Readyset DB: Optimizing Cold Path Query Performance with ICP

2025-08-23
Readyset DB: Optimizing Cold Path Query Performance with ICP

Readyset database achieved a significant breakthrough in query performance during cache misses (cold path), specifically for straddled joins where predicates filter both join sides. The previous hash join algorithm proved inefficient due to extensive reads of irrelevant data. By introducing Index Condition Pushdown (ICP), Readyset combines the left-side predicate results with the right-side predicates, enabling precise data retrieval at the storage engine level, avoiding full table scans. Benchmarks show a >450x throughput improvement and >450x latency reduction, effectively resolving the performance bottleneck of cold path queries.

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80% of Unicorns Will Fail or Stagnate: VC Prediction

2025-06-06

Venture capitalists predict a grim future for many tech unicorns. A staggering 80% are projected to either fail outright or become stagnant. 20% are expected to completely fail, while roughly half will struggle to grow, eventually selling for less than anticipated or existing in a zombie-like state. Only 20-25% are expected to succeed through an IPO or acquisition, and even among those, a small minority will become independent public companies. Even giants like Stripe, which have stayed private for years, may eventually choose to go public.

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Student Discovers Psychedelic Fungus with Pharmaceutical Potential

2025-06-07
Student Discovers Psychedelic Fungus with Pharmaceutical Potential

Corinne Hazel, a West Virginia University microbiology student, has discovered a new species of fungus, Periglandula clandestina, that produces ergot alkaloids similar to LSD. This discovery has significant pharmaceutical implications, as LSD is used to treat conditions like depression, PTSD, and addiction. Hazel's discovery, made while studying morning glory plants, was confirmed through genome sequencing. The fungus's high efficiency in producing ergot alkaloids opens new avenues for drug development and potential treatments for various ailments.

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Tech fungus

Texas Governor Vetoes THC Ban, Sparking Political Firestorm

2025-06-23
Texas Governor Vetoes THC Ban, Sparking Political Firestorm

Texas Governor Greg Abbott vetoed a bill banning THC products just minutes before the deadline, immediately calling a special legislative session to strictly regulate the substance instead. This last-minute action saves the Texas hemp industry, but clashes directly with Lt. Gov. Dan Patrick's top priority. Abbott argued the ban was unconstitutional and conflicted with federal law, calling for a regulatory framework similar to alcohol, including prohibiting sales to minors and enhanced enforcement. Patrick sharply criticized the veto, claiming it abandons law enforcement and families harmed by high-potency THC products. The move highlights the complexities of Texas' hemp regulation and the intensity of the political battle, sparking debate over public safety, consumer rights, and political maneuvering.

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CarPlay Ultra: Apple's Deep Integration with Automakers

2025-05-15
CarPlay Ultra: Apple's Deep Integration with Automakers

Apple unveiled CarPlay Ultra, the next generation of CarPlay, offering a deeply integrated experience between iPhone and the car for a smarter, safer drive. Launching first with Aston Martin vehicles, CarPlay Ultra will expand to other automakers including Hyundai, Kia, and Genesis. It features full-screen information across all displays, including the instrument cluster, and offers extensive customization options. Apple collaborated closely with automakers to create unique, brand-specific CarPlay Ultra interfaces, resulting in a more seamless and immersive in-car experience.

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SmallPond: A Lightweight Data Processing Framework

2025-03-02
SmallPond: A Lightweight Data Processing Framework

SmallPond is a lightweight, high-performance data processing framework built on DuckDB and 3FS. It scales to handle petabyte-scale datasets without requiring long-running services and supports Python 3.8-3.12. Its simple API allows for easy data loading, processing, and saving. Benchmarked using GraySort on a cluster of 50 compute and 25 storage nodes running 3FS, SmallPond sorted 110.5 TiB of data in 30 minutes and 14 seconds, achieving an average throughput of 3.66 TiB/min.

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Development

Atari ST and DOS PCs: A Forgotten Disk Compatibility Story

2025-01-06
Atari ST and DOS PCs: A Forgotten Disk Compatibility Story

In 1984, Atari faced a challenge in getting an operating system for the Atari ST. Due to time constraints, they partnered with Digital Research, opting for their nearly-complete GEM OS instead of the then-unfinished Windows. GEM would later be ported to PCs, but it didn't gain traction. However, Atari ST's use of GEMDOS, similar to PC-DOS, and the identical disk format, allowed for surprisingly easy file transfers between the Atari ST and PCs. Despite minor compatibility issues, this was revolutionary at the time and remains relevant today. The article also recounts an attempt to run DOS programs on an Atari ST using pc-ditto, a third-party emulator. While slow, the ability to run some DOS applications showcases the Atari ST's unique charm in the retro computing world.

