1.
Project Gutenberg – keeps getting better
(Project Gutenberg – keeps getting better)

Project Gutenberg is a free online library that offers over 75,000 eBooks, mainly focusing on classic literature whose copyrights have expired. You can read these eBooks online or download them in formats like epub and Kindle. The site is entirely free, requiring no fees or registration, and has been operating since 1971, thanks to the efforts of many volunteers who digitize and proofread the texts.

You can explore new releases, popular books, and various categories such as history, literature, science, and more. Project Gutenberg also provides audiobooks, including human-read and computer-generated options.

For those interested in helping, there are opportunities to volunteer for proofreading and other tasks. Additionally, you can donate to support the digitization of more books. Overall, Project Gutenberg is an accessible resource for anyone looking to enjoy classic literature for free.

Author: JSeiko | Score: 386

2.
A 0-click exploit chain for the Pixel 10
(A 0-click exploit chain for the Pixel 10)

Summary of the 0-Click Exploit Chain for Pixel 10

  • Exploit Chain Overview: Researchers developed a new exploit chain for the Google Pixel 10, building on a previous one for the Pixel 9, which allowed unauthorized access to Android devices.

  • Dolby Vulnerability Update: They updated an exploit related to a known Dolby vulnerability, requiring adjustments for the Pixel 10's library. The main challenge was adapting to the Pixel 10’s security features.

  • New Vulnerability Discovery: Instead of using a previous driver (BigWave), they found a significant vulnerability in a new driver (VPU) for video decoding. This vulnerability was easier to exploit because it allowed users to access more physical memory than intended.

  • Simple Exploit Method: The flaw in the VPU driver enabled users to map physical memory directly, which means they could manipulate kernel functions without complex coding. This made it possible to gain full control over the device.

  • Rapid Patch Response: The vulnerability was reported in November 2025 and was patched within 71 days, a notable improvement in the response time compared to past issues.

  • Conclusion: While the quick patching of the vulnerability shows progress in Android’s security response, it highlights the need for stronger security practices in driver development to prevent such vulnerabilities from occurring in the future. Ongoing efforts are necessary to enhance software security and protect users.

Author: happyhardcore | Score: 244

3.
I designed a nibble-oriented CPU in Verilog to build a scientific calculator
(I designed a nibble-oriented CPU in Verilog to build a scientific calculator)

Summary of the FPGA Scientific Calculator Project

This project creates a fully functional scientific calculator using hardware implemented on an FPGA (Field Programmable Gate Array). It includes a custom soft CPU, microcode firmware, and various supporting tools.

Project Structure:

  • verilog/: Contains source files for the CPU and related components.
  • ucode/: Holds the microcode for the CPU.
  • quartus/: Contains project files for FPGA synthesis.
  • modelsim/: Setup for simulation.
  • Qt/: A simulator and debugger based on Qt.
  • calctest/: Command-line tests for hardware verification.
  • tools/: Assembler and script compiler for microcode.
  • Pathfinding/: Research and verification projects related to algorithms.

Quick Start Guide: To quickly try the calculator, build the Qt simulator using the command:

cd /mnt/c/Projects/FPGA-Calculator/verilog
make qt

Then, open the project in Qt Creator to build it.

Required Tools:

  • Verilator: For Verilog simulation.
  • Qt: For building applications.
  • Quartus: For FPGA synthesis.
  • ModelSim: Optional for waveform simulation.
  • Visual Studio 2022: For compiling Qt applications.
  • Python 3: For tools and scripts.

Setup Instructions:

  1. Install prerequisites for Verilator and clone its repository.
  2. Build and set up Verilator to run in WSL2 (Windows Subsystem for Linux).

Build Targets:

  • Qt Simulator: Build with make qt.
  • Calctest: Build with make calctest.
  • ModelSim Testing: Use make test_self.
  • FPGA Hardware: Use make revB.

Pathfinding Projects: Additional research folders include golden references for verification, proofs of concept, and design testing.

License: The project is licensed under Creative Commons, allowing sharing and adaptation with proper credit, but not for commercial use.

Author: gdevic | Score: 40

4.
Bun Rust rewrite: "codebase fails basic miri checks, allows for UB in safe rust"
(Bun Rust rewrite: "codebase fails basic miri checks, allows for UB in safe rust")

A user named AwesomeQubic reported an issue on GitHub regarding the Rust codebase of the "bun" project. The problem involves "Undefined Behavior" caused by a dangling reference in the code. This happens when the program tries to access memory that has already been freed, leading to potential bugs.

The user provided a code snippet that demonstrates the issue, highlighting that the unsafe operation in the code erases the expected lifetime of data, which could result in serious errors such as using freed memory.

In their report, they urged caution in writing Rust code, particularly emphasizing that artificial intelligence is not well-suited for coding in Rust and recommended hiring experienced Rust developers instead. The issue has gathered significant attention, with many reactions and discussions about its implications for the project.

Author: ndiddy | Score: 204

5.
U.S. DOJ demands Apple and Google unmask over 100k users of car-tinkering app
(U.S. DOJ demands Apple and Google unmask over 100k users of car-tinkering app)

The U.S. Department of Justice (DOJ) is asking Apple, Google, Amazon, and Walmart for personal data on over 100,000 users of the EZ Lynk Auto Agent app. This request is part of a legal case against EZ Lynk for allegedly selling devices that let users bypass emissions controls on diesel vehicles, which the DOJ claims violates the Clean Air Act.

EZ Lynk denies these allegations, stating their products are intended for legitimate vehicle monitoring and diagnostics. The DOJ wants user information to identify witnesses and show how the app is used, citing evidence from online forums and social media.

EZ Lynk's lawyers argue that the DOJ's demands are excessive and raise privacy concerns, with rights advocates supporting this view. They believe the requests could expose innocent users to legal risks for simply using the app for standard vehicle diagnostics.

The case continues to highlight the government's interest in app data for enforcement actions, with potential implications for digital privacy. Apple and Google may challenge the subpoenas, and the outcome could set important precedents for user privacy rights.

Author: tencentshill | Score: 158

6.
Image-blaster: Creates 3D environments, SFX, and meshes from a single image
(Image-blaster: Creates 3D environments, SFX, and meshes from a single image)

Image-Blaster Summary

Image-Blaster is a tool that quickly turns a single image into a 3D environment, complete with sound effects and models, in under five minutes.

Key Features:

  • 3D Model Creation: Generates dynamic object models (.glb, .obj), static environment data (.spz), and sound effects (.mp3).
  • Easy Setup: Users can clone the tool from GitHub, set up Claude (an AI), and start creating by uploading an image.
  • Compatibility: Can be used with various game engines (like Unity, Unreal, Godot) and 3D software (like Blender, Maya).

Advanced Options:

  • Offers adjustable settings for model complexity, material generation, and polygon types.
  • Utilizes multiple AI models for environment creation, image editing, and sound effects.

Practical Uses:

  • Ideal for game design, architectural visualizations, and film location scouting.

Development Note:

  • To allow Claude to modify the React viewer, users must adjust a specific file setting.
Author: MattRogish | Score: 58

7.
I built Zenith: a live local-first fixed viewport planetarium
(I built Zenith: a live local-first fixed viewport planetarium)

Zenith Tech Summary

Overview of Zenith
Zenith offers a real-time view of the night sky, showing stars in motion due to Earth's rotation. By zooming in, the stars appear to move faster, similar to tracking a delivery on a map. This view magnifies the sky about 180 times, allowing you to see how much the sky turns in 30 seconds.

Field of View
The defined field of view for this project is as small as a grain of rice held at arm's length. Telescopes counteract the apparent motion of stars using a motorized system called an Equatorial Mount.

Location Request
The website asks for your location to show the sky above you. This information is kept private and is not shared. If you decline, it defaults to showing the view from Stonehenge.

Personal Sky View
ZenithTrack displays a narrow strip of the sky that repeats every sidereal day (about 23 hours 56 minutes). This view is unique to your latitude, meaning people just a few miles away will see a different view.

Images Used
Zenith uses images from the Pan-STARRS telescope in Hawaii, collected between 2010 and 2014. Although these images provide good resolution, they are primarily intended for detecting moving objects rather than for clear images of stars, which can lead to oversaturation.

Technical Details
The platform uses the Leaflet library to create a celestial map and overlays images. It processes the raw images to remove white edges and filter noise, although it still struggles with oversaturated stars.

Inspiration
The project is inspired by the experience of observing celestial objects through a telescope and realizing that the stars aren't moving; rather, it's the Earth that is turning.

Author: surprisetalk | Score: 49

8.
Watch a neural net learn to play Snake
(Watch a neural net learn to play Snake)

The browser PPO training demo uses tinygrad and WebGPU. It involves TinyJit and works with WebGPU technology.

Author: c1b | Score: 69

9.
ASCII by Jason Scott
(ASCII by Jason Scott)

I'm sorry, but I can't access external content directly. However, if you provide me with the text you would like summarized, I can help simplify and condense it for you!

Author: bookofjoe | Score: 109

10.
O(x)Caml in Space
(O(x)Caml in Space)

On April 23, 2026, the Borealis project successfully launched its pure-OCaml CCSDS protocol stack in low Earth orbit aboard DPhi Space's ClusterGate-2 payload module. This achievement is significant because it ensures the safety and security of operations in space, as OCaml is a programming language designed to minimize security risks from untrusted code.

Borealis acts as a daemon, communicating using a client-server protocol for telemetry and commands. Its unique feature is a pure-OCaml implementation of the CCSDS protocol, which manages all communications between the satellite and ground control. The satellite operates without external network connectivity, using a filesystem for data transfer, and encrypts all communications for security.

The project emphasizes the need for security, especially with shared satellite hardware, where vulnerabilities can arise from shared system resources. Borealis employs an Over-The-Air Rekeying (OTAR) system for key rotation, which is essential for long missions to maintain secure operations over time.

Borealis runs on an Arm-based system with Linux, using OCaml’s features to ensure safety and performance. The code is designed to minimize memory corruption issues often found in C/C++ applications, which enhances security significantly. Future plans involve using OxCaml, an advanced version of OCaml, to improve performance further.

The overall goal is to develop a scalable system for managing multiple specialized payloads across various satellites, ensuring secure and efficient operations in space. The focus will be on software management, as the hardware aspect of getting systems into orbit becomes increasingly routine.

Author: yminsky | Score: 201

11.
Hightouch (YC S19) Is Hiring
(Hightouch (YC S19) Is Hiring)

Hightouch is a growing startup recognized as one of America's best employers by Forbes. The company values kindness, innovation, and effective execution, providing a supportive and dynamic work environment. They aim for continuous improvement and high performance while prioritizing employee growth and satisfaction.

Key points include:

  1. Commitment to Growth: Hightouch focuses on helping customers and employees grow within a fast-paced environment.
  2. Core Values: The company emphasizes kindness, efficient execution, compassion, and impact-driven work.
  3. Career Opportunities: Hightouch offers various remote positions across different departments, including engineering, customer success, and sales.
  4. Benefits: Employees receive competitive compensation, health benefits, flexible PTO, parental leave, and support for home office setups.
  5. Work Culture: The company promotes a remote-friendly culture with offices in major cities, providing free lunches and commuter benefits for in-office workers.

Overall, Hightouch seeks talented individuals who align with their mission to innovate and provide exceptional service.

Author: joshwget | Score: 1

12.
Explore Wikipedia Like a Windows XP Desktop
(Explore Wikipedia Like a Windows XP Desktop)

Summary:

This document outlines features of a project related to exploring content from Wikipedia and Wikimedia Commons.

  • Wikipedia Explorer: Users can browse Wikipedia categories like folders, with articles opening as documents. Most content is accessible, except for a few pages without categories.

  • Media Explorer: A tool for exploring images on Wikimedia Commons, allowing users to right-click and set images as desktop backgrounds.

  • Geofile Explorer: An ongoing project that enables users to explore Earth as a folder on their computer. Users can drag and drop images to upload or write notes.

Contact Information:

Inspiration: The project draws ideas from various online sources related to Wikipedia exploration.

All content is owned by Wikimedia and its respective owners, and users can contribute by signing up and editing Wikipedia.

Author: smusamashah | Score: 415

13.
Radicle: Sovereign {code forge} built on Git
(Radicle: Sovereign {code forge} built on Git)

Radicle is a decentralized, open-source platform for code collaboration built on Git. Unlike traditional code hosting services, Radicle allows users to maintain full control over their data and workflow without a central authority.

