their learning experience, from complete lack of motivation to intense focus. They attribute this transformation to 'intrinsic motivation,' the drive stemming from the inherent enjoyment of an activity. The piece delves into Self-Determination Theory (SDT), explaining how autonomy, competence, and relatedness impact intrinsic motivation. Research reveals that rewards can sometimes backfire, while autonomy and positive feedback boost it. The author connects personal experiences with research, illustrating how to cultivate intrinsic motivation and exploring the complex relationship between competition and intrinsic motivation.

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Imapsync: Your IMAP Migration and Backup Solution

2025-02-12

Imapsync is a command-line tool for incremental and recursive IMAP transfers between mailboxes, anywhere on the internet or your local network. It supports Windows, Linux, and Mac OS X, and efficiently handles interrupted transfers. Imapsync doesn't migrate contacts and calendars, but offers alternatives and robust professional support. Starting at €60, it includes a 30-day money-back guarantee. In 2024, it handled over 200 million mailbox transfers, demonstrating its power and extensive user base.

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Development email migration backup

The John McPhee Method: A Deep Dive into Nonfiction Writing

2025-08-26

This article details the writing process of renowned author John McPhee, emphasizing a meticulous, multi-stage approach. He begins by accumulating extensive notes from research and interviews, meticulously organizing them into thematic buckets. Structure is then carefully crafted before any actual writing commences. This avoids writer's block and allows for a smoother, more efficient writing process. The author also shares their adaptation of the McPhee method, using Emacs' org-mode for streamlined note management.

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Development Note Organization

Solving a Layton Puzzle Elegantly with Prolog

2025-04-08
Solving a Layton Puzzle Elegantly with Prolog

The author rewrote the chapter on logic programming languages in their book "Logic for Programmers", showcasing Prolog's power with a 'Layton-style' puzzle. The puzzle involves deducing the fourth student's score based on the scores of the first three. Using concise Prolog code (just 15 lines!), the author elegantly solves the problem, leveraging Prolog's pattern matching and bidirectionality to find all possible answer keys, ultimately determining the fourth student's score as 6. A comparison is made to a longer, less efficient solution. While the author argues against using puzzles for teaching, this example demonstrates Prolog's practical application potential.

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Development Puzzle Solving

Xerox's $1.5B Gamble: Acquiring Lexmark in a Shrinking Print Market

2025-07-02
Xerox's $1.5B Gamble: Acquiring Lexmark in a Shrinking Print Market

In a surprising move, Xerox has acquired Lexmark for $1.5 billion, a deal that includes debt and liabilities. This acquisition pulls Lexmark from Chinese ownership and into a restructured Xerox, positioning the company as a top player in print services. However, in a world increasingly dominated by digital workflows, Xerox's bet on the declining print market is a risky one. While Lexmark brings a strong global presence and managed services business, the success of this merger hinges on the continued relevance of paper documents in industries like healthcare and finance. It's a bold gamble in a fading industry, a fight for dominance in the remaining enterprise printing sector.

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Tech M&A
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