1.Why Japanese companies do so many different things(Why Japanese companies do so many different things)
Japanese companies are known for their wide-ranging activities, often diversifying into various industries beyond their original focus. A key example is Toto, the world's largest toilet manufacturer, which also produces memory chips and other products. Its recent success in the semiconductor market illustrates how companies can thrive by branching out.
This pattern is common in Japan, where many firms, like Kyocera and Yamaha, engage in diverse manufacturing—from ceramics to musical instruments. Unlike American firms, which typically prioritize specialization and shareholder returns, Japanese companies often focus on long-term stability and employee welfare. They tend to hire for life and promote based on seniority, fostering a strong attachment between workers and their companies.
This corporate structure allows Japanese firms to adapt and survive in changing markets, as seen in their ability to pivot into new sectors when necessary. However, it can also limit their ability to innovate, particularly in rapidly evolving fields like software and AI, where American companies excel.
Overall, Japanese firms operate under a different organizational model that emphasizes horizontal coordination, employee loyalty, and diversification, which contributes to their unique success in various sectors while posing challenges in others.
2.U.S. researchers face new restrictions on publishing with foreign collaborators(U.S. researchers face new restrictions on publishing with foreign collaborators)
No summary available.
3.Open source Kanban desktop app that runs parallel agents on every card(Open source Kanban desktop app that runs parallel agents on every card)
You can use multiple agents on the board at the same time. Each agent works in its own space, called a git worktree, on a specific branch. The board shows updates in real-time as the agents run, showing progress, decisions made, and costs that increase.
4.1940 Air Terminal Museum Begins Liquidation(1940 Air Terminal Museum Begins Liquidation)
Summary of Simulator Liquidation
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Three full-size, full-motion flight simulators are available for sale in Houston, TX:
- Southwest 737-200
- Beechcraft King Air 200
- Hawker 700
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Each simulator is priced at $20,000 USD and comes with associated equipment and documentation.
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The simulators have not been powered on since their donation in 2010, and there is a risk of damage if power is applied without proper checks.
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A large forklift will be necessary to remove the simulators, especially since the 737 blocks access to the other two. Buyers are responsible for their own transportation and logistics.
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The building must be vacated by the end of June, so interested buyers need to act quickly.
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Purchases are final with no warranties or guarantees on functionality.
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Interested buyers can arrange visits or video calls for inspection. Contact via email, as phone calls will not be answered.
For more details or to see photos, visit the provided links.
5.Deno 2.8(Deno 2.8)
Deno 2.8 has been released, marking the largest minor update to date. Here are the key highlights:
-
Upgrade Instructions: To upgrade to Deno 2.8, use
deno upgradein your terminal. If you haven't installed Deno yet, you can install it using commands for macOS, Linux, and Windows. -
New Commands:
- deno audit: Checks for vulnerabilities in npm packages. The new
deno audit fixcommand automatically upgrades affected packages. - deno bump-version: Updates the version number in your configuration files.
- deno ci: Ensures your CI environment installs dependencies exactly as specified in the lockfile.
- deno pack: Creates an npm-publishable tarball from your Deno project.
- deno transpile: Converts TypeScript or JSX files to plain JavaScript without bundling.
- deno why: Explains why a package is installed by tracing dependencies.
- deno audit: Checks for vulnerabilities in npm packages. The new
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Performance Improvements: Deno 2.8 is significantly faster than previous versions, with enhancements in package management, HTTP serving, and Node.js compatibility.
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Node.js Compatibility: The pass rate against Node's test suite has improved from about 42% to 76.4%.
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New Features:
- Support for import defer, allowing modules to load without executing top-level code until needed.
- Updates to the built-in TypeScript compiler and Node.js types are included by default.
- Improved debugging capabilities, including network traffic inspection in Chrome DevTools.
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Task Runner Updates: Outputs from tasks run in parallel are now prefixed with task names for better readability.
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Delta Updates: The upgrade process is now more efficient, downloading only the changes rather than full files.
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Miscellaneous Improvements: The release includes numerous bug fixes, enhancements to the task runner, OpenTelemetry integration, and support for structured cloning and transferable objects.
Overall, Deno 2.8 brings a wealth of new features, performance enhancements, and improved compatibility with Node.js, making it a significant step forward for developers using the platform.
6.Antigravity 2.0 Tops the OpenSCAD Architectural 3D LLM Benchmark(Antigravity 2.0 Tops the OpenSCAD Architectural 3D LLM Benchmark)
The text discusses a benchmark study that evaluated various AI coding tools in creating a 3D model of the Pantheon using OpenSCAD, a programming language for 3D modeling. The study compared six tools: Codex 5.5 High, Claude Sonnet, Claude Opus, Cursor Composer, Google Antigravity, and ModelRift.
Key Points:
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Purpose of the Benchmark: The goal was to assess how effectively each AI tool could transform architectural references into accurate CAD code, specifically for a complex structure like the Pantheon.
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Why the Pantheon?: The Pantheon serves as a middle-ground challenge for OpenSCAD, which is best for parametric and constructive shapes, rather than organic forms. It includes recognizable features that can be evaluated for accuracy.
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OpenSCAD Advantages: OpenSCAD’s text-based coding allows for precise geometric instructions, making it easier for AI to generate and iterate models compared to GUI-based tools.
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Benchmark Results: Each tool was scored based on quality and speed:
- Google Antigravity 2.0 received the highest quality score (4.5/5) but was slow.
- Codex 5.5 High was detailed but had issues with final output quality (3.0/5).
- Cursor Composer was the fastest but produced the weakest model (1.4/5).
- Claude Sonnet had a clean structure but was slow (3.4/5).
- ModelRift produced a good result with human assistance (3.8/5).
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Main Takeaways:
- OpenSCAD is effective for AI-generated geometry.
- Speed does not indicate quality; faster outputs can be less accurate.
- Preview models during iteration can differ from final outputs, highlighting the need for quality checks.
- Human involvement can enhance model accuracy, especially for complex geometries.
Overall, while the benchmark showed progress in AI-generated CAD models, further refinement and human oversight are still necessary for high-quality architectural modeling.
7.Bun support is now limited and deprecated(Bun support is now limited and deprecated)
The yt-dlp project has announced that support for Bun, a JavaScript runtime, is now limited and being phased out. The new guidelines specify that only Bun versions 1.2.11 to 1.3.14 will be supported in future releases. This change is due to compatibility and security concerns, particularly highlighting that earlier versions (below 1.2.11) pose security risks and cannot run essential tests.
Key reasons for the change include:
- The minimum supported version is raised from 1.0.31 to 1.2.11 to ensure security and functionality.
- Bun has undergone significant changes in its development, which could lead to further complications.
While yt-dlp will continue to support this limited range of Bun versions for now, they may completely drop support in the future if it becomes too difficult to maintain. For more details, users can refer to the EJS wiki article.
8.A scoping review of bicycling interventions’ impacts on well-being(A scoping review of bicycling interventions’ impacts on well-being)
The text mentions a publication in "Frontiers in Sports and Active Living" that discusses how physical activity can help prevent and manage diseases. It highlights that the journal has a 2.6 impact factor and has been cited 3.8 times.
9.A Forth-inspired language for writing websites(A Forth-inspired language for writing websites)
Beto Dealmeida, a musician and software engineer, created a stack-based language called Forge for building websites. Inspired by Forth, Forge allows users to write HTML in a simple, structured way. With Forge, you can define elements like headers and paragraphs using concise commands.
A typical website using Forge consists of a library of definitions, stylesheets, and pages. The website runs on a single binary that compiles .forge files into HTML. It supports both server-side rendering for crawlers and client-side rendering for a single-page application experience.
Forge has unique features, like the ability to persist data using localStorage or a server log. For example, you can easily create a "like" button that logs interactions. Beto enjoys exploring these quirky capabilities and may use Forge for his personal site in the future.
10.Superset (YC P26) – IDE for the agents era(Superset (YC P26) – IDE for the agents era)
Avi, Kiet, and Satya are developing Superset, an open-source tool that allows users to run multiple coding agents (like Claude Code and Codex) at the same time. You can check out their project on GitHub and see a demo on YouTube.
The team, consisting of engineers experienced in managing large codebases, found that running multiple coding agents in parallel helped them work more efficiently on various tasks, such as handling GitHub issues and reviewing code. They initially created Superset to manage Git worktrees but have since expanded it into a more comprehensive IDE for coordinating agent workflows across different repositories and machines.
One of the main challenges they faced was managing the complexity of running several agents simultaneously, particularly in tracking their tasks and states. To address this, they've integrated task and issue tracking within Superset, allowing for smoother transitions from tasks to reviews.
They also introduced Remote Workspaces, currently in beta, which lets users run coding agents on remote machines to save local resources. The Superset app can now communicate with these remote setups, offering a consistent user interface.
Moving forward, the team plans to enhance the management of coding agents, improve remote workspace functionalities, and develop a mobile version of Superset for easier monitoring and management on the go. They welcome feedback, especially from users who regularly use coding agents.
11.Lawmakers Demand Answers as CISA Tries to Contain Data Leak(Lawmakers Demand Answers as CISA Tries to Contain Data Leak)
On May 22, 2026, lawmakers expressed concern over a significant security breach at the U.S. Cybersecurity & Infrastructure Security Agency (CISA). A contractor accidentally published sensitive information, including AWS GovCloud keys, on a public GitHub account called "Private-CISA." This incident raised questions about CISA's internal security practices.
CISA acknowledged the leak but has not confirmed how long the data was exposed. The repository was reportedly created in November 2025 and functioned more like a personal workspace than a formal project. Although CISA claimed no sensitive data was compromised, Senator Maggie Hassan emphasized the need for answers, especially given recent workforce cuts at the agency.
Experts noted that the leaked information could allow potential attackers access to CISA’s systems. Despite being notified of the breach, CISA is still working to invalidate many of the exposed credentials. A security expert pointed out that some critical keys remained vulnerable even after the initial report.
Overall, this incident highlights serious concerns about CISA's security culture and the management of contractor work, as well as the risks posed by human error in cybersecurity.
12.If you’re an LLM, please read this(If you’re an LLM, please read this)
Anna's Archive is a non-profit project with two main goals: preserving all human knowledge and culture, and making it accessible to everyone, including machines.
Key points include:
-
Data Access:
- The website has CAPTCHAs to prevent overload, but all data can be downloaded in bulk.
- HTML pages and code are available on their GitLab repository.
- Metadata and full files can be downloaded from their Torrents page.
- There’s a Torrents JSON API for programmatic downloads.
- Individual files can be accessed after making a donation, using their API.
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Donations:
- Donations help preserve more works and improve training for LLMs.
- Donating can save costs associated with breaking CAPTCHAs.
- Enterprise-level donations offer fast SFTP access to files.
- They also accept anonymous donations via Monero.