Key features include:

  • Decentralization: Repositories are shared across users, ensuring no one entity controls the network.
  • Security: Data is stored in Git and secured with public-key cryptography, verifying authenticity.
  • User Autonomy: Users can run their own nodes for censorship-resistant collaboration.
  • Local-first Functionality: Works offline, allowing users to access and manage their data anytime.
  • Extensibility: Developers can enhance Radicle's features through Collaborative Objects (COBs).

Radicle supports Linux, macOS, and BSD. Users can install it via a command line or build from source, and there's a graphical desktop client available.

Radicle is open for contributions and is under the MIT and Apache 2.0 licenses. For updates, users can follow Radicle on social media or join their community on Zulip.

Author: KolmogorovComp | Score: 173

14.
High dimensional geometry is transforming the MRI industry (2017) [pdf]
(High dimensional geometry is transforming the MRI industry (2017) [pdf])

No summary available.

Author: nill0 | Score: 65

15.
ABC News has taken all FiveThirtyEight articles offline
(ABC News has taken all FiveThirtyEight articles offline)

No summary available.

Author: cmsparks | Score: 24

16.
A new book on Steve Jobs at NeXT
(A new book on Steve Jobs at NeXT)

A new book highlights the important lessons learned by Steve Jobs during his time at NeXT Computer, which influenced his later success as CEO of Apple. As Apple prepares for a new CEO, the book reflects on this significant period in Jobs's life, showcasing how these experiences shaped his leadership and vision for the company.

Author: rbanffy | Score: 133

17.
Feedr v0.8.0 – a TUI RSS reader, now read the full article from your terminal
(Feedr v0.8.0 – a TUI RSS reader, now read the full article from your terminal)

Feedr - Terminal RSS Feed Reader Overview

Feedr is a terminal-based RSS feed reader built in Rust, featuring a user-friendly interface for managing and reading RSS feeds.

Key Features:

  • Dashboard View: Displays the latest articles from all feeds in chronological order.
  • Feed Management: Easily subscribe and organize multiple RSS feeds.
  • Auto-Discovery: Paste any URL to find and subscribe to its RSS feed.
  • Starred Articles: Save articles for later viewing.
  • Categories: Organize feeds into custom categories.
  • Advanced Filtering: Filter articles by various criteria like category, age, and read status.
  • Dual Themes: Choose between dark and light themes.
  • Live Search: Quickly search across all titles and content.
  • Article Preview: Preview articles inline in the dashboard.
  • Full-Text Extraction: Read full articles using Mozilla Readability.
  • Mouse Support: Navigate using mouse clicks and scrolling.

Installation:

  • Requires Rust and Cargo.
  • Install using cargo install feedr or from AUR for Arch Linux.
  • Can also be built from source.

Usage:

  • Open Feedr and add feeds by entering valid RSS URLs.
  • Navigate using keyboard shortcuts for efficiency.
  • Customize settings through a configuration file or an interactive TUI editor.

Customization:

  • Extensive customization options for themes, keybindings, and feed management through a TOML configuration file.
  • Supports authenticated feeds with custom HTTP headers.

Data Storage:

  • User data is stored in standard XDG-compliant locations to ensure compatibility.

Contribution:

  • Open for contributions via GitHub.

License:

  • Released under the MIT License.

Feedr is designed for users who prefer a terminal-based solution for reading and managing RSS feeds, offering a robust set of features for both casual and advanced users.

Author: bahdotshxx | Score: 13

18.
Amazon workers under pressure to up their AI usage are making up tasks
(Amazon workers under pressure to up their AI usage are making up tasks)

No summary available.

Author: hackernj | Score: 250

19.
Sx – an open-source package manager for AI skills, MCPs, and commands
(Sx – an open-source package manager for AI skills, MCPs, and commands)

Summary of sx: Your Team’s Private npm for AI Assets

sx is a tool for teams to manage and share AI-related resources like skills, configurations, and commands efficiently. It helps capture knowledge from top developers and makes it accessible to all team members automatically.

Key Features:

  • Centralized Sharing: Allows teams to share discoveries and updates easily, avoiding duplication and version issues.
  • Instant Onboarding: New developers can access the team’s AI resources right away.
  • Scoped Installation: Lets you choose who can access specific assets (e.g., by organization, team, or individual).
  • Supports Multiple Clients: Works with various AI clients, making it versatile.

Quick Start Guide:

  1. Install sx via Homebrew or a shell script.
  2. Initialize your vault and add assets.
  3. Use profiles to manage multiple vaults.
  4. Control installation targets based on the audience (org, repo, team, user, or bot).

Asset Types:

You can create and share:

  • Skills: Custom prompts for tasks.
  • Commands: Quick actions.
  • Agents: Autonomous AI tasks.
  • Plugins: Bundles of skills and commands.

Usage and Analytics:

  • Track usage and changes with built-in analytics and audit logs.
  • Preview installations without executing them.

Distribution Models:

Choose from local, Git, or centralized vaults for asset management based on team size.

Development and Requirements:

  • Built using Go, with specific installation steps outlined for developers.
  • Documentation available for detailed usage and setup.

sx streamlines the sharing of AI tools and knowledge within teams, enhancing productivity and collaboration.

Author: detkin | Score: 18

20.
The nuclear-physics infrastructure behind PET scans
(The nuclear-physics infrastructure behind PET scans)

In the 1940s, scientists at Los Alamos were not only focused on developing nuclear weapons but also on the medical applications of isotopes, leading to significant advancements in biomedical isotopes. Isotopes are variations of elements that have the same number of protons but different numbers of neutrons, which affects their stability and radiation emissions.

Los Alamos became a key producer of both stable and unstable isotopes. Stable isotopes, like carbon-13, are used as non-radioactive tracers in medical imaging techniques, such as MRI. Unstable isotopes, or radioisotopes, emit radiation and are crucial for medical imaging and therapy, like rubidium-82 (Rb-82) used in heart imaging.

The lab also developed methods to produce isotopes efficiently, such as strontium-82 (Sr-82), which decays into Rb-82 and is essential for cardiac PET imaging. Over the years, the facility expanded its capabilities, significantly impacting how diseases like coronary artery disease are diagnosed and treated.

Additionally, Los Alamos has contributed to cancer therapy with isotopes like actinium-225 (Ac-225), which can target and destroy tumor cells while minimizing damage to surrounding healthy tissue. The lab’s advancements have led to a reliable supply chain for medical isotopes, supporting both research and commercial needs in the U.S. and ensuring public health.

Overall, the work done at Los Alamos has played a crucial role in the development of isotope science and biomedical technology, making significant contributions to medical imaging and cancer treatment.

Author: LAsteNERD | Score: 6

21.
A few words on DS4
(A few words on DS4)

The text briefly mentions "DS4," but does not provide specific details about what it is. Therefore, I cannot summarize any key points or details related to DS4 without additional context or information. Could you please provide more details or clarify what you would like to know about DS4?

Author: caust1c | Score: 402

22.
Waymo recalls 3,800 robotaxis after they drive into flood waters
(Waymo recalls 3,800 robotaxis after they drive into flood waters)

Waymo is recalling about 3,800 of its robotaxis due to software problems that could cause them to drive onto flooded roads. Incidents of Waymo vehicles driving into flooded areas were recorded in Austin, Texas, and other locations. The company has implemented some fixes and is developing more software safeguards to prevent this issue.

The recall affects vehicles using Waymo's fifth and sixth generation automated driving systems. Waymo has faced criticism for other safety-related issues, such as failing to yield to school buses and stalling during power outages. They are taking steps to limit robotaxi operations in bad weather to ensure safety.

Waymo operates a commercial robotaxi service in 11 U.S. cities, including San Francisco and Austin. Their service in San Antonio is currently suspended following an incident where a vehicle was swept away in floodwaters. Waymo plans to resume operations there soon.

Author: drob518 | Score: 44

23.
How to be SOC2 Type 2 compliant as a solo-entreprenuer?
(How to be SOC2 Type 2 compliant as a solo-entreprenuer?)

The author is looking for examples of how to gain trust for their app, Perfect Wiki, without spending over $20,000 on auditors. They are receiving many questions from customers about the app's certification and need help finding effective ways to demonstrate its reliability.

Author: sochix | Score: 99

24.
Details of the Daring Airdrop at Tristan Da Cunha
(Details of the Daring Airdrop at Tristan Da Cunha)

Summary of the Daring Airdrop at Tristan da Cunha (May 9, 2026)

On May 9, 2026, the UK Government coordinated a medical supply airdrop to Tristan da Cunha after a hantavirus outbreak affected an islander who had recently disembarked from the cruise ship MV Hondius. The isolated island, the most remote inhabited place in the world, faced a shortage of medical supplies and staff.

Preparation and Planning:

  • The RAF selected an Airbus A400M transport plane for the drop, supported by a Voyager tanker for in-flight refueling.
  • The operation involved careful planning due to the island's extreme distance from military bases (over 2,000 miles away) and challenging weather conditions.

The Flight and Airdrop:

  • The A400M took off from Ascension Island and refueled mid-flight, arriving later than expected due to adverse winds.
  • A British Army Pathfinder Platoon, consisting of six paratroopers and two medical professionals, parachuted onto the island from 7,000 feet.
  • The supplies were dropped in three batches, successfully landing in designated areas despite the tricky winds.

Community Reception:

  • The islanders expressed profound gratitude towards the UK Government and military for their support. They were amazed by the unprecedented sight of military aircraft flying low over their island.
  • The medical team quickly went to work to assist the local hospital, providing essential care to the infected islander.

Conclusion: The operation was hailed as a historic and successful mission, showcasing the unity and resilience of the island community. The military personnel received a warm welcome and set up base for continued efforts in addressing the medical crisis.

Author: kspacewalk2 | Score: 240

25.
NanoTDB – Golang Append-Only Time Series DB
(NanoTDB – Golang Append-Only Time Series DB)

NanoTDB Summary

NanoTDB is a lightweight, embedded time-series database designed for devices with limited resources, such as Raspberry Pi and IoT gateways. It operates without external dependencies and stores all data in plain files within a single directory.

Architecture

  1. Engine: The main component that manages databases and routes incoming data.
  2. Databases: Each database consists of:
    • WAL (Write-Ahead Log): Ensures data safety by recording every sample before storage.
    • Catalog: Maps metric names to IDs and their data types.
    • Data Files: Stores compressed, immutable data.

Data Flow

  • When data is ingested, it is parsed, stored in the WAL for safety, and then added to an in-memory page. If the page is full, it is compressed and written to a data file.
  • Timestamps must be in increasing order; otherwise, the data is rejected.

Querying Data

  • The database can be queried by specifying the database name, metric, time range, and a callback function to process the results.

Line Protocol

Data is formatted as:

DB/metric.name value [timestamp]
  • The DB name is automatically created on the first write.
  • Metrics can be integers or floats, and each metric's type is fixed after the first write.

Configuration

The engine can be configured through a file (engine.toml), which is created on the first run. Key settings include the server address, WAL size, and durability profiles (strict, balanced, throughput).

Rollups

Rollups allow for aggregated data processing over specified intervals, enabling the creation of summarized metrics.

Tools

  • nanotdb: The main server for managing the database, with an HTTP API for querying.
  • nanocli: A command-line tool for inspecting and managing data without a running server.

Example Usage

To use NanoTDB, you can open an engine, ingest data, and perform queries. The engine supports bulk import/export and provides a simple API for interaction.

Overall, NanoTDB is an efficient solution for handling time-series data in constrained environments, providing essential features for data ingestion, storage, and querying.

Author: aymanhs72 | Score: 45

26.
First public macOS kernel memory corruption exploit on Apple M5
(First public macOS kernel memory corruption exploit on Apple M5)

A team of engineers developed the first public macOS kernel memory corruption exploit on Apple's M5 chip in just five days, despite Apple's extensive efforts to secure its hardware and software against such attacks. They met with Apple to present their findings and wanted to avoid getting lost in a flood of submissions.

Apple's M5 chip includes a security feature called Memory Integrity Enforcement (MIE), designed to prevent memory corruption exploits, a common vulnerability. The team discovered a way to bypass MIE using two vulnerabilities and various techniques, resulting in a local privilege escalation exploit for macOS 26.4.1.

The collaboration between human experts and AI tools, like Mythos Preview, enabled quick identification of bugs and development of the exploit, demonstrating the potential of AI in the security field. They plan to publish a detailed report once Apple addresses the vulnerabilities.

This exploit highlights that while MIE is a strong security measure, it is not foolproof, and AI can still uncover vulnerabilities that may bypass advanced protections. The engineers noted that small teams can achieve significant results, challenging large organizations in the process.

Author: quadrige | Score: 428

27.
Building ML framework with Rust and Category Theory
(Building ML framework with Rust and Category Theory)

Summary: Category Theory for Tiny ML in Rust

This book is a working draft aimed at connecting category theory, Rust programming, and tiny machine learning (ML) systems. It is intended for readers who want to explore machine learning as a structured process rather than just numerical calculations.

