Chronicle: A Pragmatic Event Sourcing Toolkit in Go

2025-09-01
Chronicle: A Pragmatic Event Sourcing Toolkit in Go

Chronicle is a pragmatic and type-safe event sourcing toolkit for Go. It simplifies versioning with embedded `aggregate.Base`, ensuring type safety with sum types. Supporting various backends (in-memory, SQLite, PostgreSQL), Chronicle tackles concurrency with optimistic locking, improves performance with snapshots, and offers features like event metadata and transformers for encryption and data transformation. This robust library streamlines modern event sourcing in Go applications.

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Development

The American Dream: A Tech Founder's Urgent Plea

2025-01-09
The American Dream: A Tech Founder's Urgent Plea

Jeff Atwood, co-founder of Stack Overflow and Discourse, expresses deep concern about the fading American Dream. He cites soaring costs of housing, healthcare, and education, widening wealth inequality, and low voter turnout as threats to its survival. In response, he announces his family's commitment to donate a significant portion of their wealth: immediate aid to vulnerable groups and long-term investment in projects aiming for social equity and democratic reform. The article weaves together his personal journey, highlighting the challenges and hopes facing American society, and urges collective action to safeguard the ideal of the American Dream.

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Ransomware's Weird Vulnerability: Virtual Keyboards as a Defense

2025-06-30

Security experts have discovered a peculiar vulnerability in nearly all ransomware strains: they refuse to install on Windows computers with virtual keyboards like Russian or Ukrainian already installed. This is because many malware strains originating from Eastern Europe include checks for specific countries (e.g., Russia, Ukraine) to avoid local law enforcement. While not foolproof, installing a virtual keyboard, such as a Russian one, offers a simple, additional security measure to reduce ransomware infection risk. This approach leverages the fact that many cybercriminals avoid targeting computers within their own countries to avoid investigation.

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Tech

The $100 Hamburger: A Pilot's Excuse for a Flight

2025-06-14

The '$100 hamburger' is aviation slang for a short flight (under two hours) to a nearby airport, grabbing a bite at the airport restaurant, and returning home. The name originated from the approximate cost of operating a small plane like a Cessna 172 for such a trip. However, with rising fuel prices, the cost is now significantly higher. A similar concept, the 'Rotto Bun Run' in Perth, Australia, sees pilots flying to Rottnest Island for hot cross buns, now an annual charity event.

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Thunderbolt 5: A Quantum Leap in Speed and Capability

2025-01-10
Thunderbolt 5: A Quantum Leap in Speed and Capability

Thunderbolt 5 has arrived in 2024, bringing a significant performance boost to laptops and monitors. Compared to Thunderbolt 4, Thunderbolt 5 boasts double the bandwidth (up to 120 Gbps), supports up to 8K displays, and offers up to 240W of charging power. This translates to faster file transfers, support for more powerful external GPUs and AI accelerators, and superior display capabilities. While Thunderbolt 5 ports and cables look similar to Thunderbolt 4, the performance gains are substantial. If you demand top-tier performance, Thunderbolt 5 is worth considering, but its current adoption is still limited, and prices are relatively high.

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Claude Code Hooks: Extending Functionality with User-Defined Shell Commands

2025-07-01
Claude Code Hooks: Extending Functionality with User-Defined Shell Commands

Claude Code introduces hooks, user-defined shell commands that execute at various stages of its lifecycle. This allows for deterministic control over Claude Code's behavior, ensuring actions like automatic code formatting, logging, and custom permission checks always occur. Hooks transform suggestions into reliable application-level code, enhancing functionality and simplifying workflows. While powerful, users must prioritize security and ensure commands are safe and reliable.

