Matter Protocol: The Future of Smart Home Interoperability?

2025-04-10
Matter Protocol: The Future of Smart Home Interoperability?

Developed by Apple, Google, Amazon, and Samsung, the Matter protocol aims to solve smart home device incompatibility and security issues. It enables seamless integration of supported devices across major smart home platforms without needing extra apps or software. This article introduces the Matter protocol, mentions the author's company is pursuing Matter certification, and highlights native integration with Home Assistant, allowing it to function as an automation trigger or output device—for example, displaying a message when a washing machine finishes.

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LHCb Observes New Antimatter Asymmetry

2025-07-21
LHCb Observes New Antimatter Asymmetry

The LHCb experiment at the Large Hadron Collider has observed a new difference between matter and antimatter in baryons, marking the first observation of CP violation in this type of particle. This discovery is a significant step towards understanding the universe's matter-antimatter imbalance. While the observed CP violation aligns with the Standard Model, it's insufficient to explain the cosmic asymmetry, suggesting the existence of undiscovered particles or new physics beyond the Standard Model.

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DIY 360° LiDAR Scanner on a Raspberry Pi

2025-04-19
DIY 360° LiDAR Scanner on a Raspberry Pi

This project details the creation of PiLiDAR, a DIY 360° LiDAR scanner built on a Raspberry Pi 4. Using an LDRobot LD06/LD19/STL27L LiDAR, a Raspberry Pi HQ camera, and a stepper motor, this project leverages custom serial drivers, hardware PWM calibration, and image stitching techniques to achieve 360° panoramic scanning and 3D scene reconstruction. The project also covers GPIO configuration, I2C communication, software installation, and provides detailed steps and code examples. The resulting 3D point cloud data can be visualized and exported using Open3D.

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Hardware LiDAR 3D Scanning

Meta and Yandex Accused of Covertly Tracking Android Users' Browsing Data

2025-06-04
Meta and Yandex Accused of Covertly Tracking Android Users' Browsing Data

Researchers from Radboud University and IMDEA Networks have revealed that Meta and Yandex apps are secretly tracking Android users' browsing activity in the background, even in incognito mode. This covert data collection, bypassing Android's security measures, allows them to access websites visited and app usage, raising serious privacy concerns. Meta stated it's investigating and has paused the feature, while Yandex denies collecting sensitive data. Google confirmed the activity, stating Meta and Yandex misused Android capabilities, violating their security and privacy principles. The incident highlights ethical concerns surrounding data collection by large tech companies.

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Tech

Deepseek v3: A 607B Parameter Open-Source LLM Outperforming GPT-4 at a Fraction of the Cost?

2025-01-02
Deepseek v3: A 607B Parameter Open-Source LLM Outperforming GPT-4 at a Fraction of the Cost?

Deepseek unveiled its flagship model, v3, a 607B parameter Mixture-of-Experts model with 37B active parameters. Benchmarking shows it's competitive with, and sometimes surpasses, OpenAI's GPT-4o and Claude 3.5 Sonnet, making it the current top open-source model, outperforming Llama 3.1 403b, Qwen, and Mistral. Remarkably, Deepseek v3 achieved this performance for only ~$6 million, leveraging breakthrough engineering: MoE architecture, FP8 mixed-precision training, and a custom HAI-LLM framework. It excels in reasoning and math, even outperforming GPT-4 and Claude 3.5 Sonnet, though slightly behind in writing and coding. Its exceptional price-to-performance ratio makes it a compelling option for developers building client-facing AI applications.

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South Korea Grapples with AI Deepfake Revenge Porn Crisis

2025-04-27
South Korea Grapples with AI Deepfake Revenge Porn Crisis

South Korea is facing a surge in AI-generated revenge porn, with victims ranging from students and teachers to ordinary citizens. Deepfake technology allows perpetrators to create realistic nude images using victims' photos from social media, spreading them on platforms like Telegram. While new laws increase penalties, enforcement struggles, leaving many victims to investigate themselves. The stories of Ruma and Kim highlight the devastating impact and the urgent need for stronger law enforcement and platform accountability. The low arrest rate despite increased penalties underscores the challenges in combating this sophisticated form of online abuse.

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Structured Errors in Rust: Weighing the Tradeoffs

2025-06-01

This article explores the advantages and disadvantages of using structured errors (e.g., with `thiserror`) versus `anyhow` in Rust applications. Based on experience maintaining a large Rust web server, the author argues that custom error types, while increasing code and maintenance overhead, offer significant benefits: clearly showing all potential failure modes of a function, improving code readability and review; creating more descriptive interfaces; avoiding redundant error messages; enforcing context addition; and allowing for extra data and functionality. However, drawbacks include increased code volume, naming challenges, maintenance overhead, and potential performance concerns. The author concludes that the trade-off should be assessed case-by-case, suggesting that in large applications, the advantages of structured errors may outweigh the costs.