Key Points:

  • The book uses category theory as a practical tool in engineering, translating mathematical concepts into Rust code:

    • Domain objects are represented as Rust types.
    • Morphisms are typed transformations.
    • Composition is reflected in executable program structures.
    • Training involves repeatedly transforming model states.
  • This is a draft version, meaning content may change as it develops. Readers can explore existing chapters and provide feedback, which is encouraged and welcomed.

  • The authors, Hamze Ghalebi and Farzad Jafarranmani, bring together expertise in AI architecture, software engineering, mathematics, and category theory.

  • A public workshop is being held to introduce the tiny ML pipeline using this book as study material.

  • The book is openly accessible online and invites public feedback while maintaining specific permissions for commercial use.

For further details, readers can access the public book and its source code at the provided GitHub links.

Author: adamnemecek | Score: 86

28.
Codex is now in the ChatGPT mobile app
(Codex is now in the ChatGPT mobile app)

No summary available.

Author: mikeevans | Score: 450

29.
New Nginx Exploit
(New Nginx Exploit)

Summary of NGINX Rift Vulnerability

A critical security flaw has been identified in NGINX's ngx_http_rewrite_module, known as CVE-2026-42945. This bug, which allows unauthenticated remote code execution, was introduced in 2008. It was discovered by a security analysis tool from Depthfirst after analyzing the NGINX source code.

Key Points:

  • Nature of the Bug: The vulnerability arises from a heap buffer overflow during a two-step process in NGINX's script engine. It mishandles data copying, allowing attackers to exploit it.
  • Attack Method: By using specially crafted URI data, attackers can corrupt memory pointers, leading to the execution of unauthorized commands.
  • Affected Versions:
    • NGINX Open Source: Versions 0.6.27 to 1.30.0 are affected; fixed in 1.31.0 and 1.30.1.
    • NGINX Plus: Versions R32 to R36 are affected; fixed in R36 P4, R35 P2, and R32 P6.
  • Testing Environment: The issue was tested on Ubuntu 24.04.3 LTS.

For more information, you can visit the full vendor advisory and use Depthfirst’s system to check for similar vulnerabilities in your own code.

Author: hetsaraiya | Score: 427

30.
We don't know why Malawi is poor
(We don't know why Malawi is poor)

The article discusses the persistent poverty in Malawi compared to other countries, notably Rwanda, despite Malawi having a peaceful history and stable government. Key points include:

  1. Economic Comparison: In 1994, Malawi’s GDP per capita was higher than Rwanda's, but by 2024, Rwanda's GDP per capita has grown significantly, while Malawi's has declined for three years.

  2. Poverty Statistics: Malawi is among the world's poorest countries, with about 70% of its population living on less than $2.15 a day and high rates of extreme poverty.

  3. Agricultural Dependence: A large part of the population relies on low-productivity agriculture, mainly maize farming, which limits economic growth.

  4. Lack of Manufacturing: Malawi has minimal manufacturing capabilities, contributing only about 10% to GDP, which restricts job creation and economic development.

  5. Education and Infrastructure: The country faces low educational attainment and poor infrastructure, including limited access to electricity and bad roads.

  6. Complex Challenges: While several theories exist to explain Malawi's poverty (like weak institutions, geography, and colonial history), none fully account for its unique situation. Other countries with similar challenges have managed to grow economically.

  7. Political Factors: The political environment in Malawi favors smallholder maize farmers, which leads to policies that protect their interests but hinder broader economic development.

  8. Need for New Approaches: The article suggests that development strategies must address the political landscape and consider historical factors to effectively promote growth.

Overall, the article highlights the complexity of Malawi's poverty, pointing out that common explanations do not adequately capture the underlying issues, and emphasizes the importance of understanding political dynamics in development efforts.

Author: alphabetatango | Score: 72

31.
Gyroflow: Video stabilization using gyroscope data
(Gyroflow: Video stabilization using gyroscope data)

Summary of Gyroflow Project: Video Stabilization Using Gyroscope Data

Gyroflow is a video stabilization application that uses motion data from gyroscopes and accelerometers, often found in modern cameras like GoPro, Sony, and Insta360. It effectively stabilizes video footage by utilizing this data, which can be recorded internally or obtained from external sources.

Key Features:

  • Real-time video preview and parameter adjustments.
  • GPU-accelerated processing for efficient video rendering.
  • Rolling shutter correction and support for various video editing software (e.g., Adobe Premiere, DaVinci Resolve).
  • Compatibility with stabilized GoPro videos and supports high-quality video formats.
  • Customizable settings and visual charts to analyze motion data.
  • Supports underwater footage and has a user-friendly interface.
  • Cross-platform availability (Windows, macOS, Linux, Android, iOS) with multiple language options.

Installation: Gyroflow can be installed on various platforms (Windows, macOS, Linux, Android, iOS) through app stores or by downloading directly from the project's website.

Supported Gyro Sources: The app supports data from several camera brands and models, including GoPro, Sony, DJI, and more. If a camera is not listed, users can reach out for potential support.

Contributions and Community: Gyroflow is an open-source project, inviting contributions and suggestions from users. The project is available in multiple languages, and users can help with translations.

Development Information: The application is primarily built using Rust and QML, with a focus on high performance and minimal external dependencies. It includes a detailed guide for developers looking to contribute or build the software.

Licensing: Gyroflow is distributed under the GPLv3 License with exceptions for app store distribution.

For support, users can join the Gyroflow Discord server or contact the development team directly.

Author: nateb2022 | Score: 150

32.
Removing the modem and GPS from my 2024 RAV4 hybrid
(Removing the modem and GPS from my 2024 RAV4 hybrid)

The blog post discusses the growing privacy concerns with modern cars, which collect and share a lot of personal data, such as location and driving habits. To address these concerns, the author decided to physically remove the modem and GPS from their 2024 RAV4 Hybrid, preventing the car from sending any telemetry data.

Key points include:

  1. Data Collection Issues: Many car manufacturers collect sensitive data and share it with third parties, raising privacy and security risks.
  2. Functionality After Removal: Removing the modem and GPS will disable some features like cloud services and automatic crash notifications, but the car will still operate normally. The author plans to install a bypass kit to maintain microphone functionality.
  3. Bluetooth Concerns: Using Bluetooth could still allow data transmission, so the author recommends using a wired USB connection instead.
  4. Tools Needed: The project requires basic tools and a specific bypass kit for the microphone.
  5. Step-by-Step Process: The author outlines a detailed process for removing the modem and GPS, ensuring that everything is reassembled properly afterward.
  6. Final Thoughts: The author is pleased with the outcome but expresses concerns about future developments that may complicate such modifications.

Overall, the project aims to enhance privacy by stopping data from leaving the car, highlighting the need for stronger privacy protections in the automotive industry.

Author: arkadiyt | Score: 1029

33.
Trade Dollars with other startups. Book it as revenue
(Trade Dollars with other startups. Book it as revenue)

No summary available.

Author: tormeh | Score: 163

34.
We are retiring our bug bounty program
(We are retiring our bug bounty program)

Turso is ending its bug bounty program that offered $1,000 for discovering bugs leading to data corruption. The decision comes as they've been overwhelmed by irrelevant submissions from automated systems, making it difficult for maintainers to manage genuine contributions.

The program was initially launched to ensure high reliability for Turso, which is based on SQLite, and to encourage community involvement. It was successful at first, with a few skilled contributors finding real bugs. However, recently, many low-quality submissions have flooded in, making it challenging to sift through them.

Despite attempts to regulate submissions, the volume of irrelevant contributions has increased, leading Turso to conclude that financial rewards are counterproductive in an open-source environment. They aim to maintain a healthy community without such incentives and will focus on improving their testing processes instead.

Author: tjek | Score: 331

35.
Hackers have breached tank readers at US gas stations
(Hackers have breached tank readers at US gas stations)

US officials suspect Iranian hackers are behind recent breaches of systems that monitor fuel levels at gas stations in several states. These hackers exploited unprotected automatic tank gauge (ATG) systems, which allowed them to alter display readings without affecting the actual fuel levels. While no physical damage has occurred, there are safety concerns that such breaches could lead to undetected gas leaks.

The investigation points to Iran due to its history of targeting gas systems, although definitive proof may be lacking. If confirmed, this would mark another instance of Iran threatening US critical infrastructure amidst ongoing conflict with the US and Israel. A recent poll indicated that many Americans believe the war has negatively impacted their finances.

Iran's cyber operations have increased in scale and speed during the current conflict, targeting US oil, gas, and water facilities. Cybersecurity experts note that Iranian hackers have adapted their tactics, using "good-enough" malware and engaging in aggressive cyber campaigns. There are concerns about their potential influence on the upcoming US midterm elections, as previous Iranian interference has been documented.

Overall, the situation highlights vulnerabilities in US critical infrastructure and the ongoing threat posed by Iranian cyber activities.

Author: berkeleyjunk | Score: 10

36.
Kairos: The ancient Greek art of knowing when to act
(Kairos: The ancient Greek art of knowing when to act)

No summary available.

Author: lschueller | Score: 7

37.
Kushner's Thrive Capital Invests $100M in Shopify
(Kushner's Thrive Capital Invests $100M in Shopify)

No summary available.

Author: petethomas | Score: 6

38.
Claude for Legal
(Claude for Legal)

Summary of Claude for Legal

Claude for Legal provides tools and plugins designed for various legal workflows, including commercial, privacy, corporate, employment, litigation, regulatory, AI governance, and educational settings for law students and clinics. Users can choose to install it as a Claude Cowork or Claude Code plugin or use it with the Claude Managed Agents API.

Key Features:

  • Plugins: Each legal area has specific plugins that include skills, agents, and practice profiles, tailored through a cold-start interview process.
  • Agents: Named agents automate common legal tasks, such as reviewing contracts, monitoring deadlines, and drafting documents. These agents help streamline workflows but do not replace attorney oversight.
  • Research Connectors: Tools are provided to connect with legal research databases, ensuring citation accuracy and reliability.
  • User Responsibility: Outputs generated are drafts for attorney review, and users are responsible for the legal interpretations and actions taken based on those outputs.

Getting Started:

  1. Install: Users can install the necessary plugins and follow setup instructions.
  2. Cold-Start Interview: Running this interview customizes the tools according to the user's specific legal practice.
  3. Practice Profiles: These profiles store preferences and workflows, enhancing the effectiveness of the plugins.

Types of Legal Work Supported:

  • Commercial: Vendor agreements, NDAs, renewals.
  • Corporate: M&A diligence, compliance tracking.
  • Employment: Hiring reviews, policy drafting.
  • Privacy: Data protection assessments, policy monitoring.
  • Litigation: Matter management, court filings.
  • AI Governance: Assessing AI use cases and compliance.

Educational Support:

Offers tools for law students, including exam preparation, case briefing, and writing feedback, ensuring a structured learning experience.

Overall, Claude for Legal aims to enhance the efficiency of legal practice by providing specialized tools while ensuring that legal professionals retain full responsibility for their work.

Author: Einenlum | Score: 179

39.
Welcome to the Strip Mining Era of OSS Security
(Welcome to the Strip Mining Era of OSS Security)

In the summer of 2026, open source software (OSS) maintainers will face challenges due to increased automated scanning for security vulnerabilities. Here's a simplified summary of the key points:

  1. Increased Vulnerability Reports: Open source projects, like Metabase, have seen a rise from 10 security reports a month to 10 per week since January. Many of these reports are legitimate, indicating improved scanning technology.

  2. Better Scanning Tools: New AI-based scanning tools are becoming more effective at finding flaws in public source code. This means that vulnerabilities that were once hard to find are now easily detectable.

  3. Impacts on OSS Maintainers: OSS maintainers should treat any reported vulnerability as easily discoverable. This will require immediate attention and fixing, putting maintainers in a reactive position compared to closed-source developers who can control their timelines.

  4. Pressure on Non-Commercial Projects: Non-commercial OSS projects will feel additional pressure as commercial entities can afford dedicated security teams, leaving volunteer maintainers to handle vulnerabilities on their own.

  5. Recommendations for Developers: Whether open or closed source, developers should:

    • Increase the frequency of security updates.
    • Monitor and upgrade OSS dependencies regularly.
    • Implement layered security practices.
    • Improve logging and monitoring.
    • Limit software privileges to the minimum necessary.

In summary, while the improved vulnerability detection will ultimately lead to more secure software, the journey will be challenging for OSS maintainers.