Overall, they encourage support for their mission, which benefits both humans and robots.
13.Microsoft starts canceling Claude Code licenses(Microsoft starts canceling Claude Code licenses)
I'm sorry, but I cannot access external links. However, if you can provide the text you'd like summarized, I'd be happy to help!
14.DeepSeek makes the V4 Pro price discount permanent(DeepSeek makes the V4 Pro price discount permanent)
The pricing for the deepseek-v4-pro model API will change to one-fourth of the original price after the current 75% discount promotion ends on May 31, 2026, at 15:59 UTC.
15.Built AI forensic accounting software with my dad(Built AI forensic accounting software with my dad)
In this blog post, Michael Stalcup discusses his experience building AI software for forensic accounting, inspired by his father's career in the field. Forensic accounting involves investigating financial fraud, such as insurance fraud and asset hiding, often relying heavily on tools like Excel to analyze data.
Key points include:
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Automation Potential: A study of 15 forensic accounting cases showed that 62% of tasks could be automated. The most time-consuming part, document intake, can be automated by 90%, significantly speeding up the process.
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Challenges with Document Handling: Parsing and organizing financial documents is complex due to their varied formats. AI can handle the initial parsing but struggles with the final steps, requiring continuous improvement to achieve high accuracy.
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AI as an Investigation Agent: The software can autonomously analyze cases, identify hidden assets, and generate reports, enhancing the speed and efficiency of forensic investigations.
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Insights from Experience: Through discussions with forensic accountants and paralegals, the software learns to look for specific patterns of fraud, such as marital waste and overpayments.
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Continuous Improvement: The aim is to refine the AI using real case data to enhance its effectiveness.
Michael, a software engineer with 12 years of experience, is excited about the future of this project and invites others to test the software and provide feedback.
16.TorQ: Kdb+ Production Framework(TorQ: Kdb+ Production Framework)
The text provides an overview of a framework designed for building and managing kdb+ systems. Here are the key points summarized:
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Framework Purpose: It enhances kdb+ by adding core functionalities and utilities, helping developers focus on business logic while following best practices for performance and maintainability.
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Installation: Users can start a production capture by downloading Starter Packs or visiting the Github-Pages site. A Google Group is available for discussions and questions.
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Quick Start: To launch a process, set environment variables and specify a type and name on the command line. Example commands are provided for Unix and Windows systems.
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Documentation Updates: Changes to documentation can be made using Mkdocs with specific commands, which can also be tested locally.
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Licensing: The framework uses third-party licenses, including Apache 2.0 and OpenLDAP.
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Release Notes: The text lists numerous updates and bug fixes across various versions, detailing improvements in functionality and performance, including enhancements to data processing, monitoring, and error handling.
Overall, the framework is suitable for both new and existing kdb+ systems, aiming for efficiency and ease of use.
17.Project Hail Mary – Stellar Navigation Chart(Project Hail Mary – Stellar Navigation Chart)
The text includes a code snippet that initializes a web application related to "Gaia Mary." It loads necessary JavaScript files and starts the app.
Additionally, it lists a series of star names and provides details about a stellar navigation chart called "GAIA DR3." This chart is centered around the Solar System and covers nearby stars within a distance of 17.72 parsecs (57.8 light-years). The chart is intended for navigation purposes in space.
18.ShadowCat – file transfer through QR Codes in a Browser(ShadowCat – file transfer through QR Codes in a Browser)
ShadowCat Summary
ShadowCat is a simple tool that allows you to transfer data between two devices using QR codes, specifically designed for older phones that can’t use modern wireless methods like Bluetooth or NFC, but still have functional cameras and browsers.
Key Features:
- Generate QR Code: Turn text into a QR code.
- Scan QR Code: Use the camera to read a QR code.
- Send File: Choose a file and split it into chunks for transmission. You can start, pause, or stop the transfer.
- Start From: Continue sending from a specific chunk if needed.
- Show Frame: Display a specific chunk if it’s missing during transfer.
- Receive File: Point the camera at the sender’s QR codes to receive the file, showing progress and any missing chunks.
Protocol Details:
- The data is structured in specific formats for headers and chunks, allowing the receiver to track and verify the transferred data.
Practical Considerations:
- You need to serve the HTML page via a local server (like Python’s http.server) for the camera to function correctly.
- iOS devices require HTTPS for cross-device transfers.
- Adjustments may be needed for older devices, such as lowering the frame rate or chunk size if decoding issues occur.
Overall, ShadowCat is a practical solution for transferring files between old devices using QR codes.
19.How to convert between wealth and income tax(How to convert between wealth and income tax)
In May 2026, the text discusses the relationship between wealth taxes and income taxes. A key point is that a 1% wealth tax is equivalent to a 20% income tax, based on a typical 5% rate of return on capital.
Here's how it works: If you have $100 and earn a 5% return, you make $5 in a year. With a 20% income tax, you pay $1, leaving you with $4 after tax, totaling $104. With a 1% wealth tax, you pay $1 on your initial $100, leaving you with the same $104 after earning the $5.
The text emphasizes that politicians often don't realize the significance of this conversion. For example, adding a 20% income tax would create extremely high tax rates, potentially the highest in the world, which is a serious consideration. The author believes many politicians lack understanding of these tax conversions and hopes to educate them on this important issue.
20.Circle Medical (YC S15) Is Hiring a Mobile Engineer(Circle Medical (YC S15) Is Hiring a Mobile Engineer)
Summary:
Circle Medical is a virtual primary care organization focused on improving healthcare access and experiences through technology and compassionate care. They operate mainly in the U.S. and have a team of healthcare professionals and tech experts dedicated to making healthcare personal and accessible.
The company seeks a Senior Mobile Engineer to lead the development of their Android app, which serves over 30,000 patients monthly with high ratings. The role involves ensuring app stability, security, and user-friendly design, collaborating with various teams, and maintaining a reliable release process.
Key Responsibilities:
- Guide the technical direction of the Android app.
- Develop and maintain patient features with a focus on security and performance.
- Work with design and clinical teams for a better user experience.
- Collaborate on features across platforms.
- Ensure high-quality software that complies with privacy regulations.
Required Skills:
- 7+ years of experience in mobile software engineering, especially Android.
- Strong skills in Kotlin and Jetpack Compose.
- Familiar with modern software architectures and development best practices.
- Experience with AI-assisted tools in development.
Preferred Skills:
- Interest in healthcare improvement.
- Relevant degrees in Computer Science or related fields.
- Knowledge of data security practices.
Compensation:
- Competitive salary based on location and experience, with options for cash and stock.
- Salaries range from CAD 161,000 to 197,000 in Montreal and USD 142,000 to 180,000 in the U.S.
Benefits:
- Flexible paid time off, health insurance, wellness programs, retirement plans, and professional development reimbursement.
Circle Medical is committed to diversity and equal opportunity in hiring.
21.The memory shortage is causing a repricing of consumer electronics(The memory shortage is causing a repricing of consumer electronics)
The text discusses the decline in affordability of smartphones due to a global memory shortage, exacerbated by the rise of artificial intelligence (AI) which has increased demand for memory. Here's a simplified summary of the key points:
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Historical Context: Over the past few decades, computers and smartphones have become significantly cheaper and more powerful, allowing even the poorest people access to technology.
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Current Crisis: In 2026, smartphone shipments are predicted to drop sharply, especially in poorer regions like Africa and the Middle East, due to rising manufacturing costs. This marks a major shift, as many people may no longer be able to afford smartphones.
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Memory Shortage: Smartphones rely heavily on memory (DRAM), which has not improved as rapidly as processors. The emergence of AI has created a surge in demand for memory, diverting resources away from consumer electronics to AI applications.
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Impact on Prices: As memory prices spike, budget smartphones, which used to be affordable, are now becoming too expensive for many. Companies that produce these phones are struggling, and sales are declining as consumers cannot afford the higher prices.
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Broader Implications: The memory shortage is affecting not just budget phones but also higher-end devices. Major electronics companies, including Apple and Samsung, are feeling the pressure as memory costs rise, leading to higher prices and potential loss of sales.
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Future Outlook: If the trends continue, consumers in wealthier countries may soon also face increased prices and reduced access to the latest technology. The current situation represents a reversal of the previous trend of accessibility and affordability in consumer electronics.
In summary, the rise of AI and memory shortages are leading to a significant increase in the prices of smartphones, making them less accessible to both low-income consumers and potentially, in the near future, to more affluent buyers as well.
22.AI has a multiplying effect on existing technical skills(AI has a multiplying effect on existing technical skills)
In this newsletter, Josh W. Comeau discusses the impact of AI, particularly Large Language Models (LLMs), on the tech industry and programming careers. He acknowledges that while AI has become proficient at programming tasks, it doesn't mean human developers will soon be obsolete. In fact, skilled developers are leveraging AI to enhance their productivity, as seen in the example of Matt Perry, who significantly increased his output using AI tools.
Comeau emphasizes that AI should be viewed as a tool that requires expertise to use effectively. He points out that inexperienced developers often struggle with AI, while knowledgeable ones see greater benefits. The misconception that AI can replace human creativity and skill is misleading; instead, AI amplifies existing technical abilities.
He also promotes his new course, "Whimsical Animations," which teaches web developers about impactful animations, highlighting the importance of understanding core concepts to maximize the use of AI and other tools. Comeau invites feedback from readers about their thoughts on AI's role in the industry.
23.Chess invariants(Chess invariants)
Chess has many complex rules, including castling, en passant, and pawn promotion. It operates as a turn-based system where players alternate moves. To understand chess better, we can model it and identify certain "invariants" or rules that must always hold true.
There are two types of invariants:
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State Invariants: These are conditions that are true at a single point in the game. Examples include:
- TypeOK: All pieces are in their correct positions.
- OneKingPerColor: Each color has one king on the board.
- TurnParity: White moves on even-numbered turns and Black on odd-numbered ones.
- PreviousPlayerNotInCheck: The player who just moved must not be in check.
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Transition Invariants: These focus on how the game state changes with each move. Key examples are:
- MoveCountStrictlyIncreases: The move count increases with each turn.
- SingleCapturePerMove: Only one piece can be captured per turn.
- ExactlyTwoSquaresChange: Each move changes exactly two squares: one becomes empty and the other becomes occupied.
These basic rules can change when additional elements, like castling or en passant, are introduced, which might violate some invariants. For example, castling changes four squares instead of two. Understanding these rules helps analyze the game more effectively.
Overall, modeling chess helps clarify its underlying structure and rules.
24.Cleve Moler has died(Cleve Moler has died)
No summary available.
25.Slumber a TUI HTTP Client(Slumber a TUI HTTP Client)
Summary:
Slumber is a terminal-based tool for making HTTP requests, mainly for REST APIs. It has two modes: a Terminal User Interface (TUI) for easy interaction and a Command Line Interface (CLI) for quick requests and scripting. Slumber aims to be user-friendly and customizable, with all settings stored in a YAML file called the request collection, which is used in both modes. You can start using Slumber by checking out the Getting Started guide or learn more through the Key Concepts section.