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Development Hooks Shell Commands

1995's Predictions for 2025: Hits and Misses

2025-03-31
1995's Predictions for 2025: Hits and Misses

This article revisits predictions made in 1995 about life in 2025. Some predictions, such as the widespread adoption of the internet and mobile devices, were surprisingly accurate. Others, like supersonic passenger planes and a Mars colony, completely missed the mark. The article explores the relationship between prediction accuracy and the context of the time, noting that technological advancements don't always translate to increased leisure time.

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Ignoring Near Misses: A Hidden Risk for Tech Companies

2025-02-08
Ignoring Near Misses: A Hidden Risk for Tech Companies

FAA data reveals 30 near-misses at Reagan Airport. This article argues that tech companies often prioritize preventing major incidents, overlooking the numerous near-misses that could escalate. Near misses, precursors to significant incidents, are frequently ignored due to their zero impact. The author advocates treating near misses as seriously as major incidents, creating mechanisms to identify and analyze them proactively. This requires a cultural shift, encouraging reporting and analysis to improve reliability.

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Indie Animation 'Flow' Scores Upset Golden Globe Win

2025-01-07
Indie Animation 'Flow' Scores Upset Golden Globe Win

Latvian director Gints Zilbalodis' 'Flow' pulled off a major upset, winning the Golden Globe for Best Animated Feature. Made on a modest $3.7 million budget, the Latvian, Belgian, and French co-production beat out Disney/Pixar blockbusters and other big-budget contenders. The film, a post-apocalyptic tale of animals surviving a biblical flood, showcased the growing inclusivity of the Golden Globes towards independent and international cinema. 'Flow's' win is also a testament to the power of open-source software, as it was created using Blender, a first for a Golden Globe winner in this category. Zilbalodis' acceptance speech highlighted the significance of this win for the small Latvian film industry and his personal journey of learning collaboration.

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FluentBird: A Windows 11 Fluent Design Theme for Thunderbird

2025-07-16
FluentBird: A Windows 11 Fluent Design Theme for Thunderbird

FluentBird is a userChrome.css theme for Mozilla Thunderbird, bringing the sleek Windows 11 Fluent Design and Mica transparency to your inbox. Supporting both light and dark modes, it enhances Mica transparency on Windows 11 systems. While a beta release with potential bugs, it largely themes the mail section and fixes several issues. Installation involves manually placing files in Thunderbird's chrome directory. Note: some Thunderbird areas use Shadow DOM, limiting complete theming; the new message window and settings remain untouched.

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Development Theme

Golioth Investigates: A Cellular Connectivity Mystery

2025-02-26
Golioth Investigates: A Cellular Connectivity Mystery

Golioth recently encountered a perplexing cellular connectivity issue: some devices using a specific vendor's chipset experienced connection failures after OTA firmware updates. Investigation revealed the problem stemmed from some NB-IoT networks not adhering to 3GPP specifications, causing the modem to fail to obtain DNS server addresses correctly. The Golioth team, by deeply analyzing 3GPP specifications, modem trace data, and network protocols, ultimately found a workaround, but also exposed the drawbacks of closed ecosystems and lack of transparency, calling for greater industry transparency to improve cellular connectivity reliability.

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140,000-Year-Old Homo Erectus Discoveries Rewrite History of Sundaland

2025-05-28
140,000-Year-Old Homo Erectus Discoveries Rewrite History of Sundaland

Archaeological finds off the coast of Java, Indonesia, are rewriting our understanding of Homo erectus. Fossil remains, including skull fragments, unearthed during dredging operations in the Madura Strait, reveal a surprisingly mobile Homo erectus population inhabiting Sundaland, a vast lowland area now submerged. The discoveries, including evidence of hunting and diverse dietary habits, challenge previous theories of isolated Javanese Homo erectus populations. The findings point to a rich ecosystem and suggest interaction with other hominin groups, painting a far more complex picture of early human life in Southeast Asia 140,000 years ago. This unique collection, spanning 36 vertebrate species, offers unprecedented insight into the region's past biodiversity.