Author: salsakran | Score: 96

40.
Travelers on Air Force One ordered to throw away gifts, phones after China trip
(Travelers on Air Force One ordered to throw away gifts, phones after China trip)

President Trump and U.S. officials concluded two days of talks in Beijing with Chinese President Xi Jinping. Before leaving on Air Force One, they had to discard items collected during the trip, including burner phones and lapel pins given by China, likely for security reasons. The White House correspondent noted that nothing from China was allowed on the plane, as there are concerns about potential spying. While the meetings were friendly, tensions remain due to China's intelligence activities and accusations of espionage. White House representatives did not comment on the item disposal.

Author: leopoldj | Score: 20

41.
Tesla Wall Connector bootloader bypasses the firmware downgrade ratchet
(Tesla Wall Connector bootloader bypasses the firmware downgrade ratchet)

Summary of "Exploiting the Tesla Wall Connector: Bypassing the Anti-Downgrade"

In this article, the author, David Berard, explains a method to bypass a new security feature in the Tesla Wall Connector Gen 3 that was designed to prevent downgrading to vulnerable firmware versions.

  1. Background: In an earlier article, Berard described a successful exploit during a hacking competition, which allowed attackers to install outdated firmware since there was no anti-downgrade protection. Tesla then introduced a firmware update that included anti-downgrade measures.

  2. Anti-Downgrade Mechanism: The new firmware checks for a "security ratchet" value before allowing a firmware update. If the new firmware's ratchet is lower than the current one, the update is blocked.

  3. Exploit Method: Despite the new security, Berard found a way to bypass this mechanism by manipulating the update process:

    • The update system includes two firmware slots: one active and one passive.
    • By carefully erasing the passive slot after writing a valid, up-to-date firmware and before rebooting, Berard was able to overwrite it with an older, vulnerable firmware without triggering the anti-downgrade checks.
  4. Execution Steps: The exploit involves a series of commands to push the valid firmware, erase it, and then install the old firmware, which allows the system to boot into the outdated version without restrictions.

  5. Conclusion: The author notes that the vulnerability was reported to Tesla and has since been fixed in a firmware update. The article highlights the importance of maintaining robust security checks in both the updater and bootloader to prevent such exploits.

Overall, the article discusses the complexities of firmware security in Tesla's Wall Connector and showcases how vulnerabilities can be exploited despite security improvements.

Author: p_stuart82 | Score: 123

42.
Nordstjernen Web Browser
(Nordstjernen Web Browser)

Nordstjernen Web Browser Summary

Nordstjernen is a lightweight web browser developed from scratch in C. Its main features include:

  • Size & Simplicity: The entire browser consists of around 30,000 lines of code, making it easy to audit and understand in a short time.
  • Speed & Efficiency: It starts quickly and uses minimal memory without any background services or telemetry. It does not collect user data or show ads, and is completely free to use.
  • Security: Nordstjernen is designed with security in mind, avoiding many common vulnerabilities by excluding features like JIT compilation, WebGL, and extensions. It has strong sandboxing and runs securely on Linux.
  • Privacy: It blocks third-party cookies, enforces security settings, and does not track users.
  • Compatibility: Supports essential web technologies like HTML5, modern CSS, and JavaScript for a functional browsing experience without unnecessary bloat.
  • Cross-Platform: Available for Linux, macOS, and Windows, with builds created from a single codebase.
  • Open Source: The source code is available under the Functional Source License, which allows use and modification with certain restrictions, converting to the MIT license after ten years.

Nordstjernen aims to provide an independent alternative to major browsers like Chrome and Firefox, promoting user privacy and control. It was developed in Norway, reflecting local values around privacy and technology.

For more details, visit the project's website at nordstjernen.org.

Author: roschdal | Score: 15

43.
Mullvad exit IPs are surprisingly identifying
(Mullvad exit IPs are surprisingly identifying)

Summary of Mullvad Exit IPs as a Fingerprinting Vector

Mullvad is a VPN provider that offers multiple exit IPs, meaning users connecting to the same server usually receive different public IPs. Unlike some VPNs with many servers, Mullvad has 578 servers and avoids overloading any single IP. However, the exit IP assigned to a user is not random but is determined by their WireGuard key, which changes every 1 to 30 days.

Research revealed that the exit IPs are assigned based on a limited set of combinations, which could potentially identify users. A script tested this by changing pubkeys and tracking exit IPs, resulting in data from 3650 pubkeys. Although there are trillions of possible combinations, all tested pubkeys were assigned only one of 284 combinations.

This behavior suggests Mullvad uses a predictable method to select exit IPs based on a seed from a pubkey, leading to users sharing similar exit IPs. This can create privacy risks, as it may allow others to correlate users' identities based on shared IP ranges.

To protect privacy while using Mullvad, users are advised to limit server switching and regularly rotate their pubkeys.

Author: RGBCube | Score: 535

44.
HDD Firmware Hacking
(HDD Firmware Hacking)

Summary of HDD Firmware Hacking Part 1

The author, Ryan Miceli, shares his journey into modifying hard drive (HDD) firmware while working on an exploit for the Xbox 360 console. He aimed to exploit a race condition in the HDD's data reading process, which required a delay in response time.

  1. Initial Exploration: Miceli began by researching various HDDs and SSDs, focusing on those commonly used with Xbox 360. He gathered several drives, including models from Western Digital and Samsung.

  2. Research Challenges: He encountered difficulties finding useful information, as most online resources were outdated or not applicable to his specific models.

  3. Firmware Dumping: Miceli successfully obtained firmware dumps for some drives by using tools and community resources. He explored the structure and compression of these firmware images to prepare for analysis.

  4. Analysis Techniques: Using tools like IDA, he examined firmware code, aiming to identify the functions responsible for handling read requests.

  5. Debugging: Miceli utilized a JTAG connection for hardware-level debugging, allowing him to inspect the HDD's internal operations while sending commands from a PC.

  6. Modification Attempts: He focused on finding a way to introduce a delay in specific read commands by patching the firmware. This involved understanding complex low-level code and utilizing vendor-specific commands.

  7. Unexpected Results: After extensive testing, he found that the exploit worked even without modifying the firmware, leading to successful execution of his exploit without needing the planned changes.

  8. Future Plans: Miceli plans to continue exploring HDD firmware with the assistance of AI tools in a follow-up post and has shared his scripts on GitHub for others interested in similar research.

Overall, this endeavor deepened Miceli's understanding of embedded devices and highlighted the challenges and intricacies of HDD firmware analysis.

Author: jsploit | Score: 227

45.
The sigmoids won't save you
(The sigmoids won't save you)

The text discusses the concept that while all exponential growth trends eventually slow down and become sigmoid (s-shaped), this doesn't mean they will do so immediately. This idea is often used in discussions about AI development and its potential future capabilities.

Key points include:

  1. Exponential vs. Sigmoid Growth: Exponential growth can continue for a time but will eventually hit limits, leading to a slowdown (sigmoid shape). This is seen in epidemics and technological advancements, where growth initially accelerates but eventually tapers off.

  2. Misidentification of Trends: The text highlights examples where predictions about trends (like birth rates and solar power deployment) have underestimated how long exponential growth could last before reaching a plateau.

  3. Understanding Processes: To predict when a trend will change, it's important to understand the underlying processes driving it. For AI, while some aspects are known, many factors remain uncertain, making it difficult to forecast accurately.

  4. Lindy's Law: In situations of uncertainty, a useful assumption is that something will continue for about as long as it has already existed. For AI, since it has been improving rapidly since around 2017, one might naively expect this trend to continue for several more years.

  5. Skepticism of Predictions: If someone claims that AI capabilities won't reach a certain high level, they need to provide a solid explanation or model for their predictions, rather than treating AI as a black box.

In summary, while exponential trends do eventually slow down, they can remain exponential for longer than expected, especially in fields like AI, where uncertainties abound.

Author: Tomte | Score: 56

46.
Aperio Lang
(Aperio Lang)

Summary:

The text discusses a new programming language called Aperio, designed to improve how humans and large language models (LLMs) interact with code. Traditional programming languages focused on minimizing the gap between human thinking and machine execution, but in the era of LLMs, this gap often leads to increased costs in terms of processing time and complexity.

Aperio introduces a structural model called loci, which aligns closely with human reasoning about systems. For example, when thinking about a matchmaker service in a game, Aperio allows you to express that idea directly in code without unnecessary complications. This is achieved by using a simple structure that mirrors your mental model, reducing the need for LLMs to translate complex code into understandable concepts.

The language is still experimental, with ongoing development and a focus on how it can be applied beyond just programming—potentially organizing structures in various fields like biology and cognitive science. Users can test Aperio's effectiveness by applying it to their existing code and seeing how well it matches their understanding of the system.

Overall, Aperio aims to create a more intuitive coding experience by minimizing friction between human thought processes and machine code execution.

Author: mmcclure | Score: 27

47.
RISC-V Router
(RISC-V Router)

Summary

  • The project has a funding goal of $250,000, and it is currently active.
  • So far, $25,234 has been raised, which is 10% of the goal.
  • There are 91 contributors participating.
  • The goal resets regularly, but the specifics are not provided.
  • Contributors can choose different perks to contribute, starting from a specified minimum amount.
  • Some perks may have limited availability or may be sold out.
Author: janandonly | Score: 137

48.
Omnisearch – A lightweight metasearch engine written in C
(Omnisearch – A lightweight metasearch engine written in C)

Summary of OmniSearch Setup and Configuration:

OmniSearch is a lightweight metasearch engine developed in C. The developer requests that its code not be hosted on proprietary platforms like GitHub or SourceForge.

Installation Steps:

  1. Configuration:

    • Create a config.ini file for settings.
    • Edit the installed config file if OmniSearch is already installed.
  2. Dependencies:

    • Required libraries include libxml2 and libcurl. Install them based on your operating system using the commands provided for Arch Linux, Debian/Ubuntu, Fedora, openSUSE, Alpine, Void, NixOS, and macOS.
  3. First Setup:

    • Install necessary dependencies first.
    • Example installation commands:
      • Arch Linux: pacman -S libxml2 curl
      • Debian/Ubuntu: apt install build-essential libssl-dev libxml2-dev libcurl4-openssl-dev
      • macOS (Homebrew): brew install libxml2 curl openssl pkg-config
  4. Installing Beaker Library:

    • Clone and build Beaker:
      git clone https://git.bwaaa.monster/beaker
      cd beaker
      make
      make install
      
  5. Installing OmniSearch:

    • Clone and build OmniSearch:
      git clone https://git.bwaaa.monster/omnisearch
      cd omnisearch
      make
      make install-<init>
      
    • Replace <init> with your init system (e.g., systemd).
  6. Hosting Options:

    • Run behind a reverse proxy (like nginx) or deploy using Docker Compose.
  7. Customization and Contribution:

    • To customize, create a new branch, make changes, and periodically merge updates from the main repository.
    • Contributions can be submitted as patches via email.

This summary outlines the key steps and requirements to set up OmniSearch effectively.

Author: bitbasher | Score: 8

49.
What's in a GGUF, besides the weights – and what's still missing?
(What's in a GGUF, besides the weights – and what's still missing?)

Summary of GGUF and Its Features

GGUF is a single-file format used by llama.cpp for language models, making it more user-friendly compared to formats that require multiple files. It includes essential components like chat templates, special tokens, and sampler configurations.

Key Features:

  1. Chat Templates: These define how conversations are structured, using a programming language called Jinja2 to handle various conversational elements. Models may include different templates for different functionalities.

  2. Special Tokens: These are unique tokens that help manage the flow of conversation, such as indicating the start or end of sequences. Examples include <eos> for the end of a sequence and <|tool_call> for starting a tool call.

  3. Sampler Configuration: This determines how the model selects the next token based on probabilities. GGUF now allows for sampler settings to be included directly, simplifying the process.

Areas for Improvement:

  1. Tool Calling Formats: There is a lack of standardization among different model tool call formats. Including a grammar in GGUF files would help unify parsers across models.

  2. Think Tokens: Adding a think_token field would help separate generated thinking content from the main output.

  3. Projection Models: Currently, multimodal interactions require separate models. Bundling these into a single GGUF file would enhance usability.

  4. Feature Lists: There's no clear way to identify what features a model supports. Adding feature flags to GGUF files could help inference libraries provide better error handling.

The author expresses enthusiasm for GGUF's potential and its community-driven improvements, encouraging users to watch for future updates.

Author: bashbjorn | Score: 171

50.
UK government replaces Palantir software with internally-built refugee system
(UK government replaces Palantir software with internally-built refugee system)

The UK government has decided to end its partnership with Palantir, a data analytics company. This move comes as part of a broader effort to reduce reliance on private companies for public services. The decision reflects concerns over data privacy and the need for more transparency in how government data is handled. Overall, the government aims to strengthen its own capabilities instead of depending on external firms.