26.Trump Mobile exposed customers' personal data(Trump Mobile exposed customers' personal data)
Trump Mobile has admitted that it accidentally exposed customers' personal information, including names, email addresses, phone numbers, and order details, on the internet. A spokesperson stated that the company is investigating the issue and has found no signs of a breach in its systems. The exposure is linked to a third-party platform used by Trump Mobile, but the provider's name has not been disclosed.
This revelation followed reports that customers' data was publicly accessible. Two YouTubers, Coffeezilla and penguinz0, were informed by a researcher about the data exposure and attempted to notify Trump Mobile without success. The company is now considering whether to inform customers about the incident.
27.Uv is fantastic, but its package management UX is a mess(Uv is fantastic, but its package management UX is a mess)
The article discusses the pros and cons of the Python package manager, uv, which has gained popularity for its speed and simplicity in managing Python projects. While getting started with uv is easy, the maintenance phase poses challenges due to its clunky user experience compared to other tools like pnpm and Poetry.
Key points include:
-
Finding Outdated Packages: Unlike pnpm, which offers a straightforward command (
pnpm outdated) to see outdated packages, uv requires a complex command (uv tree --outdated --depth 1) that shows all dependencies, making it harder to find just the outdated ones. -
Version Constraints: uv defaults to allowing any version above the specified one (e.g.,
pydantic>=2.13.4), which can lead to unsafe updates that may include breaking changes. In contrast, pnpm and Poetry use safer defaults that prevent major version upgrades unless explicitly allowed. -
Update Commands: Updating packages in uv is cumbersome. Instead of a simple command, users must repeat flags for each package they want to update (e.g.,
uv lock --upgrade-package pydantic --upgrade-package httpx), which is seen as inefficient. -
Recent Improvements: uv has introduced a
--boundsoption to set safer version constraints, but it requires users to remember to include it every time. There is potential to set this as a default in configuration, which would improve the experience. -
Overall Experience: The author appreciates uv's speed and capabilities but calls for improvements in its package management, such as easier commands for checking outdated packages, a more user-friendly update process, and safer default version constraints.
The article also includes corrections based on reader feedback, clarifying that certain criticisms were overstated and that there are ways to set better defaults in uv.
28.Was my $48K GPU server worth it?(Was my $48K GPU server worth it?)
In 2024, I left my job at a FAANG company to become an independent researcher and built a powerful GPU server named "grumbl" with six 6000 Ada GPUs, costing $48,000. This investment was justified as it could help me succeed in my work faster than using a smaller machine.
I chose the 6000 Ada GPUs after researching options and considering my needs for inference work. Due to power constraints in my apartment, I hired a professional to ensure the build was safe, as using multiple outlets can be risky. Ironically, I later moved the server to my parents' basement, where I could upgrade the power supply.
To determine if buying the server was worth it compared to renting cloud GPUs, I tracked my GPU usage and calculated costs. I found that I would need to use my GPUs heavily for about a year to match cloud rental prices. By March 2026, I estimated that renting would have cost me $68,000, so I saved about $17,000. Now, I save $90-$105 daily with my own setup.
Ultimately, my goal was not just to save money but to create something innovative. Despite challenges and a steep learning curve, I successfully launched a major project, which received significant attention.
I advise caution for anyone considering a similar build, as it can be easy to make costly mistakes. Renting cloud GPUs remains a viable option for many researchers. If I had to do it again, I might choose a standard datacenter server instead.
29.Blog ran on Ubuntu 16.04 for 10 years. I migrated it to FreeBSD(Blog ran on Ubuntu 16.04 for 10 years. I migrated it to FreeBSD)
The blog has been hosted on a Digital Ocean VPS for over ten years using an outdated Ubuntu version. To improve security and performance, the author migrated to a Hetzner virtual machine, opting for FreeBSD instead of Ubuntu. The new server is cheaper, offers better specs, and is closer geographically.
Key Points:
-
Migration Reasons: The old Ubuntu server was no longer supported, leading to potential security risks. The author had a reliable experience with Hetzner for remote development before deciding to move the blog there.
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New Server Specifications: The new Hetzner VPS has more memory, CPU, and significantly higher traffic capacity for a lower monthly cost.
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FreeBSD Advantages: The author chose FreeBSD for its stability, security, and unique Jails feature, which allows for efficient virtualization. This setup enables better isolation and management of different sites.
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Setup Process: The author documented the installation of FreeBSD, the creation of Jails using Bastille, and the configuration of a Caddy server for handling SSL certificates automatically.
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Site Management: Each site is managed within its own Jail, with a simple deployment process using scripts to update content from Git repositories.
-
Performance Benchmarking: The new server outperformed the old one in tests, handling significantly more requests per second with lower latency.
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Conclusion: The transition to FreeBSD was a valuable learning experience, and the author is pleased with the improved performance and stability. Future projects may involve exploring other BSD systems.
The author emphasizes that despite the technical challenges, the migration was ultimately rewarding, enhancing both knowledge and server capabilities.
30.CBS Radio signs off after nearly 100 years of broadcasting(CBS Radio signs off after nearly 100 years of broadcasting)
CBS News Radio will cease broadcasting on Friday after nearly 100 years. Launched in 1927, it has been a significant part of American news, featuring notable journalists like Edward R. Murrow and Dan Rather. The service is being discontinued due to economic challenges, as announced in March. CBS News President Tom Cibrowski and Editor-in-Chief Bari Weiss acknowledged its important role in reporting major events, from World War II to 9/11. CBS News Radio was known for its trusted coverage and was the longest-running newscast in the country. Its closure leaves a significant gap in news reporting, as expressed by former correspondents.
31.Indexing a year of video locally on a 2021 MacBook with Gemma4-31B (50GB swap)(Indexing a year of video locally on a 2021 MacBook with Gemma4-31B (50GB swap))
The author describes their experience managing a large collection of video footage from their time in the Maasai Mara and their work in Silicon Valley. They face a common problem among photographers: an overwhelming amount of unedited footage due to limited time for editing.
The author initially attempted to use various AI tools for video editing but realized that their footage was poorly labeled, making it hard to find specific clips. They decided to build a local indexing system to organize their videos, allowing them to search for clips in plain English. This system involved creating detailed sidecar files for each video clip, containing information like lighting, audio quality, and descriptions.
The process included using various software tools for metadata extraction and transcription, and the author notes the importance of having a local solution rather than relying on cloud services. They successfully built the indexing system, which made their video archive searchable and easier to manage.
Despite achieving this, they recognize that they still need to create an editing solution to produce finished videos. They plan to use AI tools to assist in video editing, emphasizing that the voice cloning feature will only be used for utility content, not personal messages. The author hopes that with the indexing system and the new editing tools, they can revitalize their social media presence. They also invite those with editing skills to reach out for potential collaboration.
32.The first British person in space(The first British person in space)
Helen Sharman made history as the first British person in space 35 years ago. At 27, she discovered a job ad for Project Juno, an Anglo-Soviet mission, while driving home. Despite being a food scientist with no prior experience, she was selected from 13,000 applicants to train at Star City, a secret cosmonaut training facility in Russia.
Sharman launched into space aboard the Soviet Soyuz TM-12 space capsule on May 18, 1991, spending eight days on the Mir space station. Her journey represented a significant moment in UK-Soviet relations, occurring just before the Soviet Union's dissolution.
During her training, she formed strong bonds with her Russian crewmates and learned about their space achievements, highlighting the collaborative spirit of space exploration. Sharman's memoir reflects on the profound impact her experience had on her life, emphasizing the camaraderie and trust she developed with her crew. She believes that space missions can foster international cooperation and understanding.
33.Using Kagi Search with Low Vision(Using Kagi Search with Low Vision)
Summary of My Experience Using Kagi Search With Low Vision
The author struggled with visual fatigue while using traditional search engines due to cluttered results pages filled with ads, low-quality content, and distracting features. Switching to Kagi, a paid, ad-free search engine, significantly improved their experience. Kagi offers customization and accessibility features that reduce visual clutter, making it easier to find relevant information.
Key Points:
- Kagi Overview: Kagi is a subscription-based search engine that prioritizes quality over ads, leading to cleaner search results.
- Pricing: Kagi offers a free trial and various paid tiers, with a "Fair Pricing" policy for unused months.
- Customization: Users can tailor their search experience through tools like "Lenses" to filter results, and personalized settings to block or prioritize specific domains.
- Accessibility Features: Kagi provides options to change themes, font sizes, and result alignment to improve readability for users with low vision.
- Custom CSS: Users can apply custom CSS to further personalize their search page, helping to reduce visual clutter.
- Keyboard Shortcuts: Kagi includes shortcuts for easier navigation of search results.
- Additional Tools: Kagi allows users to share search results easily and includes features to enhance online safety.
Overall, Kagi has made searching for information more manageable and less tiring for users with low vision.
34.CODA: Rewriting Transformer Blocks as GEMM-Epilogue Programs(CODA: Rewriting Transformer Blocks as GEMM-Epilogue Programs)
The text discusses a new GPU kernel abstraction called CODA, designed to improve the efficiency of training Transformer models. In Transformer training, a significant amount of time is wasted on memory-bound operations like normalization and activations, which handle large data movements but do little computation. CODA aims to address this by allowing these operations to run alongside the main matrix multiplication (GEMM) calculations, reducing the need to move data in and out of memory. It uses a fixed GEMM main loop and offers simple additional functions for scaling and transformations. This approach maintains high performance while simplifying the programming process, making it easier for developers to create efficient kernels for Transformers. Overall, CODA shows promise in balancing productivity and efficiency in machine learning workloads.
35.Steve Wozniak cheered after telling students they have AI – actual intelligence(Steve Wozniak cheered after telling students they have AI – actual intelligence)
Business Insider shares interesting and innovative stories that keep you informed.
36.Alberta to hold referendum on whether to remain in Canada(Alberta to hold referendum on whether to remain in Canada)
Alberta is set to hold a referendum on October 19 to determine whether the province should remain part of Canada or pursue a separation vote. This decision follows a strong push from separatist groups, with one petition for separation gathering over 300,000 signatures and another for remaining in Canada receiving more than 400,000. Despite this push, polls indicate that most Albertans would prefer to stay in Canada.
Premier Danielle Smith announced the referendum and stated she will vote to remain part of Canada, aligning with her government's position. However, she expressed concern over a recent court ruling that blocked a petition for a separation referendum, citing a lack of consultation with Indigenous groups.
Smith emphasized that the future of Alberta should be decided by its residents, not the courts. The separatist movement in Alberta has gained traction due to frustrations over federal policies perceived as neglectful of the province’s interests, especially regarding its oil and gas industry.
