Rails 8's Solid Queue: A Deep Dive into the New Background Job Processor (Part 1)

2025-05-11
Rails 8's Solid Queue: A Deep Dive into the New Background Job Processor (Part 1)

Rails 8 introduces Solid Queue, a novel background job processing library that eliminates the need for external services like Redis. This article delves into Solid Queue's architecture, explaining the interplay between Jobs and Workers and how database tables (solid_queue_jobs, solid_queue_ready_executions, solid_queue_claimed_executions, solid_queue_processes) manage job queuing, execution, and monitoring. Solid Queue achieves high performance and reliability through clever database design and the use of FOR UPDATE SKIP LOCKED statements, employing a supervisor process to prevent job loss. The article also highlights SQLite limitations and AppSignal's performance monitoring capabilities, promising a deeper dive in part two.

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Development Background Jobs

Wikimedia's Structured Data Lands on Kaggle!

2025-04-16
Wikimedia's Structured Data Lands on Kaggle!

The Wikimedia Foundation and Kaggle are collaborating to release a beta version of structured datasets from Wikipedia in both French and English. This data, specifically formatted for machine learning, is perfect for data science training and development. Kaggle, home to over 461,000 publicly accessible datasets, provides a rich resource for researchers, students, and machine learning practitioners. This collaboration ensures data quality and provenance, and we're excited to see what people build with it.

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AI

How Porn Shaped Our Culture

2025-04-27
How Porn Shaped Our Culture

An article in The Atlantic explores the impact of the pornography industry on contemporary culture, particularly its shaping of female representation. The piece argues that porn's rise isn't just about fulfilling sexual desires; it has shaped our cultural understanding, especially manifesting in the stereotypes and mistreatment of women, immigrants, and LGBTQ+ individuals in politics and mainstream culture. The author suggests that certain types of pornography desensitize viewers to cruelty and reinforce male dominance. While sexual openness is seen as empowering, this narrative often obscures the unsavory aspects of the pornography industry. The article also discusses the various forms of pornographic content and their effects on women, and how to counter its negative cultural influence.

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Ancient DNA Reveals Phoenician Culture Spread Through Cultural Exchange, Not Mass Migration

2025-05-09
Ancient DNA Reveals Phoenician Culture Spread Through Cultural Exchange, Not Mass Migration

A new ancient DNA study challenges long-held assumptions about the Mediterranean Phoenician-Punic civilization. Researchers found that the spread of Phoenician culture wasn't primarily due to large-scale migration, but rather a dynamic process of cultural transmission and assimilation. Punic populations showed highly variable and heterogeneous genetic profiles, with significant North African and Sicilian-Aegean ancestry. The study, based on a large sample of genomes from 14 sites across the Mediterranean, highlights the interconnectedness of ancient Mediterranean societies and the role of trade, intermarriage, and population mixing in shaping Punic culture.

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German UBI Experiment: Full-Time Work Continues, Happiness Increases

2025-04-12
German UBI Experiment: Full-Time Work Continues, Happiness Increases

A three-year German experiment provided 122 participants with a monthly unconditional basic income of €1,200. Surprisingly, participants didn't reduce their working hours; instead, job satisfaction increased, and they were more likely to change jobs or pursue further education. The study showed that unconditional basic income didn't decrease economic activity but improved participants' mental and physical health, particularly for women, who experienced a greater sense of autonomy. This experiment challenges the conventional wisdom that basic income discourages work and offers valuable insights for future policy decisions.

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Misc

TypeScript's 'Hyper-Typing': When Type Safety Backfires

2025-05-08

This article explores the phenomenon of 'hyper-typing' in TypeScript, where the pursuit of perfect type safety leads to overly complex type definitions. Using the TanStack Form library as an example, the author argues that while such libraries offer precise type safety, the resulting complexity makes types difficult to understand, error messages hard to debug, and overall development less efficient. The author advocates for a balance between type safety and developer experience, suggesting simpler type definitions or a separate build step for type generation, as seen in the Astro framework, as a more effective approach.