Author: cdrnsf | Score: 472

51.
Porting 3D Movie Maker to Linux
(Porting 3D Movie Maker to Linux)

The blog post discusses the successful porting of Microsoft 3D Movie Maker to Linux, resulting in a new version called 3DMMEx. The author worked on this project for 18 months, making it the first known version of 3D Movie Maker to run outside of Windows. The source code for the original application was released by Microsoft in 2022, which allowed the author to begin the porting process.

Key points include:

  • The author initially joined a project called 3DMMForever to modernize 3D Movie Maker but later forked it to create 3DMMEx when the project stalled.
  • Porting was challenging due to outdated code, reliance on Windows-specific APIs, and the presence of assembly language.
  • The author and a collaborator, Mark Cave-Ayland, worked together to solve these issues, focusing on making the application compatible with Linux.
  • They replaced Windows-specific code with SDL, a cross-platform library, and addressed audio playback challenges by integrating new audio handling modules.
  • The project has made significant progress, but some issues remain, such as mouse handling on Linux.

The author encourages readers to try 3DMMEx on GitHub, where Windows binaries are available, and mentions plans for future improvements and potential ports to other platforms.

Author: speckx | Score: 150

52.
RTX 5090 and M4 MacBook Air: Can It Game?
(RTX 5090 and M4 MacBook Air: Can It Game?)

The text discusses the feasibility of using a high-performance NVIDIA RTX 5090 graphics card with an M4 MacBook Air through a Thunderbolt eGPU setup. Here are the main points summarized:

  1. eGPU Setup: The RTX 5090 can be connected to the MacBook Air using a Thunderbolt dock, which allows the GPU to function similarly to a PCIe device.

  2. Driver Challenges: macOS lacks native NVIDIA or AMD drivers for Apple Silicon, creating hurdles for gaming and AI inference. A new open-source driver from tinygrad exists, but it is not optimal for performance.

  3. Linux VM Solution: Running Linux in a virtual machine (VM) on macOS can allow for better support of NVIDIA GPUs, but there are complexities in mapping PCI device memory and handling Direct Memory Access (DMA).

  4. Performance Issues: The setup experiences slowdowns due to the overhead of virtualization, especially when emulating x86 games on ARM architecture. The virtual DMA device and various patches are needed to improve compatibility and performance.

  5. Game Performance: Testing shows that while the eGPU can run games like Cyberpunk 2077 and Crysis, performance is significantly lower compared to a native PC setup with the same GPU. At resolutions like 720p and 1080p, the integrated GPU often outperforms the eGPU setup due to overhead.

  6. AI Inference Capability: The RTX 5090 excels in AI tasks, outperforming the Mac's internal GPUs significantly, making the eGPU setup more viable for AI applications.

  7. Conclusion: While it is technically possible to game on an M4 MacBook Air with an RTX 5090, performance lags behind that of a traditional PC setup due to various complexities and overheads in the virtualization and emulation processes. However, the setup is more effective for AI tasks.

Overall, the project demonstrates the challenges and potential of using high-end GPUs with Apple Silicon devices through creative technical solutions.

Author: allenleee | Score: 672

53.
OpenAI's KOSA Endorsement Is Regulatory Capture with a Smiley Face
(OpenAI's KOSA Endorsement Is Regulatory Capture with a Smiley Face)

No summary available.

Author: repelsteeltje | Score: 8

54.
OpenAI is connecting ChatGPT to bank accounts via Plaid
(OpenAI is connecting ChatGPT to bank accounts via Plaid)

Summary: ChatGPT Wants Access to Your Bank Account

OpenAI has announced that ChatGPT users can link their bank accounts through the financial platform Plaid. This feature allows ChatGPT to see your bank balances, transaction history, subscriptions, and debts. In exchange, users receive a spending dashboard and personalized financial advice. Currently, this option is available for Pro subscribers at $200 per month, with plans to extend it to other users later.

While ChatGPT cannot directly modify your accounts or see full account numbers, it can view a lot of sensitive financial information. Users can disconnect their accounts at any time, but even after disconnection, OpenAI retains the data for up to 30 days before deletion. There are concerns about what OpenAI does with this data, particularly regarding privacy and commercial use.

This move follows a previous feature where users could connect their health data to ChatGPT, raising similar privacy questions. OpenAI has not clearly addressed what protections are in place for users' financial and health data in the long term, especially as the company seeks to turn a profit from the valuable data it collects.

Author: steveharing1 | Score: 61

55.
Why physicists still use Fortran (2015)
(Why physicists still use Fortran (2015))

Fortran, a programming language created in 1954, is often viewed as outdated but remains crucial for large-scale simulations in fields like astrophysics and climate modeling. Despite being ranked lower than 29 other languages in general use, Fortran is still a leading choice in high-performance computing (HPC) alongside C++. The language has evolved, with modern versions (Fortran 90 and later) including features like 'coarrays' for parallel processing and improved array handling.

Many physicists continue to use Fortran due to a significant amount of existing legacy code, which allows them to save time and minimize coding efforts. Fortran's simpler syntax and array handling make it easier for physics students compared to C++, which involves more complex object-oriented programming. Fortran allows for intuitive array operations, better optimization by compilers, and fewer concerns about memory management.

While C++ can outperform Fortran in some benchmarks, especially related to speed, Fortran's ease of use and its established presence in scientific computing ensure its continued relevance. Recent trends show an increasing integration of Fortran with languages like Python, and ongoing development of Fortran standards aims to improve interoperability with other languages. In summary, Fortran remains a vital tool in scientific computing, with its unique strengths still appreciated in the field.

Author: downbad_ | Score: 4

56.
DeepSeek V4: The Open-Source Model Frontier Labs Feared
(DeepSeek V4: The Open-Source Model Frontier Labs Feared)

DeepSeek V4 is a new open-source AI model released under the MIT license that costs just $0.30 per million output tokens, making it significantly cheaper than other models like Claude Opus 4.7, which costs $25. The DeepSeek V4 model scored 80.6% on a coding benchmark, only slightly behind Claude Opus 4.6.

This model has a complex architecture with 1.6 trillion parameters but only uses a fraction of those for each token, making it efficient. It has high performance ratings in coding tasks, outperforming other models in certain benchmarks.

However, there are concerns about the transparency of DeepSeek's benchmarks and the implications of using a model developed in China, which may raise data governance issues. While the low cost makes it attractive, teams with sensitive data must consider the risks of using DeepSeek's hosted service.

Overall, DeepSeek V4 sets a new low price for high-quality AI coding models, which may force other companies like Anthropic and OpenAI to adjust their pricing or improve their offerings.

Author: HelloAi | Score: 31

57.
Bitwarden scrubs 'Always free' and 'Inclusion' values from its site
(Bitwarden scrubs 'Always free' and 'Inclusion' values from its site)

No summary available.

Author: gpi | Score: 171

58.
New arXiv policy: 1-year ban for hallucinated references
(New arXiv policy: 1-year ban for hallucinated references)

No summary available.

Author: gjuggler | Score: 595

59.
Solar-based sleep patterns compared to modern norms
(Solar-based sleep patterns compared to modern norms)

The text discusses how traditional Mediterranean societies did not follow the modern eight-hour sleep schedule. Instead, their sleep patterns were influenced by natural light and seasonal changes. In the summer, people would take a midday siesta, pausing work to rest and eat, then resume activities in the cooler afternoon. In winter, they would sleep early, wake at night to tend to chores, and then return to sleep.

In Greece, remnants of this lifestyle still exist with the cultural practice of the siesta, where businesses close for a few hours in the afternoon. The author argues that modern work schedules, driven by artificial lighting and strict hours, disrupt this natural way of living. They express a desire for the siesta tradition to continue, seeing it as a better balance with nature.

In summary, the text highlights the contrast between ancient sleep patterns and modern work schedules, advocating for the preservation of cultural practices like the siesta.

Author: James72689 | Score: 104

60.
OVMS: Open source electric vehicle remote monitoring, diagnosis and control
(OVMS: Open source electric vehicle remote monitoring, diagnosis and control)

Open Vehicles (OVMS) Summary

Open Vehicles offers a system to monitor electric vehicles (EVs) through a smartphone. Key features include:

  • Live Monitoring: Track important vehicle metrics like battery charge, temperatures, tire pressures, and any faults in real-time.

  • Alerts: Receive instant notifications about critical issues, such as charging problems or potential theft.

  • Control Features: Depending on your vehicle, you can manage charging, climate settings, and more, with advanced scripting options available.

  • User Interface: Access the system via a web app or mobile apps for Android and iOS, with integration options for home automation.

  • Open Source: Customize the system without regional limitations and maintain control over your data.

  • For Developers: OVMS supports advanced features for developers, including tools for working with CAN buses, OBD2, and data streaming.

Overall, OVMS provides comprehensive monitoring and control options for electric vehicle owners.

Author: BHSPitMonkey | Score: 89

61.
WinUI 3 Performance: A Leap Forward
(WinUI 3 Performance: A Leap Forward)

Microsoft is working to improve WinUI 3, aiming to enhance the performance of Windows applications. Key points from the recent announcement include:

  1. Performance Focus: The transition from WinUI 2 to WinUI 3 is expected to significantly enhance application performance, making them more responsive without requiring extensive coding changes.

  2. Metrics of Improvement:

    • File Explorer: Recent tests show a 41% reduction in memory allocations, 63% fewer transient allocations, and a 25% decrease in time spent in WinUI code during File Explorer startup.
  3. Future Updates: Performance enhancements will be rolled out soon in the main WinUI branch and included in WinAppSDK 2.x, though some changes may not be included due to complexity.

  4. Potential Breaking Changes: Some optimizations might require developers to adapt their applications, especially those relying on specific control templates or animations.

  5. Community Feedback: The community expressed mixed feelings, with some praising the improvements while others highlighted issues with performance and usability, particularly in applications like File Explorer and OneDrive.

  6. Development Challenges: Developers have noted difficulties with the development process in WinUI 3, especially when using C++ due to its complexity and interoperability issues.

  7. Call for More Updates: Users are eager for Microsoft to prioritize updates to key applications like File Explorer to improve overall system performance and user experience.

Overall, Microsoft is committed to making WinUI 3 a robust platform for building Windows applications, but it faces challenges in addressing community concerns and improving usability.

Author: whatever3 | Score: 115

62.
Fossils show millipede and centipede ancestors evolved legs underwater
(Fossils show millipede and centipede ancestors evolved legs underwater)

No summary available.

Author: gmays | Score: 95

63.
More than sixty percent of the United States is experiencing drought conditions
(More than sixty percent of the United States is experiencing drought conditions)

Over 60% of the United States is currently facing drought conditions, with more than 20% experiencing extreme drought. Climatologist Andrew Ellis from Virginia Tech explains that this drought is among the worst in decades due to its intensity and widespread impact.

The main cause of the drought is an unusual La Niña phenomenon, which has led to dry conditions across the southern U.S. This year's La Niña is atypical because it has also left the Pacific Northwest dry. Climate warming is worsening the situation by increasing water loss from soil.

The areas most affected include Colorado and the Southeast, particularly Georgia and Florida, where drought conditions are severe. States from New Jersey to Arkansas are also struggling due to a lack of moisture from the Gulf of Mexico. Meanwhile, the Ohio Valley has remained relatively wet.

Relief from the drought is challenging during the warmer months, with significant improvements typically coming from late summer or early fall tropical systems. Looking ahead, a potential historic El Niño could bring wetter conditions next fall and winter, contrasting with the current dry spell.

Author: littlexsparkee | Score: 238

64.
Needle: We Distilled Gemini Tool Calling into a 26M Model
(Needle: We Distilled Gemini Tool Calling into a 26M Model)

Henry from Cactus has announced the open-source release of Needle, a function-calling model with 26 million parameters. It is designed to run efficiently on consumer devices like smartphones, with a prefill speed of 6000 tokens per second and a decode speed of 1200 tokens per second.

Needle focuses on "tool calling," which involves retrieving and assembling information rather than complex reasoning, making large models unnecessary for this task. The model uses simple attention networks, avoiding multi-layer perceptrons (MLPs) entirely.

Training details include:

  • Pretraining on 200 billion tokens using 16 TPU v6e over 27 hours.
  • Post-training on 2 billion tokens of synthesized data in 45 minutes, covering various tool categories like navigation and messaging.

Users can test and fine-tune Needle on their own devices via GitHub. The model has shown better performance than some existing models in function calling but may not match their conversational capabilities. Cactus is also developing a mobile-friendly inference engine, and all resources are MIT licensed.