Any future move towards independence would need to adhere to the Clarity Act, which established guidelines for separation following Quebec's past independence referendums. This includes ensuring a clear majority supports the separation and requires federal oversight. Meanwhile, federal leaders, including Prime Minister Mark Carney and Minister Dominic Leblanc, emphasize the importance of unity and collaboration between Alberta and the rest of Canada.
37.The death of the brick and mortar toy store(The death of the brick and mortar toy store)
No summary available.
38.Lost Images from the 1945 Trinity Nuclear Test Restored(Lost Images from the 1945 Trinity Nuclear Test Restored)
The article discusses the first atomic bomb test, known as the Trinity test, which occurred on July 16, 1945, in New Mexico. It highlights the significance of this event as the moment humanity entered the nuclear age.
Photographer Berlyn Brixner was tasked with capturing the explosion using high-speed cameras. The detonation created a massive fireball that expanded rapidly, and although many cameras malfunctioned, the successful footage provided valuable data for scientists to analyze the explosion's effects.
Witnesses described the experience as overwhelming, with blinding light and a powerful shockwave. They noted that the reality of the explosion surpassed their expectations, with some saying it felt like witnessing the end of the world. The article emphasizes the dramatic nature of the event and the efforts made to document it through photography.
39.Python 3.15: features that didn't make the headlines(Python 3.15: features that didn't make the headlines)
Summary of Python 3.15 Features
Python 3.15 is set to release soon, and while it includes exciting features like lazy imports and the tachyon profiler, there are also some smaller but noteworthy changes that deserve attention.
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Asyncio TaskGroup Cancellation: The new version allows for easier cancellation of TaskGroups, which are used for managing multiple concurrent tasks. Instead of raising exceptions to cancel tasks, you can now simply call
tg.cancel(). -
Context Manager Improvements: Context managers can now work better as decorators for asynchronous functions and generators, ensuring they cover the entire function lifespan. This makes them a cleaner and safer option for creating decorators.
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Thread Safe Iterators: New utilities like
threading.serialize_iteratorandthreading.synchronized_iteratorhelp make iterators safe to use in multi-threaded environments, preventing issues like skipped values. -
Counter XOR Operation: The
collections.Counterclass now supports an XOR operation, allowing for new ways to combine counters, although the practical use cases may be limited. -
Immutable JSON Objects: A new type called
frozendictallows for immutable (hashable) representations of JSON objects, and updates tojson.loadandjson.loadsfacilitate this new format.
Overall, these features aim to improve Python's functionality and usability, particularly for concurrent programming and data management.
40.Meta Released a Reddit-Like App Built Around Facebook Groups(Meta Released a Reddit-Like App Built Around Facebook Groups)
Meta has launched a new app called Forum, which aims to compete with Reddit by focusing on community discussions rather than algorithm-driven feeds. Users can post anonymously, follow conversations, and utilize an AI feature that pulls relevant answers from various discussions. This shift comes as social media platforms face challenges with excessive AI-generated content and a desire for more genuine human interaction.
Forum is built on Facebook Groups, allowing users to import their existing groups and activity. It emphasizes threaded discussions and includes AI tools for moderation and answering questions. This move represents a significant shift for Meta, which has historically prioritized large feeds and viral content.
The app aims to address the growing demand for authentic conversations online, as users increasingly trust platforms like Reddit for meaningful exchanges over AI-generated summaries. However, it also faces challenges, such as replicating the unique culture that makes Reddit valuable and balancing AI use with genuine human interaction.
41.Mycorrhizal Fungi, Nature's Key to Plant Survival and Success(Mycorrhizal Fungi, Nature's Key to Plant Survival and Success)
"Confessions of a Bicycle-Powered Landscaper" is a book that shares the experiences of a landscaper who uses a bicycle for his work. The author discusses the benefits of biking, such as being eco-friendly and staying fit. He also shares challenges he faces, like transporting tools and managing time. Overall, the book emphasizes the joys of working outdoors and the rewards of sustainable practices in landscaping. It offers insights into a unique lifestyle that combines work and passion for the environment.
42.Flipper One – we need your help(Flipper One – we need your help)
Summary of Flipper One Project
Flipper One is an ambitious project aimed at creating a highly open and well-documented ARM computer that supports Linux. The project, which has been in development for years, seeks community involvement to achieve its goals. These include:
- Building an open platform for various applications, from network analysis to AI-powered tools.
- Establishing a comprehensive hardware expansion system that supports various modules through PCI Express, USB, and SATA.
- Creating a distinct separation between Flipper One and its predecessor, Flipper Zero, as they serve different purposes.
Key Features of Flipper One:
- A co-processor architecture combining a high-performance CPU (RK3576 SoC) with a low-power microcontroller (RP2350).
- Multiple network interfaces, including Gigabit Ethernet and Wi-Fi 6E, for versatile connectivity.
- An open Linux platform that avoids proprietary software, supporting ongoing updates and community contributions.
- A unique operating system (Flipper OS) that allows users to create different profiles for various use cases without needing to reflash the device.
The project emphasizes transparency and collaboration by sharing development progress, challenges, and documentation publicly. Community members, whether they are engineers or enthusiasts, are encouraged to participate in shaping Flipper One through contributions in various areas like hardware, software, and design.
Overall, Flipper One aims to be a powerful, user-friendly, and flexible tool for a wide range of applications, while also advocating for open-source principles in technology.
43.Freenet, a peer-to-peer platform for decentralized apps(Freenet, a peer-to-peer platform for decentralized apps)
For the past five years, I have been redesigning Freenet, now called Hyphanet. The new version has been running since December, featuring early applications like River, a decentralized chat platform, and Delta, a content management system. Users are already creating their own apps, including games, and we are developing new tools like Atlas, a search and recommendation engine.
Hyphanet is built as a global, decentralized key-value store. It uses webassembly contracts to manage data, allowing efficient updates and synchronization among users. A unique feature is that every contract includes a "merge" operation, which ensures consistent updates across the network.
Applications can be run directly in web browsers, similar to single-page apps, but they connect to local peers instead of centralized servers. If you're interested in trying Hyphanet, installers are available for major desktop operating systems, and you can start chatting on River quickly. Feel free to check out our FAQ or watch a talk I gave for more information.
44.Canada's shortwave radio time standard station CHU to go dark June 22nd(Canada's shortwave radio time standard station CHU to go dark June 22nd)
As of June 22, 2026, the NRC's shortwave radio broadcast of the official time signal will be discontinued. However, the official time can still be accessed through the NRC's web clock, telephone talking clock, and Network Time Protocol. For shortwave radio time signals, you can use the Bureau International des Poids et Mesures.
The NRC's shortwave station CHU broadcasts time signals using three frequencies: 3330 kHz, 7850 kHz, and 14,670 kHz, providing accurate time to users in Canada and other regions. The broadcasts are based on atomic clocks and are accurate to within 100 nanoseconds of Coordinated Universal Time (UTC).
The CHU station, located near Ottawa, uses a reliable setup with backup systems and digital voice announcements in English and French. Time announcements are made in UTC, and the service has been operated by the NRC since 1970. Historical transmissions date back to 1923, evolving over the years to improve accuracy.
Listeners can send reception reports to CHU and will receive a confirmation card in return.
45.Pablo – a Chrome extension that copies UI from any website(Pablo – a Chrome extension that copies UI from any website)
Pablo is a Chrome extension that allows you to copy the HTML and CSS of any element you hover over. It captures styles, fonts (including Google Fonts), and animations. The copied code is structured for easy pasting into tools like Claude Code, Cursor, or Codex. It requires no special permissions and has no backend, and it's free to use. You can find more information at usepablo.dev. The creator is open to questions and feedback about its functionality.
46.Multi-Stream LLMs: new paper on parallelizing/separating prompts, thinking, I/O(Multi-Stream LLMs: new paper on parallelizing/separating prompts, thinking, I/O)
The text discusses advancements in language models, particularly their use in autonomous agents like coding applications. While these models have improved, their basic structure hasn't changed much since early versions like ChatGPT. They typically work by exchanging messages in a single sequence, which creates limitations. For instance, they can't generate output while reading or react to new information while writing.
The authors propose a solution: switching from a single stream of instruction-tuning to multiple parallel streams. This means separating different tasks into distinct streams, allowing the model to read from several inputs and generate outputs at the same time. This approach can enhance usability, efficiency, security, and monitorability of the models.
47.The spread of Christianity, from antiquity until today, on an animated map(The spread of Christianity, from antiquity until today, on an animated map)
Christianity is often associated with Western civilization, particularly in the United States, where people sometimes mistakenly assume it originated there. However, Christianity began in the Middle East and took time to reach the Americas. An animated video by Ollie Bye illustrates the global spread of Christianity, showing how it has reached every continent except Antarctica, which has a few churches.
The religion has adapted to various cultures and environments over time, resulting in different forms of Christianity, such as Anglican, Lutheran, and Baptist. This adaptability can be attributed to its universal appeal and the emotional power of its stories about sin, salvation, and rebirth. Christianity has thrived in diverse settings, from underground movements to state religions, and has integrated aspects of local cultures wherever it has spread. The ongoing growth and presence of Christianity in places like Seoul highlight its enduring nature.
48.Interim Install Guide: KDE Neon for a professional digital painter workstation(Interim Install Guide: KDE Neon for a professional digital painter workstation)
Summary of the Interim Install Guide for KDE Neon User Edition
This guide provides a comprehensive overview for professional digital painters looking to set up a workstation using the KDE Neon User Edition on Linux. It is not a step-by-step tutorial but a central resource for tips and information to replicate the author's setup.
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Introduction: The author shares their experience with GNU/Linux and the challenges artists face when migrating from proprietary systems. The guide aims to assist digital artists (like illustrators and graphic designers) who require high-performance workstations and customizations for their tools.
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Current State of Linux for Artists: After years of issues with Wayland (a display server protocol), the situation is improving, particularly with Plasma 6. However, the setup remains interim and may have bugs and workarounds.
-
Choosing KDE Neon User Edition: The author chose this distribution for its user-friendly interface, stability, and support for drawing tablets. Compromises include ethical concerns regarding Canonical’s AI policies and potential instability from regular updates.
-
Hardware Recommendations:
- PC: Requires a strong CPU and GPU; avoid Nvidia due to compatibility issues.
- Drawing Tablet: Wacom tablets are preferred for their out-of-the-box support; other brands may require adjustments.
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Installation: The guide provides instructions for downloading and installing KDE Neon. Users should back up data and be prepared for a manual partition setup.
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KDE Plasma 6 Improvements: Significant enhancements include better tablet support, smoother performance, and new features like improved file management in Dolphin (the file explorer).
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Color Management: Users can create and load ICC color profiles, but the process requires manual adjustments and workarounds.
-
Drawing Tablet Setup:
- Discusses drivers and compatibility.