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Tech

Internet-in-a-Box: Bringing Quality Education to Remote Areas

2025-04-27

Internet-in-a-Box is an innovative project aiming to provide high-quality educational resources to remote areas. It downloads content packs in various languages from online libraries like Kiwix, OER2Go, and Archive.org, including learning videos, radio episodes, and educational apps. Users can select resources tailored to their needs, such as learning videos from YouTube and Vimeo, and almost 40 powerful apps for teachers and students, optionally with a complete LMS like Kolibri, Moodle, Nextcloud, Sugarizer, or WordPress. This project significantly enhances access to educational resources in remote areas, bridging the digital divide.

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Technical Leadership: Connecting, Not Commanding

2025-09-24
Technical Leadership: Connecting, Not Commanding

A senior developer reflects on their role: not as a technical expert, but as a bridge between teams. They translate complex backend issues into product-friendly language, coordinate communication across teams, and ensure alignment on team goals. Leadership isn't about possessing the most knowledge, but about effective communication and coordination, clearly defining problems, guiding teams to solutions, and empowering team members to excel. Ultimately, great leadership creates an environment where experts can thrive collaboratively, rather than trying to be the smartest person in the room.

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Development technical leadership

Helm Dependency Update Vulnerability: Crafted Chart.yaml Can Lead to Local Code Execution

2025-07-09
Helm Dependency Update Vulnerability: Crafted Chart.yaml Can Lead to Local Code Execution

A vulnerability in Helm allows for local code execution through a carefully crafted Chart.yaml file and a symlinked Chart.lock file during dependency updates. Fields from Chart.yaml are written to Chart.lock during updates. If Chart.lock is symlinked to an executable file (e.g., bash.rc), updating dependencies writes the Chart.lock content to the symlinked file, leading to arbitrary code execution. Helm v3.18.4 patches this; upgrade and check for symlinked Chart.lock files.

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Development local code execution

Model Context Protocol (MCP): A New Standard for Building Powerful LLM Applications

2025-04-13

This article introduces the Model Context Protocol (MCP), an open protocol for building enterprise-grade Large Language Model (LLM) applications. MCP solves the problem of a lack of standardization in integrating LLMs with enterprise tools, allowing frameworks like LangChain to seamlessly integrate with various data sources and tools such as databases and GitHub. The article details MCP's core components (MCP server, client, and host), installation setup, and Python hands-on demonstrations. These include building a LangChain application to calculate simple and compound interest using Ollama, and interacting with multiple MCP servers using both stdio and sse transport modes. With MCP, LLM applications can more effectively leverage enterprise data and tools for more powerful functionality.

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AWS S3: How Cheap Hard Drives Power a Massively Scalable Storage System

2025-09-24
AWS S3: How Cheap Hard Drives Power a Massively Scalable Storage System

This article unveils the astounding scale and underlying technology of Amazon S3. S3 leverages inexpensive HDDs, overcoming the limitations of slow random I/O through massive parallelization, erasure coding, and clever load balancing techniques (like the 'power of two choices'). This enables millions of requests per second, ultra-high throughput, and exceptional availability. S3's data storage strategy incorporates random data placement, continuous rebalancing, and the smoothing effect of scale to avoid hot spots. Parallelization at the user, client, and server levels further boosts performance. Ultimately, S3 has evolved from a backup and image storage service to a foundational component of big data analytics and machine learning infrastructures.

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Tech

Toys 'R' Us: From Baby Goods to Retail Giant to Bankruptcy

2025-04-22
Toys 'R' Us: From Baby Goods to Retail Giant to Bankruptcy

Charles Lazarus, founder of Toys 'R' Us, leveraged keen business instincts to transform a small baby goods store into a toy retail behemoth. He pioneered the big-box store model, revolutionizing the toy retail landscape with a vast selection and supermarket-style approach. Capitalizing on post-war prosperity, he redefined the toy shopping experience. However, this once industry-dominant retailer ultimately succumbed to shifting retail dynamics, declaring bankruptcy in 2017, marking the end of an era.

