DOTS: A 100+ Year Digital Archive Solution

2025-01-02

Group 47's DOTS (Digital Optical Technology System) offers a revolutionary approach to long-term digital data archiving. Promising a lifespan exceeding 100 years, DOTS utilizes non-magnetic, chemically inert media impervious to electromagnetic fields, including EMP. Its low-cost, environmentally friendly design requires no demanding climate control, functioning reliably in standard office environments (15º to 150º F). Uniquely, DOTS employs a visually readable format; with magnification, the digital information itself is visible, ensuring recoverability even decades later. Unlike magnetic tapes and hard drives demanding costly, frequent data migrations to prevent data loss, DOTS provides a stable, reliable solution for preserving legal, cultural, and historical data for generations to come.

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Ukraine's Drone War: AI Navigation vs. Electronic Warfare

2025-06-03
Ukraine's Drone War: AI Navigation vs. Electronic Warfare

The war in Ukraine has spurred rapid advancements in drone technology. Faced with powerful Russian electronic warfare jamming, Ukraine and Western companies have collaborated to develop AI-navigated drones capable of autonomously navigating to targets even when GPS signals are blocked. For example, the Estonian company KrattWorks' Ghost Dragon drone utilizes a neural network–driven optical navigation system, allowing it to identify landmarks and autonomously locate itself. This has not only enhanced the Ukrainian military's capabilities but also demonstrated the significant battlefield role of low-cost drones, transforming the dynamics of warfare.

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Tech

C to FlipJump: A Minimalist RISC-V Virtual Machine

2025-01-17
C to FlipJump: A Minimalist RISC-V Virtual Machine

The c2fj project is a compiler that translates C code into FlipJump, a minimalist instruction set virtual machine. It first compiles C code into a RISC-V ELF file, then translates RISC-V instructions into FlipJump instructions, and finally runs the resulting FlipJump program. This process cleverly leverages FlipJump's space optimization, allowing for efficient compilation even of large C codebases. c2fj supports various compilation flags and provides Makefile support for complex projects. It also includes a minimal C library implementing necessary system calls such as `exit`, `getc`, `putc`, and `sbrk`.

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Development

Cannabis Use Linked to Reduced Brain Function in Young Adults: Largest Study Yet

2025-01-30
Cannabis Use Linked to Reduced Brain Function in Young Adults: Largest Study Yet

A large-scale study examining the effects of cannabis on the brains of 18-to-36-year-olds reveals a link between cannabis use and reduced brain function during cognitive tests. Researchers analyzed data from 1,003 adults, finding that both recent and heavy lifetime cannabis use correlated with significantly lower brain activity during working memory tasks. While the study has limitations, including the inability to establish causality, it highlights the need for further research into cannabis's potential impact on young adult brains. Published in JAMA Network Open, this study provides crucial information for informed decision-making about cannabis use.

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Stop Obsessing Over Prompt Engineering: Data Preparation is Key for AI Agents

2025-05-16
Stop Obsessing Over Prompt Engineering: Data Preparation is Key for AI Agents

This article delves into the crucial, often overlooked aspect of building AI agents that call functions: data preparation. The author argues that prompt engineering alone is insufficient, highlighting that 72% of enterprises now fine-tune models instead of relying on RAG or building custom models from scratch. A detailed architecture for building a custom dataset is presented, encompassing defining a tool library, generating single-tool and multi-tool examples, injecting negative examples, and implementing data validation and version control. The importance of data quality is stressed throughout. The ultimate goal is a Siri-like AI system that understands natural instructions and accurately maps them to executable functions.

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Fediverse Donut Club: Bridging Online and Offline Communities

2025-03-14
Fediverse Donut Club: Bridging Online and Offline Communities

Inspired by a successful office donut club, the author proposes a "Fediverse Donut Club," a bi-weekly #FediDonutFriday event where participants share donut pictures on the Fediverse platform to foster connections. This initiative aims to break down online silos, connecting individuals through a simple, shared activity with the potential for offline meetups. Participation is easy: follow the #FediDonutFriday hashtag and share your donut photos!

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Misc

YouTube's Ad Problem: Low-Quality Content and Unfriendly Top Channels

2025-06-01
YouTube's Ad Problem: Low-Quality Content and Unfriendly Top Channels

For two decades, YouTube has pitched advertisers on its future as the entertainment powerhouse, simply stating: "Young people don't watch cable; they watch YouTube." However, two key issues persist: the overwhelmingly low quality of much of its content, and the fact that its most popular channels aren't always advertiser-friendly. While viewers primarily watch top-performing videos, the existence of low-quality content still impacts ad appeal, exacerbated by issues with top channels.