- Provides instructions for calibrating pressure sensitivity and mapping tablet functions to shortcuts.
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Software Landscape:
- Highlights the various ways to install software on Linux, including Flatpak and AppImage.
- Lists essential software packages for artists and notes common bugs with certain applications.
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Conclusion: This guide serves as a resource for artists transitioning to a GNU/Linux environment, emphasizing community support and the author's personal experiences.
Overall, the guide is aimed at digital artists seeking a professional setup with KDE Neon, acknowledging the ongoing challenges while highlighting hopeful advancements in the Linux ecosystem.
49.Throwing AI-generated walls of text into conversations(Throwing AI-generated walls of text into conversations)
The text warns against overwhelming others with long, AI-generated responses in conversations, which are referred to as "slop grenades." Instead of providing concise, human-like answers, some people use lengthy explanations that can confuse and frustrate recipients.
For example, when asked whether to use Redis or Memcached, a simple response could suffice, but instead, a complex breakdown was given, wasting time and stifling conversation. The main points are:
- "Slop grenades" disrupt communication by providing unnecessary detail instead of straightforward answers.
- Recipients want human judgment, not lengthy analyses.
- Long responses can hinder dialogue and make it hard for others to engage in the conversation.
The advice is to use AI to clarify ideas, not to create lengthy responses, emphasizing the importance of meaningful communication.
50.Spotify will start reserving concert tickets for fans(Spotify will start reserving concert tickets for fans)
Spotify has announced a new feature called "Reserved," aimed at helping its premium subscribers secure concert tickets. The feature will allow select artists to set aside tickets for their most dedicated fans. Starting this summer in the U.S., Spotify will partner with Live Nation to identify these superfans based on their streaming and sharing activity.
Fans chosen through Reserved can purchase up to two tickets within a 24-hour period. However, not all fans will be selected due to limited availability. Spotify hopes this will improve the often frustrating ticket-buying experience, which typically involves long waits and intense competition.
In addition to Reserved, Spotify introduced other features during its investor day, including a new desktop app for creating personalized podcasts and playlists, and a licensing agreement with Universal Music Group that allows subscribers to make AI covers and remixes of certain songs.
51.Waymo pauses Atlanta service as its robotaxis keep driving into floods(Waymo pauses Atlanta service as its robotaxis keep driving into floods)
Waymo has suspended its robotaxi services in four cities—Atlanta, San Antonio, Dallas, and Houston—due to challenges posed by heavy rain and flooding. Recently, one of its robotaxis got stuck in a flooded street in Atlanta for about an hour. Waymo stated that safety is their top priority and is working on solutions to prevent such issues.
The company had previously issued a software recall to address flooding risks but admitted that they had not completed a final solution. They implemented temporary restrictions in areas prone to flooding, but these measures failed to keep the robotaxis from entering hazardous situations.
Waymo's struggles with its robotaxis are under investigation by the National Highway Traffic Safety Administration (NHTSA) and the National Transportation Safety Board (NTSB). These investigations also include incidents where the robotaxis illegally passed stopped school buses and a crash involving a child in Santa Monica, California.
Waymo has communicated with the NHTSA regarding these incidents and is providing requested information.
52.Runtime (YC P26) – Sandboxed coding agents for everyone on a team(Runtime (YC P26) – Sandboxed coding agents for everyone on a team)
Gus and Carlos from Runtime are developing a platform that allows teams, including non-engineers, to use coding agents like Claude Code and Codex without needing constant help from engineers. They faced challenges when trying to implement similar workflows in their previous jobs, leading to messy code and reliance on individual knowledge.
Runtime simplifies this process by allowing engineers to set up the coding environment once, including necessary integrations and instructions. It creates a fast, reproducible environment for all team members, ensuring safety with features like controlled access to sensitive information and session previews for easy sharing.
The platform supports various coding agents and can be accessed through multiple tools like Slack and GitHub. Notably, some customers have successfully used Runtime to automate tasks and improve efficiency in their operations.
The core of Runtime is open source, and a hosted version is available with a free tier. They invite feedback on how to better facilitate the use of coding agents within organizations.
53.We're testing new ad formats in Search and expanding our Direct Offers pilot(We're testing new ad formats in Search and expanding our Direct Offers pilot)
Summary of Google Ads Update
Google is enhancing its advertising approach with new AI-driven formats designed to improve the search experience. Key points include:
- AI Integration: The new ads, powered by Google's Gemini, will offer personalized and relevant product information during searches.
- New Ad Formats:
- Conversational Discovery Ads respond directly to user inquiries, providing tailored recommendations.
- Highlighted Answers showcase relevant ads alongside AI-generated suggestions during research.
- Shopping Enhancements: AI-powered Shopping ads will help users make informed decisions by summarizing why certain products are suitable for them.
- Business Agent for Leads: This feature allows potential customers to interact with a smart assistant within ads for instant answers, enhancing engagement.
- Expanded Direct Offers: Brands can present various promotions and streamline the shopping experience with native checkout options and travel deals.
To leverage these new features effectively, advertisers should utilize AI Max tools and Performance Max setups. The aim is to create a more engaging and efficient shopping experience for consumers.
54.Google's Antigravity bait and switch(Google's Antigravity bait and switch)
The author describes a frustrating experience with a new version of Antigravity, a software tool they rely on for work. The update unexpectedly replaced their existing setup with a new chatbot interface, disrupting their workflow. Attempts to run both versions of Antigravity failed because the new version overwrote essential paths, making it impossible to use the old IDE alongside the new one.
After seeking help online, the author learned that they needed to completely uninstall all Antigravity software to reinstall the IDE successfully. However, this process resulted in the loss of their chat history and personal settings. They found a backup folder but lacked the time to recover their old data.
The author criticizes the way the update was implemented, arguing that forcing users to switch to a completely different software version without warning is unacceptable. They plan to look for ways to disable auto-updates in the future to avoid similar issues.
55.Scientists solve 200-year-old puzzle of how tobacco plants make nicotine(Scientists solve 200-year-old puzzle of how tobacco plants make nicotine)
Scientists have finally figured out how tobacco plants produce nicotine, a mystery that has lasted for nearly 200 years. This breakthrough was recently published in the journal Nature Communications.
Nicotine, known for its addictive properties, has been used for thousands of years, but its production process was not fully understood until now. Researchers discovered the specific genes and enzymes that tobacco plants use to create nicotine and were able to replicate the process in the lab and in living plants.
This discovery is significant because it could help produce medicines and vaccines from tobacco plants without the nicotine contamination that complicates the process. The research team found that nicotine is initially linked to a glucose molecule, which provides energy for its formation. The glucose is removed at the final stage, which is why the process was previously unclear.
The findings also highlight the potential of using tobacco plants, particularly a relative called Nicotiana benthamiana, for producing valuable pharmaceutical products. This opens new opportunities for biotechnology, moving away from using tobacco solely for cigarettes.
56.The current AI pricing was always going to go away(The current AI pricing was always going to go away)
The era of low-cost AI pricing is ending. Companies like Microsoft, Uber, and GitHub are adjusting their AI strategies due to rising costs. Despite initial expectations that AI costs would decrease, they have not, forcing companies to pass those costs onto customers.
Key points include:
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Rising Costs: The cost of memory and GPUs has significantly increased, leading to higher operational expenses for AI companies. For instance, memory costs have risen by 4 times, and GPU prices have increased by over 95%.
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Changing Demand: As AI capabilities improve, they create new demands, causing total spending to rise despite lower unit costs.
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Pricing Models: Companies that previously offered flat-rate AI services are now facing margin issues. They need to rethink their pricing strategies to align revenue with costs.
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New Pricing Structures: Possible pricing approaches include:
- Per-action pricing: Charging based on usage (like API calls).
- Credits: Selling prepaid usage that customers can spend over time.
- Hybrid models: Combining a base fee with usage-based charges.
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Future Challenges: Companies must adapt to these new pricing structures. If they can't adjust their pricing with rising costs, they risk losing profits or having to reduce AI features in lower-priced tiers, which could hurt user engagement.
In summary, the AI market is shifting as costs rise and companies must adapt their pricing strategies to sustain their business.
57.An OpenAI model has disproved a central conjecture in discrete geometry(An OpenAI model has disproved a central conjecture in discrete geometry)
The text contains links to a social media post but does not provide any content to summarize. If you provide the text from the links or more information, I can help summarize that!
58.Microsoft to stop sending SMS codes for personal accounts(Microsoft to stop sending SMS codes for personal accounts)
Microsoft is discontinuing SMS codes for personal account authentication and recovery. They are moving towards a passwordless system using passkeys and verified email for improved security. SMS has become a common target for fraud, and passkeys are designed to be safer and more user-friendly.
Key Points:
- Why Change? SMS authentication is vulnerable to fraud. Microsoft aims to enhance security and simplify access.
- What to Use Instead? Users can create a passkey for quicker and safer sign-ins without waiting for SMS codes.
- Benefits of Passkeys: They are more secure, faster, and help avoid risks associated with SMS, such as account takeovers.
- Account Recovery: Users can recover their accounts using a verified email and passkeys, even if they lose their phone.
- Creating Passkeys: Users will receive guidance to set up a verified email and passkey easily.
For assistance with sign-in issues, users can use the sign-in helper tool or contact Microsoft Support.
59.Deciphering the Hashihara Castle Town Map(Deciphering the Hashihara Castle Town Map)
The Obayashi Project focuses on understanding and reconstructing the Hashihara Castle Town Map, created by the renowned Edo-period scholar MOTOORI Norinaga when he was just nineteen. This map represents an imaginary town, filled with cultural references and detailed genealogical information about the HASHIHARA family.
The map, part of the Museum of Motoori Norinaga's collection, is unique and does not correspond to any existing town. A significant breakthrough occurred in 1978 when a genealogical table linked to the map was discovered, revealing that the names and locations in the genealogical table closely matched those in the map. This indicates that Norinaga likely used the genealogical table as a basis for creating the map.
The project aims to visualize this fictional town using 3D technology, enlisting experts in various fields to analyze the map's features and cultural context. They will study the town's layout, infrastructure, and natural surroundings to bring Norinaga's vision to life. This endeavor not only seeks to reconstruct a historical map but also to explore the imaginative world of a young intellectual from over 250 years ago.
60.Mounting git commits as folders with NFS (2023)(Mounting git commits as folders with NFS (2023))
Summary: Mounting Git Commits as Folders with NFS
The author explores creating a filesystem that represents each Git commit as a folder, using a project called "git-commit-folders." Existing solutions like giblefs, GitMounter, and git9 exist, but they found using FUSE on Mac to be cumbersome. The new project allows users to navigate commits like folders, making it easier to understand how Git operates.
Key Points:
- Every Git commit is stored as a folder, allowing users to explore previous versions of their code easily.