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Development

ActorCore: Stateful Serverless That Runs Anywhere

2025-04-16
ActorCore: Stateful Serverless That Runs Anywhere

ActorCore is a TypeScript framework for easily building stateful, AI agent, collaborative, or local-first applications. It eliminates the need for databases and ORMs, offering blazing-fast read/write speeds by storing state on the same machine as the compute. Deploy to Rivet, Cloudflare, Bun, Node.js, and more. Built-in low-latency events enable real-time state updates and broadcast changes. Its unique edge-data storage provides instant interactions. While currently not ideal for OLAP, data lakes, graph databases, and highly relational data, it's constantly improving and aims to become the universal way to build and scale stateful serverless applications.

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Development actor model

Journelly: A New iOS App Blending Notes, Journaling, and Social

2025-05-05
Journelly: A New iOS App Blending Notes, Journaling, and Social

Journelly, a newly released iOS app, combines the best aspects of note-taking, journaling, and social media apps. The developer, after previous failed attempts at creating a successful note-taking app, incorporated the ease of browsing and sharing found in social media, while prioritizing offline functionality and using Org/Markdown for data portability and user privacy. Journelly offers optional iCloud syncing and allows users to categorize entries with hashtags. While currently minimalist, future updates promise added features, all while maintaining a commitment to avoiding ads, tracking, and invasive permissions.

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Development journaling app

11M IOPS & 66 GiB/s IO on a Single ThreadRipper Workstation: A Deep Dive

2025-05-06

This article details the configuration of an AMD ThreadRipper Pro workstation with 10 PCIe 4.0 SSDs to achieve 11M IOPS for 4kB random reads and 66 GiB/s throughput for larger IOs. The author tackles bottlenecks like RAM access and CPU limitations, delving into Linux block I/O internals and their interaction with modern hardware. The process includes hardware selection, I/O configuration (direct I/O and I/O schedulers), multi-disk testing, and BIOS settings, ultimately achieving remarkable performance.

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Hardware

Review: Magewell Eco Capture Dual HDMI M.2 Video Capture Card

2025-04-21
Review: Magewell Eco Capture Dual HDMI M.2 Video Capture Card

This blog post reviews the Magewell Eco Capture Dual HDMI M.2 video capture card's performance on Linux. The author tests driver installation on x86 and ARM architectures and its compatibility with OBS and WebRTC applications. The card stably captures dual 1080p60 streams with excellent image quality and low latency. Installation in the M.2 slot is easy. While pricey, it's a great professional solution if purchased at a discounted rate.

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Journal Snatchers Turn Reputable Academic Titles into Predatory Publications

2025-04-21
Journal Snatchers Turn Reputable Academic Titles into Predatory Publications

Research integrity analysts have uncovered a disturbing trend: companies are acquiring reputable scholarly journals and transforming them into predatory publications with questionable practices. A recent study identified at least 36 journals that underwent this transformation after being purchased by a network of newly established international companies. These journals, previously indexed by databases like Scopus, were acquired for hundreds of thousands of euros each. Post-acquisition, the journals often increased article-processing charges, dramatically increased publication volume, and published papers outside their original scope, hallmarks of predatory publishing. While some companies deny the allegations, the lack of transparency and the absence of ownership information on journal websites raise serious concerns about academic integrity and the need for stronger regulation.

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Solo Music Listening Boosts Social Well-being, Study Finds

2025-04-04
Solo Music Listening Boosts Social Well-being, Study Finds

Research from the University at Buffalo reveals that listening to music alone can act as a 'social surrogate,' improving social well-being. Two experiments demonstrated that listening to favorite music reduced feelings of loneliness and buffered against the negative effects of social exclusion. Unlike previous research focusing on music's social aspects in group settings, this study highlights the benefits of solo listening. It suggests music fosters connection with artists, immersion in the musical world, and reminders of others, fulfilling the fundamental human need for belonging.