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From Hours to 360ms: Over-Engineering a Sudoku Solution

2025-02-08

The author tackles a Sudoku puzzle aiming for the highest possible GCD among the nine 9-digit numbers formed by the rows. Initial attempts using the Z3 solver failed to find a solution within hours. The author then employed several optimization strategies: mathematical analysis to reduce the search space, a BFS algorithm, and iterative improvements to the `is_good` function, transitioning from HashSet to bitset and finally leveraging SIMD for vectorized computation. Multithreading and refined thread synchronization reduced the solution time from hours to 360ms, achieving over 1600x speedup. While a hardcoded answer proved fastest, the article showcases how even seemingly simple arithmetic problems offer significant performance gains through meticulous algorithmic optimization.

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Development

Atuin Desktop: Executable Runbooks That End Copy-Pasting

2025-04-22
Atuin Desktop: Executable Runbooks That End Copy-Pasting

Atuin Desktop is a local-first, executable runbook editor that looks like a doc but runs like your terminal. It combines script blocks, embedded terminals, database clients, and Prometheus charts, solving the problem of teams relying on individual memory and outdated documentation for workflows. With repeatable, shareable, and reliable workflows, Atuin Desktop helps teams escape the struggle of searching Slack and Notion for answers and digging through shell history, ultimately enabling efficient collaboration and automated operations.

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Development runbooks

Unpacking R1-Zero: Efficient LLM Alignment with the Oat Framework

2025-03-22
Unpacking R1-Zero: Efficient LLM Alignment with the Oat Framework

Researchers released a paper, models, and codebase unveiling the mysteries of R1-Zero-like training. They developed Oat, a highly modular and efficient LLM reinforcement learning framework, and used it to R1-Zero-train models like Qwen2.5. The study found that proper base models and an improved reinforcement learning algorithm (Dr. GRPO) are crucial, avoiding biased optimization from mismatched templates and question sets. Ultimately, they achieved state-of-the-art performance with only 27 hours of compute on 8x A100 GPUs.

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AI

Tesla's Oasis Supercharger: A Decade in the Making, Finally Off-Grid

2025-07-06

Tesla has finally launched its long-promised Oasis Supercharger station in Lost Hills, California. This massive station boasts 11 MW of solar panels and 39 MWh of battery storage, enabling off-grid operation. While Tesla initially promised solar and battery-powered Superchargers years ago, this project represents a significant step towards sustainable energy. The 168-stall station (half currently operational) is one of the world's largest, but new legislation may hinder future similar projects.

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VW's Emissions Scandal: A Decade of Fallout and €30 Billion in Damages

2025-05-26
VW's Emissions Scandal: A Decade of Fallout and €30 Billion in Damages

The 2015 Volkswagen emissions scandal, involving software designed to cheat on emissions tests, sent shockwaves through the global automotive industry. The deception resulted in billions in fines and settlements for VW, exceeding €30 billion. While former CEO Martin Winterkorn and other executives faced charges, Winterkorn continues to deny responsibility. The scandal remains a landmark case of corporate malfeasance with long-lasting consequences.

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A Tooth for an Eye: The Remarkable Success of OOKP Surgery

2025-09-14

Osteo-odonto-keratoprosthesis (OOKP), or "tooth-in-eye" surgery, offers a groundbreaking solution for patients with severe corneal damage. This procedure uses a patient's own tooth (or a donor tooth) to create a biocompatible corneal implant, restoring vision where other methods fail. While risks like laminar resorption and glaucoma exist, long-term studies show remarkable success rates. Pioneered by Italian ophthalmologist Professor Benedetto Strampelli in the 1960s, OOKP represents a significant advancement in ophthalmic surgery, providing a lifeline for those suffering from irreversible corneal damage.