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Google Bets Big on Advanced Nuclear Energy to Hit 2030 Net-Zero Goals

2025-05-08
Google Bets Big on Advanced Nuclear Energy to Hit 2030 Net-Zero Goals

Google announced a collaboration with South Carolina-based Elementl Power, investing in three advanced nuclear energy projects to address the growing carbon emissions from its expanding data centers. This move supports Google's 2030 net-zero emissions goal and its commitment to 24/7 carbon-free energy. Elementl Power, using next-generation nuclear technology, aims to bring over 10 gigawatts of clean energy online in the US by 2035. The partnership highlights tech giants' proactive approach to decarbonization and the global energy transition.

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Tech

Microsoft Flight Simulator: 40 Years of Taking Flight

2025-06-04
Microsoft Flight Simulator: 40 Years of Taking Flight

From humble beginnings on the Apple II in 1979 to today's globally detailed simulation, Microsoft Flight Simulator has soared for 40 years. This article chronicles the game's journey from its inception to its peak, subsequent decline, and triumphant return, showcasing the power of technological advancement, teamwork, and unwavering dedication to the dream of flight. From its origins at Sublogic, through Microsoft's acquisition and the efforts of Aces Studio, to Asobo Studio's AI-powered and Bing data-driven remake, each iteration reflects technological leaps and the developers' relentless pursuit of innovation.

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Game

22 Sailors Rescued After EV Fire Engulfs Cargo Ship

2025-06-06
22 Sailors Rescued After EV Fire Engulfs Cargo Ship

A fire broke out on the Morning Midas, a cargo ship carrying 3,000 vehicles (800 of which were electric), approximately 304 miles south of Adak, Alaska. The fire, believed to have originated from electric vehicle batteries, proved difficult to extinguish due to the salt water's conductive properties causing short circuits and thermal runaway in the batteries. All 22 crew members were rescued, but the ship is expected to continue burning until specialized firefighting crews arrive. This incident highlights the significant challenges posed by electric vehicle battery fires at sea.

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Fibonacci Hashing: A Surprisingly Fast Hash Table Optimization

2025-04-16
Fibonacci Hashing: A Surprisingly Fast Hash Table Optimization

This article explores Fibonacci Hashing, a technique for mapping hash values to slots in a hash table that leverages the properties of the golden ratio. Benchmarks show it significantly outperforms traditional integer modulo operations, offering faster lookups and better robustness against problematic input patterns. The author explains the underlying mathematics and demonstrates its advantages, highlighting how it addresses common performance bottlenecks in hash table implementations. While not a perfect hash function, Fibonacci Hashing excels at mapping large numbers to smaller ranges, making it a valuable optimization for creating efficient hash tables.

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Development

Faasta: Blazing Fast WebAssembly FaaS

2025-04-25
Faasta: Blazing Fast WebAssembly FaaS

Faasta is a cutting-edge Function-as-a-Service (FaaS) platform built on WebAssembly, boasting sub-1ms cold starts and under 1KB memory overhead. Leveraging WASI P2 and WASIHTTP, it offers high-performance HTTP request handling and secure function isolation. Faasta is self-hostable, allowing you to run your own instance anywhere. While currently experimental, a free hosted instance is available at faasta.xyz.

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Development

Debugging a flaky test with BCC's `trace`

2025-04-13

While patching an open-source project, the author encountered intermittently failing tests. Using the `trace` utility from the BCC tools, kernel function calls of `touch_atime` were monitored. This revealed a background thread in the author's text editor, scanning project files and altering file access times, thus causing the erratic test failures. The case highlights the power of BCC tools for Linux kernel debugging and the value of deep system understanding.

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arXivLabs: Experimental Projects with Community Collaboration

2025-04-17
arXivLabs: Experimental Projects with Community Collaboration

arXivLabs is a framework enabling collaborators to develop and share new arXiv features directly on the website. Individuals and organizations involved 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. Have an idea to enhance the arXiv community? Learn more about arXivLabs.

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Tech

VMware Lock-in: School Districts Face IT Nightmare

2025-09-25
VMware Lock-in:  School Districts Face IT Nightmare

An Indiana school district's migration away from VMware has resulted in severe compatibility issues. Their Dell hardware, purchased in 2019 with a purported 10-year lifespan, is now unsupported without VMware. This $250,000 investment is now forcing the district to use unsupported hardware, causing project delays and necessitating a complete IT infrastructure re-planning for the next three to four years. An Idaho school district, using VMware since 2008, faces similar challenges with high upgrade costs. This highlights the problematic aspects of large tech companies' bundling software and hardware, impacting organizations like educational institutions with limited budgets.