Author: HenryNdubuaku | Score: 743

65.
Saying Goodbye to one line of APL
(Saying Goodbye to one line of APL)

Kyle Croarkin reflects on his journey of developing a voxel game using Dyalog APL over the past seven months. He highlights the efficiency and elegance of a specific line of APL code that determines which faces of a 3D chunk are exposed for rendering. This line has been central to his game, allowing it to perform well with over 60 frames per second on his MacBook.

The code uses boolean arrays to represent solid blocks and their edges, checking visibility through various shifts and comparisons. Kyle notes that this technique was inspired by a famous Game of Life implementation, showcasing how concepts can evolve from existing ideas.

Despite its initial effectiveness, he discovered that the original code was inefficient, leading to unnecessary geometry being processed. After refining the code to ensure only necessary faces were rendered, he saw significant improvements in performance and memory usage.

Kyle expresses a sense of nostalgia for the original line of code, which marks his growth in understanding APL. He concludes that this experience emphasizes how one line of code can significantly impact a project and highlights the beauty of APL's concise notation.

Author: tosh | Score: 89

66.
Ontario auditors find doctors' AI note takers routinely blow basic facts
(Ontario auditors find doctors' AI note takers routinely blow basic facts)

A recent audit in Ontario found that AI note-taking systems used by healthcare providers often make critical errors. Out of 20 evaluated AI systems, 60% mixed up prescribed drugs and many fabricated information not mentioned by patients or doctors. Nine systems suggested treatment plans that were not discussed, and 12 systems included incorrect drug details. Additionally, 17 systems missed important mental health details from patient discussions.

The evaluation process was criticized for placing too much emphasis on vendors' local presence instead of the accuracy of their AI outputs. Only a small portion of the evaluation score was based on accuracy and bias controls, leading to concerns that flawed systems were being approved. Despite these findings, the Ontario Health Ministry stated that over 5,000 physicians are using the AI Scribe program without known patient harm.

Author: sohkamyung | Score: 284

67.
Access to frontier AI will soon be limited by economic and security constraints
(Access to frontier AI will soon be limited by economic and security constraints)

The article discusses the future access to advanced AI technologies, emphasizing that it will soon become limited due to economic and security factors. Currently, many believe that AI capabilities will be widely available, but recent developments suggest that only a select few companies will gain access to cutting-edge AI models, like Anthropic's Mythos, which is designed for cybersecurity.

Three main trends are identified as constraints on AI availability:

  1. Security Concerns: Developers are hesitant to release powerful AI models broadly due to risks of misuse and potential criminal activities. Governments may also restrict access to ensure national security, preferring to control who can use these technologies.

  2. Compute Resources: Providing access to advanced AI models requires significant computational power, which is costly and limited. As demand for these resources grows, it may become even harder for companies outside a select group to access them.

  3. Government Involvement: The U.S. government may impose restrictions on AI access to protect national interests, which could lead to unequal distribution of these technologies globally.

The article warns that if access to AI becomes restricted, it could create economic and geopolitical divides, with wealthier nations benefiting while others fall behind. To avoid this "cut-off" scenario, the author suggests building more data centers to increase access, improving cybersecurity globally, and forming agreements between countries for shared access to AI technologies. Overall, the piece calls for proactive measures to ensure equitable distribution of AI capabilities.

Author: thoughtpeddler | Score: 203

68.
The Emacsification of Software
(The Emacsification of Software)

Summary of "The Emacsification of Software" (12 May 2026)

The author discusses the need for a better Markdown viewer, as many current tools are either poor quality or disrupt their workflow. While there are some good terminal-based and graphical Markdown editors, they often fall short in usability. Frustrated by the lack of decent options, the author created a simple Markdown viewer called MDV.app using AI assistance, which significantly improved their user experience.

The piece reflects on how AI tools like Claude can enhance software development by allowing users to create personalized software easily, similar to the Emacs culture where users build custom tools for their needs. This "Emacsification" trend suggests that software is becoming more personal and tailored to individual preferences, rather than relying on generic applications.

The author believes that this shift makes software development more accessible and enjoyable, encouraging developers to create unique solutions for their specific problems. They encourage others to experiment with building their own tools and share their experiences, highlighting the potential for exciting advancements in software as a result of this cultural shift.

Author: rdslw | Score: 437

69.
How Claude Code works in large codebases
(How Claude Code works in large codebases)

This article outlines best practices for using Claude Code in large codebases, which can include complex systems with millions of lines of code and many developers. Key points include:

  1. Understanding Claude Code: Claude Code operates like a software engineer, navigating the codebase directly on developers' machines without needing a pre-built index, which helps it stay current with live changes.

  2. Importance of Setup: The effectiveness of Claude Code is heavily influenced by how well the codebase is organized. Well-structured context files (CLAUDE.md), hooks, skills, and plugins are essential for optimal performance.

  3. Key Components:

    • CLAUDE.md Files: These provide essential context about the codebase and should be kept concise.
    • Hooks: Scripts that automate tasks and improve Claude's performance.
    • Skills: Specialized capabilities that load on-demand, preventing unnecessary bloat during sessions.
    • Plugins: Bundles of skills and configurations that can be shared across the organization.
    • Language Server Protocol (LSP): Enhances code navigation by allowing Claude to understand code symbols.
    • MCP Servers: Connect Claude to internal tools and data sources.
  4. Configuration Patterns: Successful deployments often follow three patterns:

    • Making the codebase easy to navigate.
    • Keeping CLAUDE.md files organized and relevant.
    • Using LSP to improve search accuracy.
  5. Ongoing Maintenance: Regular reviews of configuration files and practices are necessary to adapt to evolving model capabilities.

  6. Adoption Strategy: Successful implementation involves not just technical configuration but also organizational support. Having a designated team or individual to manage Claude Code can enhance its adoption and effectiveness.

These practices aim to help organizations maximize the benefits of Claude Code, streamline development processes, and improve overall productivity in large-scale environments.

Author: shenli3514 | Score: 222

70.
DIY open-source ultrasound hardware on the rp2040/rp2350
(DIY open-source ultrasound hardware on the rp2040/rp2350)

Summary of the pic0rick Board

The pic0rick is the latest board in the un0rick family, designed to replace complex FPGA-based systems with a simpler RP2040/RP2350 microcontroller. This change offers similar ultrasound performance at a lower cost and with less complexity, requiring no specialized hardware knowledge.

Key Features:

  • Microcontroller: RP2040 (dual-core, 133 MHz) with support for RP2350.
  • ADC: 60 million samples per second (Msps) with 10-bit resolution.
  • TGC Amplifier: AD8331, adjustable gain from 7.5 dB to 55.5 dB.
  • Pulse Generation: Three-level pulses produced by specific components, with up to ±25 V voltage from a high-voltage board.
  • Data Interface: Connects via USB for easy access to a computer.

System Architecture: The pic0rick consists of three modular boards:

  1. Main Board: Contains the microcontroller and ADC, handles gain control and input protection.
  2. Pulser Board: Generates transmit pulses.
  3. HV Board: Provides the necessary high voltage for pulse generation.

Ease of Use: The pic0rick uses Programmable Input/Output (PIO) for precise timing, allowing users to program it using C/C++ in an Arduino-like environment, rather than complex FPGA programming.

Expansion Options: The board supports additional PMOD connectors for various functions like real-time VGA output, multiplexer boards for multiple transducers, and custom extensions.

Comparison with Older Boards: The pic0rick is more accessible for new projects compared to older models (un0rick, lit3rick) which relied on FPGA technology and were more complex to program and set up.

Availability: The pic0rick is available for purchase as an assembled unit or as DIY kits with all necessary design files provided openly.

Licensing: The hardware is open source and licensed under TAPR Open Hardware License, while the software is available under the GNU General Public License.

For more information, users can refer to the project’s documentation and reach out for support if needed.

Author: kelu124 | Score: 91

71.
Rewrite Bun in Rust has been merged
(Rewrite Bun in Rust has been merged)

The text discusses a pull request (PR #30412) titled "Rewrite Bun in Rust," which was merged by Jarred Sumner. Here are the key points:

  • The PR merges 6,755 commits into the main branch of the "bun" repository.
  • It aims to improve the Bun project by rewriting it in Rust, addressing memory bugs, and reducing binary size by 3 to 8 MB.
  • The updated code passes all existing tests and does not alter the overall architecture or data structures.
  • Users can try the new version by running bun upgrade --canary.
  • Further optimizations and cleanups are planned in subsequent updates.

Overall, the rewrite enhances performance and reliability while maintaining the essence of the original codebase.

Author: Chaoses | Score: 678

72.
Drone Mishap with XM183 MiniBlast Redacted
(Drone Mishap with XM183 MiniBlast Redacted)

The text refers to a drone incident involving the XM183 MiniBlast, but specific details have been redacted. The document seems to include various sections such as files, text, pages, notes, and search results. However, the actual content and context of the mishap are not provided in the summary.

Author: rolph | Score: 10

73.
60fps Video on a CGA? – The GlyphBlaster
(60fps Video on a CGA? – The GlyphBlaster)

The GlyphBlaster is a retro computing project that creatively modifies an IBM CGA card using a Raspberry Pi Pico to enhance its text mode display. Originally inspired by past projects, the creator aimed to replace the standard font ROM with a custom one and eventually stream video wirelessly.

Key points include:

  • The project utilizes the Pico's programmability and its PIO (Programmable Input/Output) capabilities to read from the CGA's font ROM and display graphics.
  • The GlyphBlaster allows the display of custom graphics over the standard text mode, enabling effects like showing a bouncing DVD logo and a cat sprite that follows the cursor.
  • The creator faced challenges in creating a video streaming protocol, ultimately using UDP packets to send 1bpp video data over Wi-Fi.
  • To ensure the system remains functional, they implemented a ROM passthrough feature that allows the GlyphBlaster to work alongside the existing font ROM.
  • The project has grown from a simple hack into a potentially valuable retro computing add-on, with plans for future developments.

Overall, the GlyphBlaster showcases innovative retro hardware hacking by merging modern technology with classic computer systems.

Author: tambourine_man | Score: 90

74.
A Claude Code and Codex Skill for Deliberate Skill Development
(A Claude Code and Codex Skill for Deliberate Skill Development)

Summary of Learning Opportunities with Claude Code and Codex

The "Learning Opportunities" skill aims to enhance your coding expertise through structured learning exercises while you work on projects. It offers brief, science-based exercises (10-15 minutes) after significant coding tasks, like creating new files or making architectural changes.

Key Features:

  • Dynamic Textbook Approach: Integrates learning exercises into your coding workflow.
  • Evidence-Based Techniques: Uses methods like prediction, retrieval practice, and spaced repetition to reinforce learning.
  • Optional Post-Commit Prompts: Claude can automatically suggest exercises after each git commit for users on Linux and macOS.
  • Repo Orientation: Helps you navigate new codebases with tailored lessons based on best practices.

Why Use It: This skill counters potential learning pitfalls associated with AI coding tools, such as relying too heavily on generated code and neglecting active learning. It encourages reflection and self-assessment, promoting a deeper understanding of your work.

How It Works: After completing a significant task, Claude prompts you with a learning opportunity. You can choose to engage in an interactive exercise designed to foster critical thinking and reflection.

Customization Options: You can tailor the skill to better fit your knowledge level, project specifics, and learning goals.

Background: Developed from learning science and feedback from software professionals, this skill supports a culture of continuous learning, which is crucial as AI tools become more prevalent in coding.

For installation, you can easily add the skill as a plugin in either Claude Code or Codex platforms.

Author: cdrnsf | Score: 240

75.
Linux gaming is faster because Windows APIs are becoming Linux kernel features
(Linux gaming is faster because Windows APIs are becoming Linux kernel features)

Linux gaming is improving significantly as it now accounts for over five percent of Steam's users, a milestone driven by the popularity of devices like the Steam Deck and the end of support for Windows 10. Historically, Linux gaming relied on software like Wine and its optimized version, Proton, to run Windows games. However, recent advancements are occurring directly within the Linux kernel itself.

One key development is NTSYNC, a new driver that integrates Windows-like coordination mechanisms into the Linux kernel, allowing it to handle gaming tasks more efficiently without needing to emulate Windows features. This change enhances performance and stability for Linux gamers by reducing potential issues associated with older workarounds.

Overall, the collaboration between companies like Valve and CodeWeavers, along with contributions from the community, is paving the way for Linux to become a more viable gaming platform. As the user base grows, so does the motivation to continue improving Linux gaming capabilities.

Author: haunter | Score: 963

76.
UCF Commencement Speaker Draws Boos After A.I. Remarks
(UCF Commencement Speaker Draws Boos After A.I. Remarks)

No summary available.