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DigiCert Attempts to Silence Open Discussion of WebPKI Security Issues

2025-02-25

Following comments by Sectigo's Chief Compliance Officer, Tim Callan, on the Bugzilla forum regarding DigiCert's certificate practices, DigiCert's lawyers attempted to suppress the discussion through the threat of legal action. Sectigo's General Counsel, Brian Holland, responded that Callan's statements were protected under the First Amendment and aimed at fostering open debate on important WebPKI issues. Holland argues DigiCert's actions damage the WebPKI's self-regulatory system and calls for industry attention to prevent similar incidents. The incident highlights WebPKI security and transparency, and the responsibilities and rights of companies in public discourse.

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How to Make PostgreSQL Ridiculously Slow?

2025-07-28
How to Make PostgreSQL Ridiculously Slow?

This article challenges the reader to make PostgreSQL as slow as possible by tweaking parameters in the `postgresql.conf` file, without resorting to CPU throttling or index deletion. Through a series of carefully chosen adjustments, including drastically reducing the buffer cache size (`shared_buffers`), aggressively triggering autovacuum and analyze (`autovacuum_*` parameters), and configuring WAL (`wal_*` parameters) for maximal write frequency and I/O contention, the author manages to reduce PostgreSQL's TPS by over 7000 times, from 7000+ to below single digits, even under 0.1 TPS. The author details the rationale and impact of each parameter change and provides a reproducible configuration. This is a fascinating experiment showcasing the profound impact of database parameter tuning.

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Development Parameter Tuning

Undergrad Team Runs Xv6 on a Homebrew CPU

2025-06-28

In 2015, a University of Tokyo undergraduate team tackled an ambitious project: designing, building, and running the Xv6 operating system on a homebrew CPU with a custom RISC ISA. Over four months, they built a C compiler from scratch, overcame numerous challenges in understanding and implementing the necessary CPU features for an OS (interrupts, memory management), and successfully ported Xv6, even adding games like 2048 and Minesweeper. Their final demo ran the required ray-tracing program on top of Xv6, showcasing incredible ingenuity and problem-solving skills. This project serves as a testament to the rewards of reinventing the wheel and the educational value of hands-on learning.

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Development CPU Design

Hugging Face Open-Sources Two Robots: HopeJR and Reachy Mini

2025-05-31
Hugging Face Open-Sources Two Robots: HopeJR and Reachy Mini

Hugging Face Inc. has open-sourced the designs of two internally developed robots, HopeJR and Reachy Mini. HopeJR is a humanoid robot capable of 66 movements, including walking, with robotic arms controlled by specialized gloves. Reachy Mini is a desk-sized, turtle-like robot with a retractable neck, ideal for testing AI applications. Blueprints for both are open-source, with pre-assembled versions selling for approximately $250 and $3,000 respectively. Shipping is expected by year's end.

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AI

C-Tubes: Revolutionizing 3D Design with Flat Materials

2025-08-22
C-Tubes: Revolutionizing 3D Design with Flat Materials

Researchers at EPFL's Geometric Computing Laboratory have developed C-Tubes, a groundbreaking method for creating strong, lightweight curved structures from flat strips of material. Their algorithm precisely bends and connects these strips, avoiding stretching or wrinkling, resulting in surprisingly stiff and durable tubes. This sustainable approach minimizes waste and opens possibilities in furniture, lighting, architecture, and beyond. C-Tubes promises to revolutionize design and construction, offering a more efficient and environmentally friendly approach to 3D object creation.

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Design

Germany Updates US Travel Advice After Citizens' Detainment

2025-03-21
Germany Updates US Travel Advice After Citizens' Detainment

The German foreign ministry updated its travel advice for the US after three German citizens were denied entry and detained. The updated advice warns that even with an ESTA, entry isn't guaranteed, and minor visa overstays or false information can lead to arrest and deportation. While the ministry insists it's not a travel warning, the cases – including a US green card holder who was subjected to harsh interrogation and detention – highlight potential risks. One detainee, a tattoo artist, was held for over six weeks and allegedly placed in solitary confinement. The incidents serve as a cautionary tale for German travelers to the US, emphasizing the importance of accurate information and adherence to visa regulations.