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AI's Impact on Game Development: A Developer's Struggle

2025-04-08
AI's Impact on Game Development: A Developer's Struggle

The rapid advancement of AI is significantly impacting the game industry, leaving many developers grappling with challenges and anxieties. This article features interviews with various game industry professionals, including artists, designers, and programmers, who share their experiences with AI in the workplace. Some companies are using AI to generate images, code, and voiceovers to cut costs or speed up development, leading to decreased quality and feelings of displacement among human creators. Many developers express reservations or outright opposition to AI, arguing that it cannot replace human creativity and emotional expression. They advocate for protecting the rights of human artists.

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Game

Curiosity Rover Finds Evidence of Martian Carbon Cycle

2025-04-19
Curiosity Rover Finds Evidence of Martian Carbon Cycle

The Curiosity rover, while ascending Mount Sharp, discovered sediment samples rich in iron carbonate. These samples indicate that ancient Mars had a carbon cycle, with atmospheric carbon sequestered in rocks. However, the lack of plate tectonics on Mars prevented the carbon from returning to the atmosphere, leading to atmospheric thinning and Mars' transformation into the lifeless desert it is today. This discovery confirms previous model predictions and provides crucial insights into the evolution of Mars' climate.

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Tech

TVMC: Time-Varying Mesh Compression using Volume-Tracked Reference Meshes

2025-04-10
TVMC: Time-Varying Mesh Compression using Volume-Tracked Reference Meshes

The TVMC project introduces a novel approach to time-varying mesh compression. It leverages volume-tracked reference meshes, employing a multi-step pipeline including ARAP volume tracking, MDS for reference center generation, transformation quaternion computation, creation of a volume-tracked self-contact-free reference mesh, mesh deformation, displacement field computation, and Draco-based compression and evaluation. The project supports Windows and Ubuntu, offering detailed Docker build and run instructions alongside instructions for running on a local machine.

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T1: A RISC-V Vector Processor Inspired by Cray X1

2025-02-06
T1: A RISC-V Vector Processor Inspired by Cray X1

T1 is a RISC-V vector processor implementation inspired by the Cray X1 vector machine. It features a lane-based microarchitecture with intensive chaining support and SRAM-based VRFs. Supporting standard Zve32f and Zve32x, T1 allows VLEN/DLEN scaling up to 64K, pushing the limits of the RISC-V Vector architecture. Key features include lanes, chaining, and a large LSU, while also serving as a general platform for MMIO DSAs. Designed with Chisel and accompanied by a T1Emulator, T1 integrates with any RISC-V scalar core. Users can configure T1 for various performance trade-offs, balancing throughput, area, and frequency, allowing for both high efficiency and high-performance designs.

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Hardware Vector Processor

Nvidia's $3,000 Personal AI Supercomputer: Digits

2025-01-07
Nvidia's $3,000 Personal AI Supercomputer: Digits

Nvidia unveiled Project Digits, a $3,000 personal AI supercomputer, at CES 2025. Powered by the new GB10 Grace Blackwell Superchip, this desktop-sized system handles AI models with up to 200 billion parameters. Boasting 128GB of unified memory and up to 4TB of NVMe storage, it's expandable to 405 billion parameters by linking two units. Digits includes Nvidia's AI software library, supporting popular frameworks for local development and easy deployment to cloud or data center infrastructure.

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Obsidian's Supply Chain Security: A Cautious Approach

2025-09-20
Obsidian's Supply Chain Security: A Cautious Approach

Obsidian, a note-taking app, employs a rigorous security strategy to mitigate supply chain attacks. This involves minimizing third-party dependencies, strictly version-pinning all dependencies with a lockfile and a thorough upgrade process (including line-by-line changelog reviews and extensive testing), avoiding postinstall scripts, and implementing a significant delay between dependency upgrades and releases to allow time for community and researcher detection of malicious versions. These measures significantly reduce Obsidian's vulnerability to supply chain attacks, ensuring user data security and privacy.

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Development

PostgreSQL LISTEN/NOTIFY Bottleneck: Lessons from Processing Millions of Meeting Hours

2025-07-11
PostgreSQL LISTEN/NOTIFY Bottleneck: Lessons from Processing Millions of Meeting Hours

Recall.ai processes millions of hours of meeting data each month. Their Postgres database suffered downtime due to high-concurrency writes. Investigation revealed that the LISTEN/NOTIFY feature acquires a global database lock during transaction commit, serializing all commits and creating a bottleneck. Migrating this logic to the application layer resolved the issue.