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Development

Escaping the Valley: A B2B SaaS Path Less Traveled (and More Founder-Friendly)

2025-04-07
Escaping the Valley: A B2B SaaS Path Less Traveled (and More Founder-Friendly)

Matt, a founder who successfully sold his company Vizzly to WPP, shares his unconventional approach to building a B2B SaaS business. He argues against the typical VC-backed path of massive funding or complete bootstrapping, advocating for a 'middle path'—raising less than $1M, retaining most equity, avoiding board seats, and focusing on profitability and asset value. This approach, while unpopular with VCs due to their high-return expectations, offers founders more control and a balanced return, mitigating the risk of significant losses in liquidation events. The author encourages entrepreneurs to choose a funding strategy aligned with their values and goals, not just VC approval.

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UK Universities Shell Out Millions for Controversial Oracle Java Deal

2025-06-13
UK Universities Shell Out Millions for Controversial Oracle Java Deal

UK universities and colleges have signed a £9.86 million ($13.33 million) framework agreement with Oracle to continue using its controversial Java SE Universal Subscription. The deal includes a waiver of historical fees for institutions using Oracle Java since 2023. This follows criticism of the new subscription model's high cost, prompting many to switch to open-source alternatives. Despite this, UK higher education institutions chose to renew, citing simplified licensing and increased efficiency. However, questions remain about why they didn't switch to open-source options.

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punktf: Cross-Platform Dotfiles Manager for Seamless Configuration

2025-03-02
punktf: Cross-Platform Dotfiles Manager for Seamless Configuration

Tired of managing different dotfiles for different systems? punktf solves this problem! This cross-platform dotfile manager works on Windows, Linux, and macOS, letting you compile and deploy dotfiles across multiple targets with a single command. It uses a Handlebar-like syntax for conditional compilation and variable insertion, and allows for pre/post-hooks to customize behavior. One configuration, consistent developer experience across all your machines!

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Development dotfile manager

Ugly Gerry: A Font Fighting Gerrymandering

2025-05-30
Ugly Gerry: A Font Fighting Gerrymandering

Ugly Gerry is a typeface whose letters are shaped like US congressional districts, a protest against gerrymandering. Created by Ben Doessel and James Lee for RepresentUs, the font's intentionally grotesque design aims to highlight the unfairness of manipulated district lines. While dubbed "the world's most revolting font," its provocative design earned it a 2020 ADC Award for typography, successfully bringing attention to a crucial political issue.

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ClickHouse Embraces Rust: A Challenging Integration Journey

2025-04-09
ClickHouse Embraces Rust: A Challenging Integration Journey

ClickHouse, originally written in C++, embarked on a journey to integrate Rust to attract more developers and expand its capabilities. The article details this process, from initially choosing the BLAKE3 hash function as a pilot project, to integrating the PRQL query language and the Delta Lake library. The journey encountered numerous challenges, including build system integration, memory management, error handling, and cross-compilation issues. Despite problems like bugs in Rust libraries, excessively large symbol names, and interoperability issues with C++ code, the ClickHouse team overcame these obstacles, successfully integrating Rust into the project and paving the way for future development.

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Development

Ruby Core Class Freezing Tool: Ruby Refrigerator

2024-12-31
Ruby Core Class Freezing Tool: Ruby Refrigerator

Ruby Refrigerator is a tool that freezes all Ruby core classes and modules, preventing unexpected modifications to core classes at runtime. It provides a `freeze_core` method to freeze core classes and a `check_require` method to check libraries for modifications to core classes. `check_require` supports options for predefining modules and classes, excluding specific classes, and specifying dependencies. A command-line tool, `bin/check_require`, is also provided for easy use. This tool is incredibly useful for ensuring code stability in production and testing environments.

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Development freezing core classes

VectorSmuggle: Exfiltrating Data from AI/ML Systems via Vector Embeddings

2025-06-04
VectorSmuggle: Exfiltrating Data from AI/ML Systems via Vector Embeddings

VectorSmuggle is an open-source security research project demonstrating sophisticated vector-based data exfiltration techniques in AI/ML environments, focusing on RAG systems. It leverages advanced steganography, evasion techniques, and data reconstruction methods to highlight potential vulnerabilities. This framework supports numerous document formats and offers tools for defensive analysis, risk assessment, and improved AI system security.

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Controversial AI Startup Aims for Total Job Automation

2025-04-20
Controversial AI Startup Aims for Total Job Automation

Silicon Valley startup Mechanize, founded by renowned AI researcher Tamay Besiroglu, has sparked controversy with its ambitious goal: the complete automation of all work. This mission, alongside Besiroglu's connection to the respected AI research institute Epoch, has drawn criticism. Mechanize aims to automate all jobs by providing the necessary data, evaluations, and digital environments, resulting in a massive potential market but raising significant concerns about widespread job displacement. While Besiroglu argues that automation will lead to explosive economic growth and higher living standards, he fails to adequately address how people would maintain income without jobs. Despite the extreme ambition, the underlying technical challenge is real, and many large tech companies are pursuing similar research.