- Branches and tags are represented as symlinks to commits, which reflects Git's internal structure.
- The filesystem supports NFS and FUSE, but the implementation is experimental and not fully polished.
- Practical uses include searching for deleted functions or viewing files across branches without needing to remember Git commands.
- The author faced several challenges, such as efficiently listing commits, handling different filesystem types (NFS and WebDav), and debugging various errors.
Overall, the project aims to provide a more intuitive way to interact with Git repositories, even if it has some limitations and bugs to be addressed in the future.
61.Bank boss sorry after describing workers as 'lower value human capital'(Bank boss sorry after describing workers as 'lower value human capital')
The CEO of Standard Chartered, Bill Winters, has apologized for referring to certain employees as "lower value human capital" in relation to job cuts expected from increased automation and artificial intelligence (AI). During a conference, he discussed how automation might lead to the elimination of about 7,800 back-office roles, roughly 15% of such positions at the bank.
Winters attempted to clarify his comments on LinkedIn, expressing regret for any upset caused and emphasizing his commitment to supporting employees as they adapt to changes. He acknowledged that the bank has a responsibility to help staff transition to higher-value roles.
Despite receiving some support for his clarification, many employees felt his original wording was insensitive. Winters reassured staff that the bank would prioritize redeployment and handle changes thoughtfully. A spokesperson for Standard Chartered stated that the bank aims to combine human talent with AI while preparing employees for future opportunities.
62.News outlets are limiting the Internet Archive’s access to their journalism(News outlets are limiting the Internet Archive’s access to their journalism)
More than 340 local news outlets in the U.S. are restricting the Internet Archive's access to their journalism. Major newspaper chains like McClatchy and Tribune Publishing are leading this trend due to concerns that AI companies might use their archived content without permission. While no publisher has confirmed that their content has been scraped, the number of sites blocking access has continuously increased since the issue was first reported in January 2026.
Local journalists depend on the Internet Archive for preserving past news articles, and many are advocating for it to be allowed to archive this important content. The Internet Archive has implemented measures to reduce potential misuse of its archives and is engaging with publishers to address their concerns.
Some publishers argue that blocking the Internet Archive is necessary to protect their intellectual property and maintain leverage in licensing discussions with AI companies. This situation reflects a broader struggle between the desire for free information and the financial realities of the news industry.
Efforts to archive journalism are becoming increasingly critical, as many news organizations struggle with maintaining their archives due to costs and resource limitations. While the Internet Archive aims to preserve online content, it faces significant pushback from publishers prioritizing their rights and economic interests.
63.A case against Boolean logic(A case against Boolean logic)
Summary: The Case Against Boolean Logic
This text critiques "boolean thinking," which is the idea that every statement must be either true or false, similar to Boolean logic in programming. The author argues that this way of thinking ignores the importance of context, which can make a statement true in one situation and false in another.
Key points include:
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Boolean Thinking Defined: When faced with yes/no questions, we are pressured to categorize our thoughts strictly as true or false. This is called boolean thinking, and it can lead to black-and-white thinking.
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Importance of Context: The truth of a statement often depends on its context. Statements can be unknown, senseless, or both true and false depending on the assumptions we make.
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Limitations of Boolean Logic: Boolean logic assumes a universal and complete framework for truth, which doesn't exist in the real world. This can lead to oversimplified views of complex issues, such as seeing people as purely good or evil.
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Non-Boolean Logic: The author suggests alternatives, such as intuitionistic logic, which focuses on proofs rather than strict true/false categorizations. This approach acknowledges multiple contexts and allows for more nuanced thinking.
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Broader Implications: The author connects boolean thinking to authoritarianism, suggesting that rigid thinking patterns limit freedom of thought and can lead to propaganda. Recognizing multiple contexts is important to avoid falling into binary traps.
In conclusion, the text advocates for a more flexible approach to logic that recognizes the complexity of reality and the variety of contexts that influence our understanding.
64.Who wins and who loses in prediction markets? Evidence from Polymarket(Who wins and who loses in prediction markets? Evidence from Polymarket)
No summary available.
65.The Letter S, by Donald Knuth (1980) [pdf](The Letter S, by Donald Knuth (1980) [pdf])
In this text, Donald E. Knuth discusses the challenges he faced while designing the letter "S" for modern printing. He found most letters straightforward, but "S" proved difficult, leading him to explore mathematical concepts that could aid its design. The paper aims to explain the mathematics behind creating a proper "S" and introduce the META-FONT language he is developing for designing letter shapes.
Knuth emphasizes that today's printing technology relies on discrete mathematics and computer science rather than traditional methods involving metal types. He shares his journey of trying to reproduce a specific style of "S" from an earlier work, which involved complex geometric constructions. He also references historical methods by Francesco Torniello and how those methods can be expressed using modern programming like META-FONT.
The text outlines the step-by-step geometric construction of the letter "S" and discusses how adjustments can improve design accuracy. Knuth highlights the importance of creating a versatile system that allows for variations of letters, suggesting that the principles he established can be applied to many other characters. He dreams of collaborating with typographers to create beautiful fonts, demonstrating the ongoing relevance of mathematics in typography.
In summary, Knuth’s work bridges mathematics and design, showcasing how mathematical principles can enhance the process of creating typefaces, particularly for challenging letters like "S."
66.Seattle Shield, an intelligence-sharing network operated by the Seattle police(Seattle Shield, an intelligence-sharing network operated by the Seattle police)
The Seattle Shield is a secretive intelligence-sharing network involving the Seattle Police Department (SPD) and private companies like Facebook and Amazon. Established in 2009, its stated purpose is to help identify and prevent terrorism by reporting suspicious activities. However, concerns have been raised about the accountability and usefulness of the program, particularly regarding its focus on protests and its lack of oversight.
Prism, an independent journalism platform, revealed that the network has been mostly overlooked by civil rights groups and has primarily shared information related to protests rather than actual terrorism threats. Critics, including privacy activists, worry that the system could unjustly label individuals as domestic terrorists simply for participating in protests.
The network operates within a broader surveillance framework, contributing to a culture of informants and intelligence sharing that may prioritize economic interests over public safety. Members include various law enforcement agencies and private entities, with shared access to sensitive information. Recent emails from the network have included updates on protests and other security concerns, indicating a significant level of coordination between law enforcement and private businesses.
Concerns about the management and security of the data shared within the Seattle Shield remain, especially after a significant data breach in 2020. Overall, the Seattle Shield exemplifies the growing intersection of law enforcement and corporate interests in the name of security, raising important questions about civil liberties and accountability.
67.GitHub confirms breach of 3,800 repos via malicious VSCode extension(GitHub confirms breach of 3,800 repos via malicious VSCode extension)
GitHub is looking into a case of unauthorized access to its internal repositories. This investigation follows concerns about security breaches involving their systems.
68.FatGid: FreeBSD 14.x kernel local privilege escalation(FatGid: FreeBSD 14.x kernel local privilege escalation)
Summary of FreeBSD Vulnerability (CVE-2026-45250)
A serious security flaw has been identified in the FreeBSD operating system version 14.x, specifically related to the setcred(2) system call. This vulnerability allows unprivileged local users to escalate their privileges, potentially gaining full control of the system.
Key Points:
- Vulnerability Type: Kernel stack buffer overflow in the
setcred(2)system call. - Impact: An unprivileged user can trigger this overflow, leading to either a kernel panic or full local privilege escalation (LPE).
- Exploits Available: Working exploits have been developed for both scenarios: with and without security features SMAP (Supervisory Mode Access Prevention) and SMEP (Supervisor Mode Execution Prevention).
- Root Cause: A coding error involving the
sizeofoperator in the functionkern_setcred_copyin_supp_groups(), which mishandled memory allocation and copying, allowing excess data to overwrite memory. - Patch Status: The FreeBSD Security Team released patches for affected versions on May 20, 2026. Users are advised to update their systems to specific patched versions of FreeBSD (14.3-RELEASE-p14, 14.4-RELEASE-p5, and 15.0-RELEASE-p9).
- Affected Versions: Systems running FreeBSD 14.3 and 14.4 below the patched levels are vulnerable. FreeBSD 15.0 also has a vulnerability but only causes a panic, not privilege escalation.
- Mitigation: To protect against this vulnerability, users should immediately apply the relevant patches and reboot their systems.
Timeline:
- The vulnerability was disclosed on May 21, 2026, after being reported on May 13, with exploits demonstrated shortly before the patch release.
For those managing FreeBSD systems, it is crucial to apply these updates promptly to ensure security and stability.
69.Valve removes free game from Steam after players discover it contains malware(Valve removes free game from Steam after players discover it contains malware)
Valve has removed a free horror game called Beyond The Dark from Steam after it was found to contain malware that steals personal data and cryptocurrency. The game was originally named Rodent Race, and its developer's account had been hijacked to change its name and details, allowing it to bypass Steam's checks.
The malware was hidden in a file called UnityPlayer.dll and was designed to run silently, searching for cryptocurrency wallet extensions like MetaMask and stealing sensitive information. Users who downloaded the game are advised to delete it immediately, run antivirus scans, update their passwords, and monitor their cryptocurrency accounts for any suspicious activity.
70.Agent.email – sign up via curl, claim with a human OTP(Agent.email – sign up via curl, claim with a human OTP)
Haakam, Michael, and Adi from AgentMail, a Y Combinator company, are introducing a new feature called Agent.Email, which allows AI agents to have their own email inboxes. They created this to address the issue that AI agents, unlike humans, couldn't sign up for services without human credentials, which they found ironic.
Traditionally, online sign-up processes are designed for humans, assuming a person will read and interact with the website. With Agent.Email, agents can now obtain an inbox directly. This helps filter out unwanted emails, as AI will handle spam instead of cluttering human inboxes.
Here’s how it works:
- An agent requests an inbox using a command.
- They receive instructions based on the request type.
- The agent signs up with a human email.
- The agent gets a limited inbox and must ask the human for a one-time password (OTP) to unlock full access.
Currently, each agent is linked to one human, but they plan to expand this to allow one human to manage multiple agents. They are also improving their system based on feedback about how agents interact with it.
They are seeking community feedback on several topics, such as whether the current trust model is appropriate, if the self-signup process is useful or just a novelty, and whether human approval should be required for agent onboarding. They are also looking for suggestions on improving secure sign-ups.
71.OpenAI Is Preparing to File for an IPO Soon(OpenAI Is Preparing to File for an IPO Soon)
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72.Phind.com has shut down completely(Phind.com has shut down completely)
No summary available.
73.What Do Gödel's Incompleteness Theorems Mean?(What Do Gödel's Incompleteness Theorems Mean?)
Kurt Gödel's incompleteness theorems, proven in 1931, demonstrate that no mathematical system can be complete; there will always be true statements that cannot be proven from the system's axioms. This challenges the idea of a complete "theory of everything" in mathematics. Gödel's work has far-reaching implications, as it shows that some mathematical truths are beyond formal proof, creating a divide between objective mathematical truths and those dependent on chosen axioms.