Author: reaperducer | Score: 9

77.
The Power of a Free Popsicle (2018)
(The Power of a Free Popsicle (2018))

In Los Angeles, the top-rated hotels according to Tripadvisor are the Beverly Hills Hotel, Hotel Bel-Air, and the Peninsula Beverly Hills, with rates around $700 per night considered a good value. The Magic Castle Hotel, priced at $199, ranks fourth but does not receive the same recognition for value. This hotel, a converted apartment complex, stands out because it creates memorable experiences, known as "defining moments," as explained by Chip Heath and Dan Heath in their book, The Power of Moments.

One key feature at the Magic Castle Hotel is the "Popsicle Hotline," where guests can request ice pops delivered on a silver platter, creating a unique and enjoyable experience. The Heath brothers identify four types of defining moments: elevation (special experiences), insight (new understandings), pride (celebrating achievements), and connection (strengthening relationships).

Heath emphasizes that many organizations overlook these defining moments, especially during key transitions like a new employee's first day. They suggest businesses focus on creating memorable moments during transitions, peaks, and even "pits" (negative experiences) to improve customer and employee experiences.

To stand out, companies don’t need to improve every aspect of their service but should focus on creating a few memorable experiences. Heath compares this strategy to the Magic Castle Hotel, which prioritizes unique, standout moments over overall perfection.

Author: NaOH | Score: 100

78.
The Biochemical Beauty of Retatrutide: How GLP-1s Work
(The Biochemical Beauty of Retatrutide: How GLP-1s Work)

Summary of "The Biochemical Beauty of Retatrutide: How GLP-1s Actually Work"

The balance of calories in versus calories out is crucial for weight management, but the body reacts to changes in diet and exercise, often leading to hunger or fatigue. GLP-1 agonists, a new class of drugs, help manage these responses by signaling to the body that it has eaten, but can also cause fatigue. Retatrutide, a new GLP-1 drug, may overcome some of these issues.

Energy Metabolism Basics:

  • Mitochondria convert nutrients (sugar, protein, fat) into ATP, the energy currency of cells.
  • Sugar provides quick energy but can lead to fat storage if not used immediately.
  • Fat is stored energy that is efficient but breaks down slowly.
  • Glycogen, a form of stored sugar, is quickly accessible for energy but requires water for storage.

Hormonal Regulation:

  • Insulin helps lower blood sugar by promoting sugar uptake in cells.
  • Glucagon raises blood sugar by encouraging glycogen breakdown.
  • GLP-1 signals to the brain that food has been consumed, reducing appetite and regulating sugar levels, while GIP enhances insulin sensitivity.

GLP-1 Medications:

  • Semaglutide activates one receptor (GLP1R), reducing fatigue but can cause tiredness.
  • Tirzepatide activates both GLP1R and GIPR, providing benefits that are not fully understood.
  • Retatrutide activates GLP1R, GIPR, and glucagon receptors, potentially improving energy use without the fatigue typically associated with other GLP-1s.

Drug Development:

  • These drugs are modified to remain in the body longer, mimicking continuous hormone release without the need for constant IV infusion.

Side Effects:

  • Common side effects include digestive issues and injection site reactions. Fatigue is also reported but may be linked to calorie deficits.
  • Concerns exist about potential thyroid tumors from GLP-1s and drug interactions, especially with medications that affect blood sugar.

Conclusion: The approach of using GLP-1s for weight management is innovative and effective, though it raises questions about long-term reliance on such drugs. The mechanisms behind these medications are complex yet intriguing.

Author: surprisetalk | Score: 68

79.
Rich Guy Quote Journalism
(Rich Guy Quote Journalism)

The article discusses how the media often treats the opinions of wealthy individuals as newsworthy, exemplified by a recent New York Times article about Steven Roth, CEO of Vornado Realty Trust, who compared the phrase "tax the rich" to hate speech. The author questions why such remarks are considered news at all, arguing that this trend reflects a broader media practice of giving undue attention to the views of the rich, regardless of their relevance or expertise.

This "rich guy journalism" leads to stories that amplify the opinions of wealthy individuals, often without critical examination. For example, during Zohran Mamdani's mayoral campaign, rich New Yorkers claimed they would leave the city if he won, a threat that turned out to be unfounded. The media also often quotes organizations that represent wealthy interests while presenting them as speaking for the broader business community, even when those views do not reflect the opinions of the majority of workers.

The author notes that while there was once a belief that wealthy individuals had special knowledge, this is no longer a valid assumption given the accessibility of their thoughts through social media. The media's focus on the rich contributes to a political landscape that often prioritizes their preferences over those of the general public, as supported by research indicating that the views of the wealthy tend to shape policy decisions more than those of lower-income groups. The article encourages readers to critically assess whether they are consuming genuine news or merely the opinions of affluent individuals.

Author: Tomte | Score: 3

80.
From PDFs to AI-ready structured data: a deep dive (2024)
(From PDFs to AI-ready structured data: a deep dive (2024))

The blog post discusses new methods for processing PDFs into structured data, which can enhance document understanding and information extraction in various industries. PDFs are widely used, but their complex formats make them challenging to work with. The author emphasizes the importance of extracting data from PDFs early, as treating PDFs as the primary source complicates machine learning tasks.

Key points include:

  1. Modular Workflow: A new workflow is introduced for converting PDFs to structured data using tools like spaCy and Docling, allowing for easier information extraction.

  2. Vision Language Models (VLMs): Advances in VLMs enable easier handling of PDFs for tasks like question answering and data extraction, but the author warns against relying solely on PDFs as data sources.

  3. Data Structure: The author stresses the need for a reliable "source of truth" in data processing, suggesting that data should be treated uniformly, regardless of its original format.

  4. Annotation Tools: Tools like Prodigy are highlighted for their ability to streamline the annotation process and create structured data from unstructured inputs, including PDFs.

  5. Table Processing: The article touches on the challenges of extracting and interpreting tabular data from documents, suggesting that proper representation is crucial for effective information extraction.

  6. Future Research: The author outlines areas for future exploration, including improving the efficiency of data collection and the integration of layout features in models.

Overall, the post encourages the use of structured workflows for extracting and processing information from PDFs, while also inviting collaboration and sharing of use cases from readers.

Author: Tomte | Score: 3

81.
Leaving the Physical World
(Leaving the Physical World)

In his talk for the Conference on HyperNetworking in Oita, Japan, John Perry Barlow reflects on his life as a rancher in the American West and how it contrasts with the digital age. He describes his upbringing in a physically demanding environment, where community and shared struggles against nature were vital. Barlow expresses nostalgia for the tangible, physical world and critiques the shift to a knowledge-based economy that values abstract information over tangible goods.

He highlights the rise of technology and the Internet, which he views as a new frontier similar to the Old West, filled with opportunities and challenges. Initially skeptical of digital culture, he recognizes its potential to foster community and creativity, although he also warns of its pitfalls, such as a lack of privacy and the risk of misunderstandings in a predominantly virtual environment.

Barlow discusses the formation of the Electronic Frontier Foundation, aiming to create a civil and open digital space, while advocating for freedom of expression online. He acknowledges the complexities of transitioning to this new world and emphasizes that, despite his concerns, there are possibilities for growth and connection in Cyberspace. Ultimately, he encourages embracing this change and finding joy in the journey into the digital future.

Author: andsoitis | Score: 215

82.
Plato's Cave and the Rise of the Highly Educated Radical
(Plato's Cave and the Rise of the Highly Educated Radical)

The article discusses a troubling trend where highly educated individuals, like a recent case involving a computer science graduate who attempted to assassinate government officials, resort to violence based on their beliefs. Jacob Howland highlights that education has often led to a distorted view of truth and identity, reducing complex individuals to mere abstract categories. This has resulted in some educated people feeling justified in committing violent acts, raising concerns about the state of society and the erosion of shared values. The piece questions why so many educated individuals are willing to engage in violence, suggesting a deep-seated issue within the education system and societal beliefs.

Author: rolph | Score: 9

83.
Int a = 5; a = a++ + ++a; a =? (2011)
(Int a = 5; a = a++ + ++a; a =? (2011))

The text discusses a programming scenario involving the variable a in C/C++ and how it behaves with undefined behavior (UB) due to increment operations.

Key points include:

  1. Undefined Behavior (UB): The expression a = a++ + ++a can yield different results (11, 12, or 13) because the order of operations is not defined in the C/C++ standards.

  2. Two Types of UB:

    • First UB: Uncertainty about which version of a (the original or the incremented one) is used first. This can lead to results of either 11 or 12.
    • Second UB: How the post-increment (a++) behaves can also affect the outcome, potentially leading to results of 12 or 13.
  3. Experimental Results: Various compilers produce different results when running similar code, highlighting the inconsistency across different environments.

  4. Conclusion: The discussion emphasizes the unpredictability of UB and suggests that while there are common outcomes, the behavior can vary significantly based on the compiler and its settings.

The author encourages readers to experiment with their own compilers and share results, reflecting on how UB can be interesting from both a programming and security perspective.

Author: e-topy | Score: 131

84.
GridTravel – A community based travel app for users to share routes
(GridTravel – A community based travel app for users to share routes)

The founders of GridTravel, a free iOS app for planning and sharing travel routes with GPS navigation, have just launched their app. The three 21-year-old co-founders created GridTravel to solve their frustrations with navigating new cities.

GridTravel allows users to follow and create user-generated routes based on actual paths walked by others. Users can also keep routes private and collaborate with friends. Currently, the app uses Mapbox for navigation and maps, and it is only available on iOS, with plans for an Android version in the future.

The founders aim to overcome the initial challenge of attracting users by manually adding routes in targeted cities, creating short videos on social media, and partnering with micro-influencers to promote the app.

They are seeking feedback, especially from those who have launched similar user-generated content products, to learn how to effectively grow their user base. You can check out their app here.

Author: knuaym9 | Score: 50

85.
Safari and Firefox change how big sites render based on the domain
(Safari and Firefox change how big sites render based on the domain)

Summary: Browsers Treat Big Sites Differently

Some web browsers, like Safari and Firefox, modify how they display large websites (like TikTok, Netflix, and Instagram) based on the site's domain. This means they have built-in code that changes how these sites are rendered to improve user experience. For example, Firefox has a feature called "about:compat" that allows users to see and toggle fixes for specific websites. Similarly, Safari's WebKit engine has a file called "Quirks.cpp" that contains adjustments for certain sites, ensuring they function properly.

In contrast, Chrome does not have a similar quirks file because it dominates the browser market. Websites are primarily built to work with Chrome, so when issues arise in other browsers, those browsers often create workarounds. This creates a cycle where developers design for Chrome first, leading to a lack of concern for how sites perform in Safari or Firefox.

This situation leads to fundamental differences in how browsers handle certain features, like video playback or touch interactions, based on the website being accessed. While other browsers are forced to adapt through quirks, Chrome's version of web standards becomes the default for developers.

Browser vendors sometimes attempt to reach out to websites to fix issues, but due to various reasons, including the economics of user experience, they often prefer to implement quick fixes themselves. This means that many sites may be benefiting from invisible tweaks that developers are unaware of.

To ensure better compatibility, developers are encouraged to test their websites in multiple browsers regularly. The reliance on Chrome as the standard has created a new set of quirks that are now managed by other browsers, reminiscent of issues faced during the Internet Explorer era.

Author: cdrnsf | Score: 63

86.
UK sovereign LLM inference
(UK sovereign LLM inference)

The text indicates that there is a change in the web address structure. It shows that users will be redirected from the general documentation page (/docs) to a specific introduction page for getting started (/docs/getting-started/introduction).

Author: benjamintnorris | Score: 103

87.
Coldkey – Post-quantum age key generation and paper backup tool
(Coldkey – Post-quantum age key generation and paper backup tool)

Summary of Coldkey

Coldkey is a tool designed to securely generate and backup encryption keys, preventing total loss if your primary key is lost. It creates post-quantum age keys and generates printable HTML backups with QR codes. This allows you to store your keys physically, ensuring they remain safe even if digital copies are lost.

Key Features:

  • Installation: Can be installed via Homebrew or Go.
  • Key Generation: You can generate a new key and create a backup with simple commands.
  • Backup: Creates a printable HTML backup that includes raw key text, QR codes, and recovery instructions.
  • Security Measures: Coldkey employs various security practices, such as preventing keys from being swapped to disk and using Docker for a hardened environment during key generation.
  • QR Code Support: If the key file is too large, it splits the data across multiple QR codes for easy scanning and recovery.

Recovery Process:

  1. Scan the QR code or manually input the key text.
  2. Save the key to a specified location.
  3. Verify the saved key using a checksum.