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Hydra: Postgres Performance Boosted 5X - User Testimonials

2025-05-09
Hydra: Postgres Performance Boosted 5X - User Testimonials

Hydra, an open-source Postgres-based database solution, is receiving rave reviews. Users report exceptional performance requiring no tuning for over a year, with data compression rates reaching 5X, significantly reducing storage costs. Its well-documented nature and highly engaged community, with quick responses from the team, make implementation and support seamless. Easy onboarding and reliable performance make Hydra an ideal choice for large-scale data analysis.

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Development

Go 1.25 Removes Core Types, Simplifying the Language Spec

2025-03-26

Go 1.18 introduced generics, and with it, the concept of "core types" to simplify handling generic operands. However, this added complexity to the language specification and limited the flexibility of certain operations. Go 1.25 removes core types, replacing them with clearer and more concise rules, thereby simplifying the language specification and opening the door for future language improvements, such as more powerful slice operations and improved type inference. This change does not affect the behavior of existing Go programs.

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(go.dev)

Smartphone Turns into Pocket Spectrometer with a Simple Card

2025-09-24
Smartphone Turns into Pocket Spectrometer with a Simple Card

Purdue University researchers have devised a clever method to transform a regular smartphone into a high-precision spectrometer using a simple card with a special color reference chart. The technique uses an algorithm to analyze smartphone photos, extracting hidden spectral information with an accuracy of 1.6 nanometers. This breakthrough promises wide applications in defense, medicine, food safety, and more, making spectroscopy more affordable and accessible.

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Stack Overflow's Fight for Survival in the Age of AI

2025-05-29
Stack Overflow's Fight for Survival in the Age of AI

Facing a 90% plummet in visits due to the rise of AI tools like ChatGPT, Stack Overflow is undergoing a significant transformation. They've relaunched chat features, are exploring paid expert consultation services, and plan to create personalized homepages aggregating videos, blogs, Q&A, and more. Simultaneously, Stack Overflow is partnering with AI companies like OpenAI and Google, licensing its high-quality data for AI model training and integrating its data into AI tools. Despite the massive challenge, Stack Overflow is diversifying and collaborating with AI to find new growth opportunities in the age of artificial intelligence.

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Development

Sketch Programming: A Minimalist Paradigm for Code Design (LLM Transpiler)

2025-03-15
Sketch Programming: A Minimalist Paradigm for Code Design (LLM Transpiler)

Sketch programming is a revolutionary approach to software development prioritizing simplicity, readability, and expressiveness. It's not a specific language but a meta-programming paradigm abstracting boilerplate code, reducing cognitive load, and focusing developers on core logic. Implementable in any language, Sketch works across all project scales. The core idea is to 'sketch' the program's essence with minimal, intuitive syntax, leaving details to the underlying language. It uses a keyword-driven, declarative syntax, emphasizing readability and intent, supporting rapid iteration and language-agnostic design. An example shows a React component sketched and then transpiled into full React code. A VS Code extension is also under development.

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Development Sketch Programming

WWII's Unsung Heroes: How Academics Won the War

2025-01-19
WWII's Unsung Heroes: How Academics Won the War

Elyse Graham's *Book and Dagger* reveals the surprising story of how scholars and librarians became pivotal spies during WWII. These 'scholar-spies,' working primarily for the OSS, didn't engage in traditional espionage. Instead, their expertise in information gathering, organization, and analysis provided crucial intelligence advantages. By meticulously sifting through seemingly mundane sources – newspapers, maps, phone books – they uncovered vital information that shifted the tide of the war. The book highlights how their contributions redefined intelligence gathering, influencing the CIA and other agencies for decades to come.

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Brut: A Simple Yet Powerful Ruby Web Framework

2025-07-09

Brut is a simple yet fully-featured web framework for Ruby, eschewing controllers, verbs, and resources in favor of pages, forms, and single-action handlers. Developers write HTML directly, generated server-side, with full freedom to use JavaScript and CSS. Brut boasts built-in OpenTelemetry instrumentation, a Sequel-powered data access layer, and OptionParser-based command-line tools, and is easily deployable with Docker. It streamlines the development process, letting developers focus on business logic and enjoy building web apps.