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New Mexico Bans 'Forever Chemicals' in Consumer Products

2025-04-08
New Mexico Bans 'Forever Chemicals' in Consumer Products

After discovering PFAS, or 'forever chemicals', in a furniture protectant, New Mexico Environment Secretary James Kenney spearheaded legislation banning added PFAS in consumer products. This makes New Mexico the third state to ban PFAS through legislation, reflecting a growing national concern over the health and environmental risks of these chemicals. The chemical and consumer products industries are fighting back, lobbying state legislatures and even suing to prevent the laws from taking effect.

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Tech chemicals

Artifact: AI-Powered Collaborative IDE for Hardware Engineers Secures $3.5M

2025-05-08
Artifact: AI-Powered Collaborative IDE for Hardware Engineers Secures $3.5M

Artifact is a collaborative IDE for hardware engineers, accelerating every step of the engineering lifecycle: design, procurement, manufacturing, integration, test, and sustainment. The company raised $3.5M to build an integrated, verifiable AI copilot with an intuitive UI reflecting how hardware is actually built. Every artifact is auto-generated and traceable to a single source of truth. Artifact aims to make hardware engineering rigorous, deliberate, and system-aware, working directly with customers solving complex technical problems.

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Sudoku: An Elegant Interplay of Graph Theory and Abstract Algebra

2025-04-13
Sudoku: An Elegant Interplay of Graph Theory and Abstract Algebra

The seemingly simple game of Sudoku hides deep mathematical principles. This article explores two approaches to solving Sudoku puzzles: graph theory and abstract algebra. The graph theory approach transforms the Sudoku grid into a graph, using vertex coloring algorithms to find solutions. The algebraic approach converts Sudoku rules into a system of polynomial equations, using Gröbner bases to find solutions. Both methods showcase the beauty of mathematics and offer novel approaches to solving Sudoku.

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Misc

BrakeBright: A Smart Brake Light System for Motorcycles

2025-05-07
BrakeBright: A Smart Brake Light System for Motorcycles

Inspired during a CBT session, a motorcyclist developed BrakeBright, a smart brake light system for motorcycles. Using sensors and a microcontroller, BrakeBright automatically activates brake lights during engine braking and flashes during hard braking, enhancing safety. Through iterative development and rigorous testing, BrakeBright became waterproof, vibration-resistant, and easy to install, with USB firmware updates for customization. The creator's journey highlights passion, innovation, and the potential of technology to improve road safety.

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JDK 25: String Performance Boost via Hash Code Constant Folding

2025-05-02

JDK 25 significantly improves the performance of the String class by enabling constant folding of the String::hashCode function. This leads to substantial speedups, especially when using Strings as keys in static, immutable Maps, such as in a scenario where MethodHandles for native calls are accessed via String keys. Benchmarks show over an 8x improvement. This optimization is achieved by marking the internal String.hash field with the @Stable annotation. This allows the JVM to cache and reuse the hash code, avoiding recomputation for non-zero hash codes. While a zero hash code can hinder this optimization, a future fix is anticipated.

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Development

StarGuard: Trust Scores for GitHub Repositories

2025-05-12
StarGuard: Trust Scores for GitHub Repositories

StarGuard is a CLI tool designed to detect fake star campaigns, dependency hijacking, license red flags, and other indicators of open-source risk on GitHub. By analyzing stars, dependencies, licenses, maintainers, and code, it generates a trust score, enabling CTOs, security teams, and VCs to quickly assess open-source risks. StarGuard outputs JSON, Markdown, and plain text reports, along with star history plots and shields.io badges.