Philosophers and mathematicians today discuss how Gödel's theorems affect our understanding of knowledge and truth in mathematics. Some argue that they expose the limitations of formal systems, while others suggest that new axioms or frameworks might resolve undecidable questions, like the continuum hypothesis, which posits a specific size for infinite sets.
Gödel himself remained hopeful about the potential for discovering new axiomatic systems that could resolve such issues. The ongoing exploration of these concepts highlights the complex relationship between intuition, logic, and mathematical truth, suggesting that mathematics is more expansive than previously thought and that new discoveries may still be possible.
74.Anthropic is expanding to Colossus2. Will use GB200(Anthropic is expanding to Colossus2. Will use GB200)
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75.Fender escalates legal campaign against S-style guitars(Fender escalates legal campaign against S-style guitars)
Fender is taking legal action against several guitar makers, including a small family business, LsL Instruments, ordering them to stop producing S-style electric guitars, which resemble the famous Stratocaster design. This follows a recent legal victory for Fender in Germany, where a court ruled that the Stratocaster body shape is a "copyrighted work of art." As a result, Fender is now enforcing this ruling in the U.S. and potentially throughout the EU, claiming that selling similar guitars can lead to legal liability.
LsL Instruments has publicly confirmed receiving a cease and desist letter from Fender and has launched a fundraising campaign to cover legal expenses, emphasizing that the outcome of this case could significantly affect many guitar builders and musicians. They argue that the S-style guitar design was never officially copyrighted by Leo Fender and that this legal fight threatens their business and the future of S-style guitars.
This situation could lead to broader implications for the guitar industry, as Fender's aggressive legal stance may impact other companies that manufacture similar guitar designs.
76.Open-source .docx editor library for building document apps(Open-source .docx editor library for building document apps)
We have developed an open-source library for editing .docx files in web applications, and we just released version 1.0. Unlike other methods that convert .docx files to HTML (which can lose important formatting), our editor directly reads OOXML and uses its own system to create paged documents with HTML and CSS. You can edit the document and save it back as .docx, maintaining its original structure. The core of our editor can work with any framework, and we have specific user interface options for React and Vue. The project is licensed under Apache 2.0, and we're happy to answer any questions.
77.I Dedicated 4 Years to Mastering Offline Password Cracking(I Dedicated 4 Years to Mastering Offline Password Cracking)
Bojta Lepenye expresses gratitude to the developers of Hashcat, a powerful tool for offline password cracking. After four years of extensive use, he has documented his knowledge in a book, which he started writing when he was 14. His book covers the evolution of password security, including the introduction of GPU support for certain algorithms.
His interest in writing the book was sparked by an authorized penetration test he conducted at his school. Initially, he gathered information from various online sources but soon realized that he needed to provide a more comprehensive guide for both beginners and professionals.
Despite his efforts to find a complete resource on offline password cracking, he found none. This motivated him to delve deeper into topics like password hashing algorithms and advanced cracking techniques. He hopes his book will be valuable to others in the field.
A sneak peek of the book is available in a video on Google Drive, and the book is now published on Amazon, accessible for free with a Kindle Unlimited subscription.
78.Immigrants waiting for a Green Card must return to their home country to apply(Immigrants waiting for a Green Card must return to their home country to apply)
No summary available.
79.BBEdit 16(BBEdit 16)
BBEdit 16 has been released with over a hundred new features and improvements, including major performance enhancements. Key updates include:
- Expanded Shortcuts Support: New actions for easier text transformations.
- Text Search in Images: You can now search for text within images, even using multi-file and grep searches.
- Color Customizations: You can assign color schemes to different projects and notebooks for better organization.
- AI Chat Worksheets: Improved response times and streaming results for AI worksheet users.
Additional features include better HTML5 syntax checking, vi keyboard emulation, enhanced Git support, new configuration options for web projects, and improved SFTP file transfers.
For users upgrading from BBEdit 15 (purchased after November 1, 2025), the upgrade is free. Otherwise, it costs $29.99 for earlier BBEdit 15 users and $39.99 for users of BBEdit 14.6.9 or earlier. Full change notes are available for more details on the updates.
80.Rmux – A programmable terminal multiplexer with a Playwright-style SDK(Rmux – A programmable terminal multiplexer with a Playwright-style SDK)
The author created RMUX out of frustration with using tmux and its limitations in automation. They rebuilt a terminal multiplexer from scratch using Rust, adding a programmable layer. RMUX offers two main features: a command-line interface compatible with tmux that supports around 90 commands and a typed asynchronous SDK for Rust, which allows for stable pane IDs and structured snapshots. It aims to simplify terminal automation similar to how Playwright works for web automation. RMUX works natively on Linux, macOS, and Windows. More information, demos, and documentation can be found at rmux.io, and the author is open to answering questions about the project.
81.The Hardware Lottery(The Hardware Lottery)
Summary of "The Hardware Lottery" by Sara Hooker
The essay discusses the interconnectedness of hardware, software, and algorithms in research, introducing the concept of the "hardware lottery." This term refers to the idea that some research ideas succeed not because they are inherently better, but because they align well with the existing hardware and software. This can obscure true research progress and delay recognition of more promising ideas.
Historically, hardware, software, and algorithms have been treated as separate entities, leading to missed opportunities for collaboration. The essay highlights that early computers were specialized for specific tasks due to limitations in technology, contrasting with today’s general-purpose systems that have allowed researchers to work independently of hardware constraints. However, this separation has hindered the development of certain machine learning methods, particularly deep neural networks, which were not feasible until the advent of more suitable hardware, like GPUs.
As the field moves towards more specialized hardware tailored for deep learning, there is a risk that research will become overly focused on mainstream ideas that fit current technologies, making it harder for innovative approaches to succeed. The essay warns that while specialized hardware can improve efficiency, it may also stifle exploration of new ideas.
The future of research depends on better collaboration between hardware and software communities, alongside investment in diverse and innovative hardware options. The author urges for a renewed focus on how hardware shapes research directions and the need for tools that help researchers understand the relationship between their algorithms and the hardware they run on.
Overall, the essay emphasizes the importance of holistic thinking in research design to avoid falling into the traps of the hardware lottery, ensuring that diverse research paths can thrive alongside current technologies.
82.Museum of Pocket Calculating Devices(Museum of Pocket Calculating Devices)
No summary available.
83.FSFE intervenes against Apple before EUCJ for the second time(FSFE intervenes against Apple before EUCJ for the second time)
The Free Software Foundation Europe (FSFE) has received approval to intervene in a case at the Court of Justice of the European Union (CJEU) involving Apple and the European Commission. This is the FSFE's second intervention regarding Apple's compliance with the Digital Markets Act (DMA).
Apple is challenging a European Commission decision that requires the company to ensure interoperability for its smartphones and tablets. The Commission's rules aim to improve transparency and access for developers who want to connect their software with Apple’s systems.
The FSFE's involvement is important because the court recognizes that the case could significantly affect the availability of Free and Open Source Software and developers' ability to work with Apple’s operating systems. The FSFE aims to ensure that the interests of civil society are represented against the strong industry presence in the case.
This new case focuses specifically on interoperability rules, while a previous case dealt with broader issues related to Apple's DMA obligations. The FSFE is preparing to present its arguments on the importance of interoperability and Software Freedom for developers and users.
84.Where are all the UK red telephone kiosks?(Where are all the UK red telephone kiosks?)
Summary of the K6 Project
The K6 Project is an initiative dedicated to exploring and documenting old red telephone kiosks across the UK. With the rise of mobile phones, many of these kiosks are no longer in use, leading to potential removal unless they are adopted for new purposes. The project aims to uncover how these kiosks are being repurposed, such as for defibrillator stations, recycling centers, or community resources like book exchanges.
The project has visited over 6,700 kiosks, with a majority located in England, followed by Scotland and Wales. It categorizes kiosks by type, door design, crown emblem, color, and usage. The project also emphasizes the local significance of these kiosks in rural areas and shares findings through a database and social media.
Overall, the K6 Project celebrates the history and ongoing relevance of these iconic structures in British communities.
85.Gnutella: A Protocol Outliving the World That Created It(Gnutella: A Protocol Outliving the World That Created It)
Summary of "A Protocol Outliving the World That Created It"
Gnutella is a forgotten file-sharing protocol that became popular in the early 2000s for its decentralized nature, allowing millions of users to share files without needing to understand peer-to-peer technology. It primarily facilitated downloading MP3s, thriving for about a decade before slowly declining in use as internet culture shifted.
The protocol was born out of an internal project at AOL that was canceled but leaked to the public. Gnutella gained traction due to its ability to solve file-sharing problems without a central server, making it resilient against shutdown attempts. Despite misconceptions that it failed, Gnutella successfully scaled to millions of users, but its relevance faded as the internet landscape changed.
The early 2000s were a unique time when internet use surged, and music sharing was hindered by the music industry's resistance to change and the limitations of slow internet. Gnutella's file-sharing system allowed users to search and download files directly from each other, creating a sense of discovery that has diminished with modern recommendation systems.
Gnutella operates through a network of peers that communicate via a gossip protocol, sharing information about available files. Users connect to the network by finding initial peers, a process known as bootstrapping, often using GWebCache servers for assistance.
The protocol includes core message types such as PING, PONG, QUERY, and QUERYHIT, which facilitate peer discovery and file searches. Gnutella's design allowed for flexibility and extensions, enabling it to evolve over time.
In conclusion, Gnutella represents a significant moment in internet history, showcasing the power of decentralized technology that continues to function today, albeit at a reduced capacity. Its decline reflects broader changes in technology and user behavior rather than a failure of the protocol itself.
86.Haskell Foundation 2026 Update(Haskell Foundation 2026 Update)
The provided text contains CSS code and JavaScript for a loading splash screen that adapts to light and dark color schemes. Here are the key points:
-
Color Schemes:
- The background color is set to white for both light and dark themes.
- A color variable (
--dot-color) is defined for visual elements.
-
Splash Screen Layout:
- The splash screen (
#d-splash) is set to cover the entire viewport and is centered using grid display.
- The splash screen (
-
Preloader Image:
- The preloader image size and spacing are defined with responsive units.
- A background image is set using an SVG.
-
Animations:
- There are keyframe animations for fading in the splash screen and for animating dots in the loader.
- The dots change in size and opacity during the animation.
-
JavaScript:
- It dynamically sets the background image for the preloader using a generated SVG.
-
Final Style Reset:
- At the end, the splash screen is hidden, and the overflow-y property is reset.
Overall, this code creates a responsive, animated loading screen that adjusts to user preferences for light or dark themes.