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Development

Reliving Tech History: The DEC Interactive Computing Legacy

2025-04-22

A team is meticulously recreating Digital Equipment Corporation's (DEC) iconic interactive computing devices from 1945 to 1975. These replicas span key models like the PDP-1 and PDP-11, showcasing pivotal steps in the evolution from embedded computing to modern operating systems such as Unix and Windows. The project encompasses not only hardware replication but also software and documentation restoration, aiming for a realistic 'back in the day' user experience. The goal is to make these historical gems accessible and spread their impact far and wide.

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Tech

Elegant State Machine Patterns in Rust

2025-04-20
Elegant State Machine Patterns in Rust

This article explores various approaches to implementing state machine patterns in Rust, comparing their advantages and disadvantages. The author starts with a simple enum approach, iteratively refining it to a solution leveraging generics and the From/Into traits. This final approach enables compile-time state transition checks and provides clear error messages. Multiple code examples, including a simulated bottle-filling machine and a simplified Raft protocol implementation, illustrate these methods.

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Development

UK to Ban Tech Used in Car Thefts: Signal Jammers Criminalized

2025-02-27
UK to Ban Tech Used in Car Thefts: Signal Jammers Criminalized

New laws in England and Wales will ban sophisticated electronic devices used by criminals to steal cars. Over 700,000 vehicles were broken into last year, often using high-tech gadgets like signal jammers, implicated in about 40% of vehicle thefts nationwide. Previously, police needed to prove a device's use in a specific crime for prosecution; the new Crime and Policing Bill shifts the burden to the possessor to prove legitimate use. Making or selling jammers could result in five years in prison or an unlimited fine. This addresses the rise in car thefts, especially those exploiting keyless entry systems.

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The 2025 Berghain Challenge: A Viral Coding Competition That Broke the Internet

2025-09-24

Listen Labs launched a viral coding challenge, the Berghain Challenge, starting with a cryptic billboard in San Francisco. The challenge tasked participants with a complex optimization problem: selecting exactly 1000 people from a stream of random arrivals, each with multiple attributes, while meeting specific quotas and minimizing rejections. This deceptively simple game attracted over 30,000 engineers. The author, starting as an algorithmic newbie, rose to #16 on the leaderboard, detailing their iterative journey through various algorithms, from naive greedy approaches to sophisticated Gaussian-copula models and finally pragmatic threshold-based methods. They encountered server overload and rate limiting, showcasing the challenge's unexpected scalability. Analyzing top-performing solutions, the author highlights key lessons learned: simpler often beats complex, parameter tuning is crucial, iteration speed trumps perfection, domain knowledge comes from unexpected sources, and constraints can be features. Ultimately, the Berghain Challenge reignited the author's passion for programming and offers insights into future collaborative technical competitions.

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Development algorithm challenge

Datalog Engine in miniKanren and WebAssembly

2025-06-15

This article details a Datalog engine built using Scheme and the miniKanren library, running in the browser via WebAssembly. The engine implements core Datalog features: fact assertion, rule definition, and fixpoint iteration. The author thoroughly explains the implementation details of data structures, indexing mechanisms, and rule application, providing a graph traversal example. This project demonstrates the potential of functional and logical programming techniques for building efficient database systems, leveraging WebAssembly for cross-platform execution.

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Development

USAID's Demise: A Looming Humanitarian Crisis

2025-05-16
USAID's Demise: A Looming Humanitarian Crisis

The world's largest foreign aid agency, USAID, is effectively defunct. Budget cuts have led to the closure of numerous programs across Africa and Asia, including HIV centers, malaria prevention initiatives, and nutrition clinics. Researchers predict that cuts to just five programs could result in 483,000 to 1.14 million excess deaths in the next year, and 1.48 million to 6.24 million over five years. This highlights the crucial role of international development aid in global health and well-being, and the devastating consequences of its reduction.

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Tech mortality

Vertical Sharding: A Nightmare?

2025-04-13
Vertical Sharding: A Nightmare?

The author recounts their experience with vertical sharding (functional sharding), highlighting its pitfalls. While it alleviates database load, it fragments the application, forcing the application layer to handle joins and queries that should be handled by the database. This significantly increases code complexity and maintenance overhead, and reduces system availability. Using humor and an uptime formula, the author shows how vertical sharding lowers system stability, ultimately delaying product roadmaps and demoralizing engineers. The article concludes by introducing PgDog, an open-source project aiming to solve Postgres sharding.

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Development vertical sharding

Klarna's AI Customer Service Experiment: From All-AI to Hiring Spree

2025-05-15
Klarna's AI Customer Service Experiment: From All-AI to Hiring Spree

Fintech startup Klarna, after replacing its marketing and customer service teams with AI in 2024, is now scrambling to hire human agents. Their experiment, initially touted as a cost-saving measure, backfired due to poor customer experience resulting from the AI's shortcomings. Klarna's CEO admits that cost optimization overshadowed quality, leading to a significant shift in strategy. This case highlights the challenges and limitations of current AI technology in real-world applications, particularly in customer-facing roles.

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