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Development

The Bizarre Venetian Doge Election Ritual: A 500-Year-Old Lottery

2025-05-04

For 500 years, the election of the Doge of Venice was a theatrical spectacle. An official would pray in St. Mark's Basilica, grab a random boy in the piazza, and use him to draw lots for the electoral college, initiating a tortuous and absurd process. From 1268 until the end of the Venetian Republic, the process remained largely unchanged: lots determined 30 electors, then 9, who nominated 40 candidates, each needing at least 7 votes to proceed. This process of lotteries and eliminations continued until a final candidate, with the most endorsements, was chosen as Doge. The system, both ridiculous and profound, stands as a historical oddity.

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eBPF Verifier's Security Dilemma: A Novel Isolated Execution Environment

2025-04-15

eBPF, a foundational technology in the Linux kernel, faces security vulnerabilities and complexity challenges in its verifier. Researchers propose a paradigm shift: defining BPF programs as kernel-mode applications requiring dedicated isolation. A novel execution environment is designed to isolate BPF programs, enhancing eBPF's security and scalability. This research delves into the Linux v6.16 eBPF verifier, revealing security properties, capability dilemmas, and correctness dilemmas within its full-path analysis. A hybrid security framework combining verification and isolation is proposed, pointing towards a more secure future for eBPF.

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Development

Website Privacy Policy Explained

2025-04-06
Website Privacy Policy Explained

To provide the best user experience, this website uses technologies like cookies to store and/or access device information. Consenting to these technologies allows us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent may adversely affect certain features and functions. The website also details the legitimate purposes for its technical storage or access of data, including service provision, preference storage, statistical analysis, and targeted advertising.

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Misc

Moominvalley: War, Trauma, and the Commercialization of a Beloved Children's Series

2025-04-13
Moominvalley: War, Trauma, and the Commercialization of a Beloved Children's Series

This article delves into the creation and evolution of the Moomin stories by Finnish artist Tove Jansson. Originally conceived during the Winter War, the Moomins reflected the trauma of war and displacement. As the series soared in popularity, Jansson found herself overwhelmed by commercialization, grappling with a complex relationship with her creations and her readers' expectations. The article details Jansson's eventual end to the series, symbolizing an artist's farewell to her work and a rejection of the commercial pressures she faced.

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Amazon's Book Sale Clash with Independent Bookstore Day: A David vs. Goliath Story

2025-04-27
Amazon's Book Sale Clash with Independent Bookstore Day: A David vs. Goliath Story

Amazon's annual book sale overlaps with Independent Bookstore Day, sparking outrage from independent bookstore owners who accuse Amazon of deliberately scheduling the sale to undercut them. While Amazon claims the overlap was unintentional, many see it as a continuation of Amazon's long history of aggressive tactics against competitors. Indie bookstores, however, have persevered by fostering community bonds and offering a unique shopping experience that Amazon can't replicate.

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The End of Moore's Law and the Growing Heat Problem in Chips

2025-04-16
The End of Moore's Law and the Growing Heat Problem in Chips

The slowdown of Moore's Law has led to increasing power density in chips, making heat dissipation a critical bottleneck affecting performance and lifespan. Traditional cooling methods are insufficient for future high-performance chips, such as the upcoming CFET transistors. Researchers have developed a new simulation framework to predict how new semiconductor technologies affect heat dissipation and explored advanced cooling techniques, including microfluidic cooling, jet impingement cooling, and immersion cooling. System-level solutions, such as dynamically adjusting voltage and frequency, and thermal sprinting, also aim to balance performance and heat. Future backside functionalization technologies (CMOS 2.0) like backside power delivery networks, backside capacitors, and backside integrated voltage regulators, promise to reduce heat by lowering voltage but may introduce new thermal challenges. Ultimately, solving the chip heat problem requires a multidisciplinary effort, with system technology co-optimization (STCO) aiming to integrate systems, physical design, and process technology for optimal performance and cooling.