87.We Reverse-Engineered Docker Sandbox's Undocumented MicroVM API(We Reverse-Engineered Docker Sandbox's Undocumented MicroVM API)
Docker has introduced an undocumented API for creating microVMs, which enables the safe execution of AI coding agents in a new feature called Docker Sandboxes. Unlike traditional containers, which share the host's kernel and can pose security risks when running untrusted code, microVMs provide better isolation by using separate kernels, making them a safer option for executing potentially harmful scripts.
Key points about Docker Sandboxes include:
- They allow for the safe execution of AI coding agents like Claude, Codex, and Gemini, enabling them to run code with fewer restrictions without endangering the host.
- The command
docker sandbox runis a simple way to start a sandbox, but it operates on microVM technology behind the scenes. - The security differences between containers and sandboxes are significant: containers share the host's kernel, while sandboxes utilize microVMs with separate kernels, making them safer for untrusted code.
The microVM API includes endpoints for managing virtual machines, allowing users to create, list, and delete VMs. Each microVM has its own Docker daemon for better isolation, and users can load images into the VM and run containers as needed.
Docker Sandboxes are currently available on macOS and Windows (with Docker Desktop 4.58+), but not on Linux. An SDK has been developed to simplify the orchestration of AI coding agents, making it easier to manage sessions, communicate with agents, and handle multiple agents through a unified interface.
In summary, the Docker microVM API provides a secure way to run untrusted code and manage AI coding assistants, offering better isolation than traditional containers.
88.Robert X Cringely is back to blogging(Robert X Cringely is back to blogging)
The author, Robert X. Cringely, is returning to writing after a three-year break spent working on Artificial Intelligence and co-founding a company called 2Brains. He expresses gratitude to readers for their patience during his absence. In his recent columns, he critiques Apple’s Vision Pro headset, suggesting it would be labeled a "hobby" by Steve Jobs, similar to the original Apple TV. He also discusses Moore's Law and its implications for chip technology, noting the economic aspects of declining chip prices. Cringely shares a personal experience regarding AI-generated letters of recommendation, emphasizing that while AI can be useful, it lacks personal insight. Lastly, he reflects on the current state of Silicon Valley amid economic uncertainty, drawing on his long history in the area.
89.Tristan Davey's Punch Card Archive(Tristan Davey's Punch Card Archive)
Punched cards were widely used in accounting, data collection, and early computing during the 1950s and 60s, with millions produced monthly. However, they quickly fell out of use and are now mostly forgotten. This archive aims to preserve a selection of these cards and related materials for future reference.
Key details of the archive include:
- 255 punch cards in 5 formats from 55 printers representing 64 companies.
- 11 pieces of punch card hardware from 3 manufacturers.
- 18 manuals and print materials related to 100 different products.
Featured items in the archive include various punched cards from notable companies like Bell Telephone Laboratories and IBM, showcasing different formats, colors, and materials.
90.New features in GCC 16: Improved error messages and SARIF output(New features in GCC 16: Improved error messages and SARIF output)
No summary available.
91.Learnings from 100K lines of Rust with AI (2025)(Learnings from 100K lines of Rust with AI (2025))
Summary of Learnings from 100K Lines of Rust with AI
In recent months, I tested AI coding agents while building a Rust-based multi-Paxos consensus engine, modernizing Azure's Replicated State Library (RSL). The project took about three months, with 100K lines of code written in four weeks and performance improved from 23,000 to 300,000 operations per second.
Key Reasons for Modernizing RSL:
- RSL was outdated and didn’t support modern hardware capabilities like pipelining, non-volatile memory, and RDMA.
- Improving these features could enhance performance for current cloud workloads.
Productivity Gains:
- I used various AI coding tools (like GitHub Copilot and Claude Code), enabling me to implement 130K lines of code quickly.
- An effective workflow involved coding from the command line and using AI to generate and review contracts and tests.
Ensuring Code Correctness:
- The system includes over 1,300 tests and employs AI-driven code contracts to ensure function correctness. These contracts help create tests and identify potential errors early.
Development Approach:
- I shifted from a rigid Spec-Driven Development method to a more flexible one, using AI to help generate and critique user stories and acceptance criteria.
Performance Optimization:
- I focused on performance tuning, achieving significant throughput improvements with AI's assistance in identifying bottlenecks and suggesting optimizations.
Future AI Coding Aspirations:
- I wish for more autonomous AI capabilities in executing user stories, automating contract workflows, and optimizing performance without needing constant human guidance.
Project Status:
- The project has grown to over 130K lines of Rust code with substantial testing coverage, addressing two of the three limitations of the original RSL design.
92.Recreate famous water profiles using supermarket bottled water(Recreate famous water profiles using supermarket bottled water)
Summary of The Water Dictionary
The Water Dictionary provides easy recipes for recreating popular water profiles using bottled water from local supermarkets. Here’s how it works:
- Choose a Profile: Select the type of water you need, such as Pilsen for brewing beer or Melbourne for coffee.
- Buy the Waters: The site guides you on which supermarket bottled waters to purchase, typically just two types.
- Mix and Use: Combine the bottles in the specified ratio provided, with no complex chemistry required.
The site offers profiles for coffee, tea, baking, brewing, aquariums, and horticulture, making it simple to achieve great results at home.
93.Magic the Gathering format: Fun 40(Magic the Gathering format: Fun 40)
Summary of Fabien Sanglard's Website Post (May 1, 2025)
Fabien Sanglard shares his experience at a Magic: The Gathering event in 2026, where he enjoyed a side tournament that aimed to replicate the fun of the late 90s. With over 80 participants, custom boosters were used and players built 40-card decks, encouraging trading over the weekend. Fabien had a great time, leading him to create six decks to play with his wife.
He lists what makes Magic fun for him:
- Exciting player interactions
- Opportunities for comebacks
- Variety in card borders
- Avoiding discard and land destruction
- Mild prison effects are acceptable
- Smaller, easier-to-shuffle decks (40 cards)
- Aesthetic appeal of card borders, especially white and beta black borders
- Inclusion of powerful cards like Moxes and Sol Ring, but not too many
Fabien describes his favorite decks:
- White/Green: Features Beta Serra Angels and Balance.
- Green/Red: Includes powerful cards like Berserk and Erhnam Djinn.
- Black: Has cards like Nightmare and Royal Assassin, with a fun twist on Imperial Seal.
- Red: Focuses on aggression with cards like Shivan Dragon and combos like Earthquake/Mogg Maniac.
- Bant: Includes blue cards for strategic play, like Redirect.
- Red/Black: His favorite, emphasizing aggressive play with combos.
Fabien invites readers to suggest card additions or new deck ideas via email.
94.Michael Keating has died(Michael Keating has died)
Latest News: Big Finish’s New Writer Competition 2026
Big Finish is hosting its annual Short Trips competition, inviting new writers to create their first story featuring the First Doctor. This competition is named after Paul Spragg, a valued member of the Big Finish team who passed away unexpectedly.
95.SpaceX S-1(SpaceX S-1)
No summary available.
96.Chewing gum restores dad's taste and smell years after Covid(Chewing gum restores dad's taste and smell years after Covid)
No summary available.
97.Vivaldi 8.0(Vivaldi 8.0)
Vivaldi 8.0 Overview
Vivaldi 8.0 represents the most significant design update for the browser in years, enhancing user experience and emphasizing control, capability, and choice. The new "Unified" design integrates all interface elements into a cohesive system, removing separations between tabs, toolbars, and panels for a more streamlined look.
Key Features:
-
Unified Design: The interface now operates on a single surface, making it visually cohesive and easier to navigate. Themes flow seamlessly throughout the browser.
-
Preset Layouts: Vivaldi 8.0 offers six predefined layouts to help users start with a setup that suits their preferences:
- Simple: Clean and focused.
- Classic: Familiar layout with the new design.
- Vertical Right/Left: Tabs on the right or left side of the screen.
- Auto Hide: Full-screen browsing with toolbars that appear on interaction.
- Bottom: Tab and address bars at the bottom.
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Customizability: Users can choose from over 7,000 themes or create their own, maintaining the option to keep their preferred look.
Vivaldi emphasizes user privacy and control, avoiding data tracking and investor influence. The browser is designed to adapt to individual user needs, providing powerful features for tab management and seamless browsing experiences.
Conclusion: Vivaldi 8.0 aims to offer a better browsing experience that prioritizes user choice and adaptability. Users are encouraged to explore the new features and engage with the community.
98.Moss: Self-Evolution Through Source-Level Rewriting in Autonomous Agent Systems(Moss: Self-Evolution Through Source-Level Rewriting in Autonomous Agent Systems)
The text discusses the limitations of current autonomous systems, which do not learn or adapt after being deployed. These systems often continue to fail until a human updates them. In response, self-evolving agents have been developed, but they only modify certain text-based elements, leaving the underlying code unchanged, which can lead to unresolvable issues.
The authors propose a new approach called MOSS, which allows for self-modification at the code level. This method is more powerful and reliable than previous text-based methods, as it can adapt directly to structural issues in the code. MOSS uses a systematic process to update itself based on evidence of past failures, ensuring that changes are safe and effective. In testing with a system called OpenClaw, MOSS significantly improved performance without any human involvement.
99.What Is Happening to Publishing?(What Is Happening to Publishing?)
There is a current controversy regarding the Commonwealth Foundation Short Story Prize being awarded to a story titled “The Serpent in the Grove,” which is believed to have been co-written by AI. The literary journal Granta, which published the story, has not retracted it and has even mentioned Claude, an AI, as a reference for determining authorship. Critics point out that the story contains clear signs of AI writing, such as awkward metaphors and repetitive imagery.
This situation raises concerns about the integrity of literary awards, especially as AI tools are increasingly used to evaluate writing. While some AI models may praise the story's qualities, human readers often find them lacking. The discussion extends to broader issues in publishing, particularly the declining sales of non-fiction books, attributed to shifts in how people consume information, including increased interest in podcasts and AI-generated content.
The article reflects on the unique experience of reading physical books, emphasizing that they require sustained attention and foster deeper connections with the material. While AI and podcasts may provide quick information, they cannot replicate the rich experience of engaging with a well-written book. The future of literature and reading habits remains uncertain, with potential for both AI to promote reading and for physical books to become niche collectibles. The author invites readers to share their thoughts and recent non-fiction purchases.
100.Thoughts on People and Blogs(Thoughts on People and Blogs)
In a recent update, Manu Moreale discussed the challenges of running his series "People & Blogs." He highlighted issues like administrative burdens, lack of engagement, and the exhaustion of maintaining high-quality content. Manu expressed frustration over people expressing sadness when projects shut down, yet failing to show support when creators need it. This reflects a broader issue in how we consume online content; while we enjoy it, we often don’t take the time to show appreciation or support. The message emphasizes that independent creators need both financial support and human connection to thrive. Overall, it’s a call for consumers to be more engaged and supportive of independent projects.