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Tech

NYT vs. OpenAI: A $10M Copyright Battle and the Future of AI

2025-02-05
NYT vs. OpenAI: A $10M Copyright Battle and the Future of AI

While many publishers, like Dotdash Meredith ($16 million annual licensing fee), struck deals with OpenAI to compensate for the use of their content in training AI models, the New York Times chose a different path. Spending $10.8 million on legal fees in 2024, the NYT sued OpenAI and Microsoft for copyright infringement. This high-stakes legal battle highlights the clash between news organizations and tech giants over copyright and business models in the age of AI, showcasing the NYT's willingness to fight for its rights against powerful tech companies.

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Mister Rogers and the Magical Computer Mouse

2025-03-15

Mister Rogers introduces children to a computer mouse, demonstrating its use on the Mister Rogers' Neighborhood website (now defunct). In the Neighborhood of Make-Believe, a playful search for the missing "royal mouse" ensues, involving King Friday, Queen Sara, and other beloved characters. The mystery is solved, and Mr. McFeely adds to the fun with a video on computer mouse repair and a surprise comedic short film.

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Colorify Rocks' AI Color Palette Generator: Instant Stunning Color Schemes

2024-12-21

Colorify Rocks unveils its AI-powered color palette generator, creating breathtaking color combinations in seconds. Simply enter a keyword or theme to generate the perfect palette for any project. Leveraging advanced AI and understanding color theory, trends, and aesthetics, it provides harmonious palettes ideal for websites, branding, or interior design. Users can easily save, export, or copy color codes, generating unlimited variations. Trusted by thousands of designers worldwide, Colorify Rocks offers daily color updates for fresh inspiration.

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Resurrecting a Lost Arcade Giant: The Galaxian3 Rescue Mission

2025-04-19
Resurrecting a Lost Arcade Giant: The Galaxian3 Rescue Mission

In the early 1990s, Namco's 28-player arcade behemoth, Galaxian3, captivated players. Years later, most installations vanished. This article details a two-year journey to restore a damaged Galaxian3 GT-6 in New Hampshire. The game boasts unique hardware, including dual Sony CRT projectors and LaserDisc players. The team tackled challenges like diagnosing a mysterious LED flashing fault, repairing LaserDisc players, and combating 'CRT fungus' in the projectors. Despite their success in reviving much of the game, challenges remain, showcasing the immense effort required to preserve gaming history.

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Game

A Night at Japan's 'Station of Despair'

2025-02-07
A Night at Japan's 'Station of Despair'

Otsuki Station in Japan is known as a 'zetsubo no eki,' or 'station of despair.' A reporter spent a night there to experience what it's like. The remote location, coupled with the cold night air and limited open businesses, made for a challenging experience. While most shops were closed, options like all-night karaoke or a potentially expensive hotel were available. The article serves as a cautionary tale, highlighting the importance of planning transportation carefully, especially during the holiday season, to avoid getting stranded at a 'station of despair'.

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Misc Nightlife

arXivLabs: Community Collaboration on New arXiv Features

2025-06-01
arXivLabs: Community Collaboration on New arXiv Features

arXivLabs is a framework for collaborators to develop and share new features directly on the arXiv 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. Have an idea to improve the arXiv community? Learn more about arXivLabs.

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Development

A Nostalgic Look at MS-DOS Word

2025-04-27
A Nostalgic Look at MS-DOS Word

This retrospective dives into the history of Microsoft Word on MS-DOS, tracing its evolution from a non-WYSIWYG editor to the final Word 6.0. The author recounts their experiences using Word in the DOS environment, covering its interface, features, comparisons with competitors like WordPerfect, and file compatibility challenges. Ultimately, the review praises Word 5.5/6.0's practicality for DOS users needing a text editor and system file manager, showcasing a fondness for this classic piece of software.

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Trump Admin Challenges 90-Year-Old Precedent, Threatening Independent Agencies

2025-05-30
Trump Admin Challenges 90-Year-Old Precedent, Threatening Independent Agencies

The Trump administration is attempting to overturn the 90-year-old Humphrey's Executor case, a landmark Supreme Court decision that protects the independence of federal agencies. This move aims to bolster presidential power, allowing the president to fire agency heads at will. The move has sparked widespread concern, potentially undermining numerous agencies responsible for crucial areas like consumer protection, labor rights, and nuclear regulation, transforming them into potential tools for the President's political agenda. While the administration has so far avoided targeting the Federal Reserve, the underlying logic could equally apply, jeopardizing its independence. This legal battle carries profound implications for the future of the US government, redefining the relationship between executive agencies and the presidency.

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