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Development

Tesla's European Sales Plummet 45%, Outpaced by Chinese Automakers

2025-02-25
Tesla's European Sales Plummet 45%, Outpaced by Chinese Automakers

Tesla's European sales plunged 45% in January, reaching only 9,945 vehicles and a market share of 1%, significantly lower than last year's 1.8%. This contrasts sharply with a 34% increase in overall European EV sales. Chinese automakers like SAIC Motor (sales up 37%, market share at 2.3%) and BYD (outsold Tesla in the UK for the first time) are outperforming Tesla. Tesla's Berlin factory is undergoing a Model Y production line revamp, which might contribute to the sales decline. Elon Musk's recent involvement in European politics, endorsing Germany's far-right AfD party, may also have negatively impacted the brand, sparking public backlash and protests.

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C++ Template Inheritance and Copy Construction: A Puzzling static_assert

2025-06-10
C++ Template Inheritance and Copy Construction: A Puzzling static_assert

This article explores a puzzling issue regarding copy constructors in C++ template inheritance. The `Derived` class inherits from `Base`, where `Base`'s copy constructor is deleted. However, `Derived` defines its own copy constructor. Even though this constructor attempts to copy the uncopyable `Base` object, `std::is_copy_constructible` still returns true. This is because the compiler only checks for the presence of a non-deleted copy constructor, not its instantiability. The author further discusses the differences between explicitly defined and implicitly defined copy constructors, and the implications of moving the copy constructor definition out of line.

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Development Copy Construction

Ancient Egyptian Genomics: Unraveling the Origins and Evolution of Nile Civilization

2025-07-03
Ancient Egyptian Genomics: Unraveling the Origins and Evolution of Nile Civilization

A large-scale study utilizing ancient DNA technology delves deep into the genetic history of ancient Egyptian civilization. Researchers analyzed ancient Egyptian genomes spanning from the Neolithic period to the post-Roman era, revealing the complex composition of the ancient Egyptian population, including gene flow from the Near East, sub-Saharan Africa, and the Mediterranean. The study also traces changes in diet, lifestyle, and disease among ancient Egyptians, offering new insights into the rise and fall of this ancient civilization. This research not only enriches our understanding of ancient Egyptian history but also provides a valuable case study for ancient population genetics research.

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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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Kyber: AI-Powered Enterprise Document Platform Hiring Elite Sales Executives

2025-08-06
Kyber: AI-Powered Enterprise Document Platform Hiring Elite Sales Executives

Kyber is building the next-generation document platform for enterprises. Their AI-native solution has already helped insurance claims organizations consolidate 80% of their templates, reduce drafting time by 65%, and compress communication cycle times by 5x. In the past 9 months, Kyber has grown revenue 20x and achieved profitability, backed by top Silicon Valley VCs. They are now hiring elite Enterprise Account Executives to drive pipeline, close deals, and scale their impact across the insurance industry and beyond.

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Startup

Gmail Accused of Partisan Spam Filtering: GOP Claims Bias

2025-08-30
Gmail Accused of Partisan Spam Filtering: GOP Claims Bias

FTC Chairman Andrew Ferguson accused Google of using partisan spam filters in Gmail, allegedly sending Republican fundraising emails to spam while delivering Democratic emails to inboxes. Ferguson's letter to Alphabet CEO Sundar Pichai alleges potential FTC Act violations. Google denies the accusations, stating its spam filters are based on objective user signals and apply equally to all senders, regardless of political affiliation. This reignites long-standing Republican complaints previously dismissed by a federal judge and the Federal Election Commission.

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Tech

Monorepo: A Thorny Path to Developer Productivity

2025-05-28

This article explores the challenges and opportunities of building and maintaining a monorepo. The author cautions against blindly following the success stories of large tech companies, emphasizing that a monorepo isn't a silver bullet. Success hinges on clearly defined goals, such as improved code consistency, organizational coherence, and shared tooling efficiency. The article details optimization strategies for source control (limitations of git and alternatives), build systems (prioritizing single-language strategies), testing (O(change) not O(repo)), and CI/CD workflows within a monorepo environment. The author stresses the importance of carefully handling generated code and the asynchronous nature of service deployments to avoid incidents stemming from the illusion of atomic commits. Ultimately, the author argues that while challenging, the benefits of a well-maintained monorepo are worthwhile if the organization is committed to continuous tool and process improvement.

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Development

40-Hour Whole-Body Connectome Mapping of a Mouse: A Breakthrough Imaging Technique

2025-07-16
40-Hour Whole-Body Connectome Mapping of a Mouse: A Breakthrough Imaging Technique

Scientists have developed a high-speed imaging technique that can map the detailed three-dimensional connectome of a mouse's entire nervous system in just 40 hours, achieving micrometer-scale resolution. This technique utilizes a custom-built microscope to scan a cleared and labelled sample, enabling precise tracing of nerve fibers from the brain and spinal cord to organs throughout the body. This provides a powerful tool for connectomics research. Published in *Cell*, this breakthrough represents significant progress in the field and lays the foundation for future understanding of neurological diseases and the development of new treatments.