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FTC Releases FAQs on New Rule Targeting Deceptive Fees

2025-05-07
FTC Releases FAQs on New Rule Targeting Deceptive Fees

The Federal Trade Commission (FTC) has published FAQs clarifying its new rule on unfair or deceptive fees, effective May 12, 2025. This rule combats practices like bait-and-switch pricing that hide total costs in live event ticketing and short-term lodging. The FAQs detail which businesses are covered, mandatory fees to be included in advertised prices, permissible exclusions, and clear disclosure requirements. The rule aims to increase price transparency and protect consumers without prohibiting specific pricing strategies, focusing instead on upfront honesty about total costs.

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Thunder Compute: Seeking a Top-Tier Systems Engineer for GPU Virtualization

2025-05-08
Thunder Compute: Seeking a Top-Tier Systems Engineer for GPU Virtualization

Thunder Compute, a Y Combinator-backed startup, is hiring a Systems Engineer to build their VMware for GPUs. Their software eliminates idle GPU cycles through sharing and oversubscription, networking GPUs over IP. This challenging role requires top 0.1% C++ skills, deep understanding of low-level networking and compilers, and experience in latency-sensitive environments. The company is willing to relocate to find the right candidate.

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Development Systems Engineer

zymtrace: Frictionless GPU Profiling to Unlock Full Potential

2025-05-04
zymtrace: Frictionless GPU Profiling to Unlock Full Potential

zymtrace is a lightweight, production-grade, continuous GPU profiler that seamlessly traces performance bottlenecks—kernel stalls, memory contention, scheduling delays—directly back to their source in PyTorch code, CUDA kernels, native functions, or scheduler threads. Unlike existing solutions, zymtrace provides whole-system visibility, correlating GPU traces with the CPU code paths that triggered them. This allows AI/ML engineers to optimize CUDA kernel launches, determine optimal batch sizes, and address low GPU utilization, maximizing GPU performance and reducing costs.

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Development GPU profiling

DeepCoder-14B: Open-Source Code Reasoning Model Matches OpenAI's o3-mini

2025-04-09
DeepCoder-14B: Open-Source Code Reasoning Model Matches OpenAI's o3-mini

Agentica and Together AI have released DeepCoder-14B-Preview, a code reasoning model fine-tuned via distributed RL from Deepseek-R1-Distilled-Qwen-14B. Achieving an impressive 60.6% Pass@1 accuracy on LiveCodeBench, it rivals OpenAI's o3-mini, using only 14B parameters. The project open-sources its dataset, code, training logs, and system optimizations, showcasing a robust training recipe built on high-quality data and algorithmic improvements to GRPO. This advancement democratizes access to high-performing code-generation models.

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Skywork-OR1: Powerful Open-Source Reasoning Models Released

2025-04-13
Skywork-OR1: Powerful Open-Source Reasoning Models Released

SkyworkAI has released the Skywork-OR1 series of powerful open-source reasoning models, including Skywork-OR1-Math-7B, Skywork-OR1-32B-Preview, and Skywork-OR1-7B-Preview. These models, trained using large-scale rule-based reinforcement learning, excel at math and code reasoning. Skywork-OR1-Math-7B significantly outperforms similar-sized models on AIME24 and AIME25; Skywork-OR1-32B-Preview achieves Deepseek-R1 performance levels on math and coding tasks; and Skywork-OR1-7B-Preview surpasses all similarly sized models in both domains. The full models and training scripts will be open-sourced in the coming days.

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AI

13-Year-Old Motherboard Gets Surprise NVMe Boot Support

2025-05-07
13-Year-Old Motherboard Gets Surprise NVMe Boot Support

A Gigabyte B75M-D3H motherboard, released in 2012, received a surprise firmware update (F16f) adding support for booting from M.2 NVMe SSDs. This unexpected feature, absent in the original design, came alongside a fix for the PKfail vulnerability. While performance is limited by PCIe 2.0, the upgrade significantly boosts older systems. The discovery sparked speculation about whether Gigabyte intentionally added this functionality.

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