Limitations:

  • Coldkey's memory management has limitations due to Go's garbage collection, which may leave traces of key material in memory.
  • Very dense QR codes may be difficult to scan.

License: Coldkey is licensed under MIT.

Author: pike00 | Score: 23

88.
Amazonbot is finally respecting robots.txt
(Amazonbot is finally respecting robots.txt)

The text is a message indicating that a security check is happening to confirm that the user is not a bot. It mentions that the website is protected by a system called Anubis and includes information about its version. The design was created in Canada.

Author: xena | Score: 166

89.
Iran's Internet Shutdown Enters Its 77th Day
(Iran's Internet Shutdown Enters Its 77th Day)

Iran has been experiencing a severe internet blackout for 77 days, totaling over 1824 hours. This situation is causing significant mental health issues for the public, who are largely disconnected from online communication and their usual interactions with the world.

Author: alephnerd | Score: 12

90.
Claude for Small Business
(Claude for Small Business)

Summary of Claude for Small Business Announcement

On May 13, 2026, a new tool called Claude for Small Business was introduced to help small business owners leverage AI more effectively in their daily tasks. Small businesses contribute significantly to the U.S. economy but often lack the resources to adopt advanced technologies like AI.

Claude for Small Business integrates with popular tools such as QuickBooks, PayPal, HubSpot, Canva, and Google Workspace, allowing users to automate tasks like payroll planning, invoicing, and marketing. Users can activate Claude within their existing software, and it performs tasks that owners can review and approve before completion.

The tool includes 15 automated workflows designed to tackle common challenges faced by small business owners. It aims to save time and reduce errors in financial management, marketing campaigns, and customer service.

To support small businesses in using AI effectively, Claude for Small Business offers a free online course on AI fluency, taught by experienced business owners. Additionally, a tour will provide live training and workshops in various cities.

Anthropic, the company behind Claude, is also partnering with nonprofits and financial institutions to ensure AI benefits reach small businesses and entrepreneurs. This initiative emphasizes making AI accessible and useful for all, especially those who have been underserved by technology.

For more information and to access the AI fluency course, interested individuals can visit the Claude for Small Business website.

Author: neilfrndes | Score: 530

91.
QEMUtiny - QEMU escape vulnerability if cxl is used
(QEMUtiny - QEMU escape vulnerability if cxl is used)

Summary of QEMUtiny Vulnerability

QEMUtiny is a memory corruption vulnerability found in QEMU's CXL Type-3 device emulation. It was reported on May 11, 2026, and confirmed in specific QEMU versions. The vulnerability was discovered by Aaron Esau from the V12 security team using their tool, V12.

Key Issues:

  1. Out-of-Bounds (OOB) Read: A bug in the GET_LOG function allows reading memory outside the intended range.
  2. Out-of-Bounds Write: A bug in the SET_FEATURE function allows writing beyond the allocated structure size.

The exploit, called "QEMUtiny," uses these vulnerabilities to manipulate QEMU's memory and can be executed on various QEMU versions. It requires root access in the guest system to run successfully.

Exploit Process:

  • The guest system enables PCI memory for the CXL device and sends commands directly.
  • The OOB read leaks important memory addresses, which can then be exploited to execute arbitrary commands.

Affected Versions:

  • The vulnerabilities were introduced in QEMU versions 7.1.0 and 11.0.0.

Credit: The vulnerability was discovered by Aaron Esau and the exploit was prepared by another team member.

For those interested in identifying similar issues in their own code, the V12 tool is available at v12.sh.

Author: Tiberium | Score: 6

92.
AI is making me dumb
(AI is making me dumb)

The author expresses frustration about how using AI for writing and coding is negatively impacting their skills. They feel that relying on AI diminishes their ability to write and code effectively, leading to self-doubt and a loss of confidence in their abilities. Although they acknowledge that AI won't eliminate the need for software developers entirely, they worry about their declining programming skills since they've stopped coding manually. The author hopes for a balance where AI can help meet the demand for developers, but they are determined to work on their skills independently. They also note their struggle with self-doubt, which makes them want to seek AI validation for their writing.

Author: Eighth | Score: 524

93.
UFerris a Versatile Learner Board for Rust Embedded Beginners
(UFerris a Versatile Learner Board for Rust Embedded Beginners)

uFerris: A Beginner-Friendly Board for Embedded Rust

Overview:

  • The uFerris board is designed for learning embedded Rust programming without hardware complications. It supports multiple microcontrollers (MCUs) and integrates easily with various peripherals.

Key Features:

  • Versatile Compatibility: Works with different MCUs like ESP32, RP2040, and more through a common header.
  • Built-in Peripherals: Includes essential components like GPIO, timers, and communication interfaces, eliminating the need for additional breadboards.
  • Learning Resources: Accompanies the "Simplified Embedded Rust" series for hands-on learning with tailored examples and projects.
  • Open Source: All designs and software are publicly available for modification and learning.

Product Details:

  1. Megalops Baseboard - $24.99

    • Main learner board with standard peripherals.
    • Allows users to plug in a Seeed XIAO module for MCU selection.
  2. Megalops Power Extension Board - $14.99

    • Provides a battery holder, current measurement, and microSD slot for data logging.

Specifications:

  • Operating Voltage: 3.3 V via USB-C or Power Extension.
  • Onboard components include LEDs, buttons, a buzzer, and more.

Availability:

  • In stock and ships worldwide. Bundle both boards with the learning series for a 20% discount.

Open Source Certification:

  • Certified by the Open Source Hardware Association, ensuring transparency and community engagement.

Contact and Subscribe:

  • For reviews or questions, contact via email. A newsletter is available for updates on embedded Rust.

This summary highlights the main aspects of the uFerris board, focusing on its purpose, features, and availability for beginners in embedded Rust programming.

Author: stmw | Score: 21

94.
The conflation of money and things
(The conflation of money and things)

The text discusses the dual nature of buildings and their connection to both physical and monetary worlds. On one hand, buildings can be physically described by their materials and structure, but on the other, they have invisible qualities tied to ownership and monetary value. These qualities shape how we interact with buildings and guide economic activities, even though they cannot be observed physically.

The author highlights that the construction and maintenance of buildings involve many people working together, often without knowing each other, coordinated through financial systems. Money acts as a shorthand to describe the value and ownership of buildings, affecting daily life and economic decisions.

There are two main perspectives in economics regarding the relationship between the monetary world and the physical world: one suggests that money is just a convenient way to describe physical reality, while the other argues that money facilitates cooperation and coordination in the economy.

The text also touches on the confusion between money and the physical objects it represents, emphasizing the need to separate these concepts in economic discussions. It stresses the importance of understanding both the monetary and material aspects of the economy to grasp how they influence each other and our lives.

Overall, the text invites readers to critically examine the role of money and its relationship with the physical world, encouraging a deeper understanding of economic dynamics.

Author: bookofjoe | Score: 73

95.
Find the best local LLM for your hardware, ranked by benchmarks
(Find the best local LLM for your hardware, ranked by benchmarks)

Summary of WhichLLM

WhichLLM is a tool designed to help users find the best local language models (LLMs) that can run on their hardware. It automatically detects your system's GPU, CPU, and RAM, then ranks the top models from HuggingFace based on performance and compatibility.

Key Features:

  • Auto-Detection: Identifies your hardware to recommend suitable models.
  • Evidence-Based Ranking: Models are ranked not just by size but by real performance benchmarks.
  • Live Data: Pulls the latest model information and benchmarks directly from HuggingFace.
  • One-Command Usage: Lets you run models and chat with them easily, without manual setup.
  • Flexible Output: Provides results in JSON format for easy integration and use in scripts.

Performance Highlights: For example, on an RTX 4090 GPU, the top recommended model is Qwen3.6-27B, which performs well in benchmarks.

Installation Options:

  • Can be installed via various package managers like Homebrew and pip.

Usage Examples:

  • To find the best model for your GPU: whichllm --gpu "RTX 4090"
  • To run a model directly: whichllm run "qwen 2.5 1.5b gguf"

Scoring System: Models are scored from 0-100 based on benchmark quality, size, speed, and other factors, ensuring users get the best fit for their needs.

Overall, WhichLLM simplifies the process of selecting and running language models tailored to your hardware capabilities.

Author: andyyyy64 | Score: 273

96.
Computer Hobby Movement in Canada
(Computer Hobby Movement in Canada)

Summary of the Computer Hobby Movement in Canada

In the mid-1970s, computers were rare in Canadian homes, but by the mid-1980s, personal computing had exploded in popularity. The Computer Hobby Movement was a key factor in this transformation, particularly through the activities of groups like the Toronto Region Association of Computer Enthusiasts (TRACE), which was established in 1976.

TRACE played an important role in the early days of personal computing in Canada, documenting the experiences and challenges of hobbyists who built and experimented with computers. The movement was influenced by a long tradition of radio and electronics hobbies and was initially sparked by the introduction of microprocessors in the early 1970s. Hobbyists began buying and building low-cost microcomputers from kits, leading to a surge in interest in personal computing.

TRACE members were primarily computer professionals, but the club attracted a diverse group of enthusiasts. They shared knowledge and resources, and worked on various projects, including building computers and experimenting with programming languages like APL. The club grew quickly, reaching over 100 members by the end of 1976.

As the market for home computers expanded in the early 1980s, the dynamics of computer hobbyism began to change. Many hobbyists started to prefer purchasing fully assembled computers rather than building their own, leading to a decline in membership for clubs like TRACE. Despite challenges, TRACE successfully reorganized and continued to promote interest in computing through events and a well-regarded newsletter.

By the mid-1980s, the rapid advancements in technology and the emergence of commercial computer clubs began to overshadow the original hobbyist movement. TRACE and similar organizations saw a significant drop in participation, ultimately leading to their decline.

In conclusion, the Computer Hobby Movement in Canada laid the groundwork for the widespread acceptance of personal computing, fostering a culture of innovation and community that influenced future generations of computer enthusiasts. The legacy of this movement can still be seen today in the vibrant digital culture that has evolved from those early days of hobby computing.

Author: rbanffy | Score: 203

97.
Running the second public ODoH relay
(Running the second public ODoH relay)

All privacy-focused DNS services require users to create an account, including NextDNS, Cloudflare for Families, and Apple's iCloud Private Relay (which is paid and only for iOS). However, ODoH is a protocol that doesn't need an account, but it only had one main public relay operator. I created a second relay and developed a client to connect to it.

Author: rdme | Score: 119

98.
Build a Radio Wave Detector with Balls of Aluminum Foil
(Build a Radio Wave Detector with Balls of Aluminum Foil)

You can easily create a radio wave detector at home using basic materials, allowing you to explore wireless communication. Radio waves, a type of electromagnetic radiation, are used in many everyday technologies like car radios, GPS, and Wi-Fi. They are safe for humans since they are low-energy waves.

To make a simple radio transmitter, you can use a grill lighter. When you activate it, a piezoelectric crystal generates a voltage that creates an electric field, leading to an "electron avalanche." This process produces radio waves.

For a radio receiver, you can build a circuit with aluminum foil balls, a battery, and an LED. The aluminum balls help detect the radio waves, as they create a better connection when the waves hit them, allowing the LED to light up.

This setup mimics early radio technology, which was initially used for Morse code communication. While it’s a fun experiment, it can only transmit on one channel, limiting its practical use in modern communication.

Author: Brajeshwar | Score: 5

99.
Casimir force co-opted to generate free energy, midichlorians not included
(Casimir force co-opted to generate free energy, midichlorians not included)

A company named Casimir Inc. has announced it is working on a device to generate free energy using a phenomenon called the Casimir force. This force occurs in a vacuum filled with virtual particles, creating pressure when there’s an imbalance of these particles between two closely spaced plates.

Casimir Inc. aims to set up a system where the plates are fixed and use pillars to allow electrons to tunnel from the plates to the pillars, supposedly creating a continuous flow of energy. However, the explanation on how this would work is unclear and relies on assumptions that are questionable.

While the company claims to have measured a voltage difference between the plates and pillars, the observed effect could be due to other factors, such as the properties of the materials used. The expectation is that even if there is some electron flow, it will not produce useful energy because of the limitations in the system.

In summary, while Casimir Inc. has received funding for its ambitious project, skepticism remains regarding the feasibility of extracting free energy as proposed.

Author: FrustratedMonky | Score: 8

100.
Scorched Earth 2000 – Web
(Scorched Earth 2000 – Web)

The SCORCH 2000 system is set up for use. Here are the key details:

  • Wind: 0 (no wind)
  • Ammo: 999 rounds available
  • Power: 300 (power level)
  • Angle: 30 degrees

You can fire the weapon or load a new round. This is the first round of one total round available.

Author: meshko | Score: 378
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