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Spotify's Ghost Artists: The Algorithm's Dark Secret

2024-12-19
Spotify's Ghost Artists: The Algorithm's Dark Secret

This article exposes Spotify's 'Perfect Fit Content' (PFC) program, which secretly fills its playlists with low-cost 'ghost artists' to reduce royalty payouts. These ghost artists, mass-produced by production companies, lack artistic merit but dominate popular playlists, squeezing out independent musicians. This practice has angered artists and industry insiders, raising concerns about the devaluation of music and the future of streaming. It reveals streaming services' disregard for artistic integrity and musician rights in their pursuit of profit maximization.

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Tesla Cybertruck's FSD Crashes into Pole: Owner Praises Safety, Ignores System Failure

2025-02-11
Tesla Cybertruck's FSD Crashes into Pole: Owner Praises Safety, Ignores System Failure

A Tesla Cybertruck owner lauded Tesla's passive safety after his Full Self-Driving (FSD) system crashed the vehicle into a utility pole in Reno, Nevada. The FSD system failed to merge lanes, resulting in a collision with a curb and then a pole. While the owner walked away unscathed, he admitted to inattention. However, the incident highlights a significant flaw in the FSD system's basic lane-merging capabilities and the unquestioning loyalty of some Tesla owners, raising concerns about the safety of autonomous driving technology.

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Tech Accident

Copilot vs. Atari 2600: AI's Overconfidence Exposed

2025-07-04
Copilot vs. Atari 2600: AI's Overconfidence Exposed

Robert Caruso pitted Microsoft's Copilot against Atari 2600's Video Chess, a rematch of sorts after ChatGPT's humiliating defeat. Despite Copilot's boastful claims of strategic prowess and foresight, it ultimately fell to the vintage game. Like ChatGPT before it, Copilot struggled with maintaining an accurate representation of the game board, leading to flawed strategies and a decisive loss. The experiment serves as a reminder of the limitations of Large Language Models (LLMs) and the dangers of overconfidence in AI.

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Game

Linus Torvalds Rejects Late, Low-Quality RISC-V Patches

2025-08-13
Linus Torvalds Rejects Late, Low-Quality RISC-V Patches

Linus Torvalds, creator of the Linux kernel, warned developers of a chaotic upcoming merge window due to his busy August schedule. Despite this warning, Meta engineer Palmer Dabbelt submitted a late set of RISC-V patches containing what Torvalds deemed 'garbage' code. Specifically, Torvalds criticized a poorly written helper function and the addition of the code to generic header files, impacting the broader Linux community. While known for his fiery temper in the past, Torvalds, who has worked on improving his behavior, delivered a sharp but comparatively restrained rebuke. Dabbelt apologized for his mistakes and committed to improvement, meaning the RISC-V enhancements will have to wait for a future release.

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Development

dopy: Python Without Strict Indentation

2025-01-13
dopy: Python Without Strict Indentation

dopy is an experimental Python preprocessor that allows the use of do...end syntax instead of strict indentation. This improves code readability and flexibility, especially for developers familiar with languages like Ruby or Lua. It supports type hints and transpiles .dopy files into PEP 8 compliant .py files. The project is archived and no longer maintained by the original author, but the code remains open-source for learning and reference.

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Development Preprocessor Code Style

arXivLabs: Experimenting with Community Collaboration

2025-06-12
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 works with partners who adhere to them. Got an idea to enhance the arXiv community? Learn more about arXivLabs.

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Development

Boosting Ruby Ractor Performance: Tackling the `object_id` Bottleneck

2025-04-27

Ruby's Ractor concurrency model suffers from performance limitations due to global locks. This post dives deep into a performance bottleneck caused by the `object_id` method, stemming from historical design choices and improvements to garbage collection. By optimizing `object_id`'s implementation, storing it directly within objects instead of using a global hash table lookup, the author significantly improves Ractor performance, resulting in a two-fold speed increase in JSON benchmarks. While challenges remain, such as handling special object types, this work represents a crucial step towards making Ractors truly parallel.

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Development

HTTrack 3.49-2 Released: Engine Fixes and Improvements

2025-03-18

HTTrack version 3.49-2 is out, featuring engine improvements such as keep-alive, redirect handling, new hashtables, and unit tests. This free and open-source offline browser lets you download entire websites locally, preserving the site's link structure and all files (HTML, images, etc.), allowing offline browsing. Versions are available for Windows and Linux/Unix/BSD.

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