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The Wet Media History of the Bathroom

2025-07-11
The Wet Media History of the Bathroom

From the fitness craze of the 1980s to the present day, the bathroom has evolved from a simple washing space into a blend of media and technology. This article traces how media technologies have made their way into this intimate space, from early waterproof radios to high-end bathtubs with multimedia systems, showcasing the pursuit of an enhanced bathing experience. However, the integration of media technology brings complexities; work pressures can intrude on relaxation. The article explores the complex relationship between media technology and bathroom culture through historical and cultural perspectives, examining the underlying social, economic, and gender factors.

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AI Comic: A Roman Industrial Revolution Across Time

2025-06-12

Ulyses, an archaeology student, accidentally connects with Marcus, a Roman slave in 79 AD, through a mysterious stone. Their friendship across time allows Marcus to leverage Ulyses' modern knowledge and technology, sparking an industrial revolution in ancient Rome. From steam engines to gunpowder, each technological advancement drives dramatic societal changes, bringing new challenges and conflicts. This AI-generated comic uses a captivating story to explore an alternate history and the complex implications of technological progress.

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Game

Mayo Clinic Solves LLM Hallucination Problem with Reverse RAG

2025-03-15
Mayo Clinic Solves LLM Hallucination Problem with Reverse RAG

Large language models (LLMs) suffer from 'hallucinations' – generating inaccurate information – a particularly dangerous issue in healthcare. Mayo Clinic tackled this with a novel 'reverse RAG' technique. By linking extracted information to its original source, this method eliminated almost all data-retrieval-based hallucinations, enabling the model's deployment across its clinical practice. The technique combines the CURE algorithm and vector databases, ensuring traceability of every data point to its origin. This enhances model reliability and trustworthiness, significantly reducing physician workload and opening new avenues for personalized medicine.

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75Hz E-Paper Display Dev Kit Breaks the Speed Barrier

2025-09-10
75Hz E-Paper Display Dev Kit Breaks the Speed Barrier

Modos, a two-person startup, has launched a groundbreaking e-paper display development kit boasting a record-breaking 75Hz refresh rate. This open-source FPGA-based kit overcomes the long-standing perception of e-paper displays as slow. The kit supports various e-paper panel sizes and includes a comprehensive hardware and software package, enabling developers to create smooth, responsive applications. While initially aiming for an e-paper laptop, Modos pivoted to this dev kit due to panel size limitations, opening exciting possibilities for low-power, high-resolution e-paper applications. It even allows repurposing displays from older e-readers.

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Hardware e-paper display

SGS-1: A Groundbreaking AI Model for Generating Manufacturable 3D CAD Geometry

2025-09-21
SGS-1: A Groundbreaking AI Model for Generating Manufacturable 3D CAD Geometry

Introducing SGS-1, a revolutionary AI model capable of generating fully manufacturable and parametric 3D geometry from images or 3D meshes. Unlike previous generative models, SGS-1 outputs accurate CAD models (STEP format) easily editable in traditional CAD software. It excels at handling medium to high complexity parametric geometries, even designing engineering parts like brackets for roller assemblies based on partial context and text descriptions. Benchmarked against state-of-the-art models, SGS-1 demonstrates superior performance in generating usable and accurate 3D models, promising a transformative impact on engineering design.

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AI

Trystero: Real-time Collaboration Reimagined

2025-08-29

Trystero is a fascinating real-time collaborative platform leveraging technologies like BitTorrent, Nostr, MQTT, IPFS, Supabase, and Firebase to synchronize mouse movements and clicks in real-time. Simple code allows joining rooms, listening for peer joins/leaves, and broadcasting/receiving mouse movements and clicks. Trystero's potential extends far beyond this, supporting audio/video streams and binary data, opening up endless possibilities for real-time collaboration.

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Development
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