1.Show HN: VectorVFS, your filesystem as a vector database(Show HN: VectorVFS, your filesystem as a vector database)
Summary of VectorVFS
VectorVFS is a simple Python tool that turns your Linux filesystem into a vector database. It uses virtual file system (VFS) features to store vector embeddings directly with files, allowing for easy and efficient searching without needing a separate index.
Key Features:
- No Extra Indexing: Embeddings are saved as extended attributes with each file, so there's no need for external databases.
- Easy Search: You can search for files based on similarity of their embeddings.
- Flexible Models: You can use different embedding models, whether pre-trained or custom.
- Lightweight: It works with the built-in Linux VFS and doesn’t require additional services.
Current support includes Meta’s Perception Encoders for images and videos, with plans to add more models and data types in the future. The first use may be slower without a GPU, especially with many images.
2.Geometrically understanding calculus of inverse functions (2023)(Geometrically understanding calculus of inverse functions (2023))
Summary of Calculus of Inverse Functions: Inverse Function Theorem and Legendre Transformation
Key Concepts:
-
Inverse Function Theorem: This theorem relates the derivatives of a function and its inverse. If a function ( f ) is continuously differentiable and its derivative is non-zero at a point, then there exists an interval around that point where the inverse function ( f^{-1} ) is also continuously differentiable. The derivative of the inverse function can be calculated as: [ \frac{df^{-1}}{dx}(x) = \frac{1}{f'(f^{-1}(x))} ]
-
Geometric Interpretation: Instead of focusing on formulas, the theorem can be understood geometrically. The graph of a function and its inverse can be visualized as reflections across the line ( y = x ), which illustrates how slopes (derivatives) are inverted.
-
Legendre Transformation: This transformation relates to integrals of inverse functions. It provides a method to compute integrals by reflecting the plot of a function, similar to the geometric approach used in the inverse function theorem.
Key Relationships:
- For a strictly monotone function ( f ), the relationship between integrals can be expressed as: [ \int_{f(a)}^{f(b)} f^{-1}(y) , dy + \int_a^b f(x) , dx = b f(b) - a f(a) ]
- The Legendre transformation can be defined as: [ G(y) = y \cdot g(y) - F(g(y)) + C ]
Applications:
- The inverse function theorem and the Legendre transformation have important applications in mathematics and physics, particularly in understanding the behavior of functions and their integrals.
Conclusion: These concepts provide a deeper geometric understanding of calculus, moving beyond mere formulas to visualize relationships between functions, their inverses, and their derivatives or integrals. For further exploration, additional resources are available in the Oxford Invariants journal and on the topic of integrals of inverse functions.
3.The Death of Daydreaming: What we lose when phones take away boredom(The Death of Daydreaming: What we lose when phones take away boredom)
Summary of "The Death of Daydreaming" by Christine Rosen
Christine Rosen discusses how smartphones have replaced moments of boredom with constant stimulation, which has detrimental effects on our creativity and mental well-being. In the past, people used idle time for reflection and daydreaming, which contributed to personal growth and creativity. However, today, many use their phones to fill even the briefest gaps in their day, leading to decreased patience and an inability to handle boredom.
Rosen highlights that while technology provides convenience, it also diminishes our humanity by affecting our social interactions and emotional resilience. The loss of "interstitial time"—the small moments in between activities—has significant consequences for our mental health, creativity, and ability to anticipate future events.
She argues that boredom is not just an inconvenience; it serves a purpose in fostering creativity and self-awareness. To combat this, Rosen encourages reclaiming idle moments for daydreaming and reflection. Parents can help by allowing children to experience boredom and come up with their own activities instead of always providing distractions. Overall, embracing moments of stillness and boredom can lead to a more meaningful and creative life.
4.AWS Built a Security Tool. It Introduced a Security Risk(AWS Built a Security Tool. It Introduced a Security Risk)
In this blog post, the author discusses a security issue with AWS's Account Assessment tool, which was designed to help users audit cross-account access in AWS environments. However, the tool's deployment instructions unintentionally encouraged users to set it up in less secure accounts, creating risks for privilege escalation.
Key points include:
-
Misconfiguration Risk: The tool was often deployed in development accounts that had weaker security, allowing attackers to gain access to more sensitive accounts if they compromised the development account.
-
Flawed Guidance: AWS advised against deploying the tool in the management account but did not clarify the risks of deploying it in less secure accounts, leading to widespread insecure setups.
-
Discovery and Response: The issue was identified while investigating a customer’s AWS environment, which led to discussions with AWS Security. AWS acknowledged the problem and updated their documentation to recommend deploying the tool in a secure account.
-
Recommendations for Organizations: Affected organizations should check if they deployed the tool in an insecure manner and consider removing it if it was set up before January 28, 2025. They should also ensure that any future deployments are done in high-security accounts.
-
Ongoing Challenges: The post emphasizes the importance of understanding trust relationships in AWS environments, rather than just following instructions, to avoid potential security risks.
In summary, the blog highlights a significant security oversight in AWS's tool deployment guidance and offers recommendations for organizations to mitigate risks.
5.The vocal effects of Daft Punk(The vocal effects of Daft Punk)
Daft Punk uses various vocal effects in their music, including vocoders, talk boxes, and harmonisers. In a 2001 interview, they mentioned using different vocoder effects for each song, including models like the Roland SVC-350 and DigiTech Vocalist. However, there are many different models of DigiTech Vocalist, and the exact one they used remains unclear.
Here is a summary of the vocal effects used in their albums:
- Homework: Featured effects like pitch shifting from the Ensoniq DP/4+ and a talk box in "Around The World."
- Discovery: Used Auto-Tune in "One More Time" and DigiTech Vocalist for "Digital Love."
- Human After All: Primarily utilized DigiTech Talker vocoders.
- Random Access Memories: Employed a Sennheiser VSM201 for many songs, alongside other effects.
The three main categories of vocal effects include:
- Talk Boxes: Simple devices that let performers shape sound with their mouths.
- Vocoder: Combines two audio inputs (usually a voice and a synth) to create robotic sounds.
- Harmonisers: Alter pitch without needing two audio sources, often used for effects like those in "One More Time."
Daft Punk's use of these effects is complex, with many different devices and models involved. The exact equipment used for specific tracks can be difficult to pinpoint due to the variety of hardware and the similar sounds they produce.
6.A Tektronix TDS 684B Oscilloscope Uses CCD Analog Memory(A Tektronix TDS 684B Oscilloscope Uses CCD Analog Memory)
Summary of Tektronix TDS 684B Oscilloscope Overview
The Tektronix TDS 684B oscilloscope, acquired at a low price, features four channels, a bandwidth of 1 GHz, and a sample rate of 5 Gsamples per second (Gsps), which remain competitive even today. Despite some limitations, such as a maximum of 15,000 samples per channel, its high specifications have sparked curiosity about its design and functionality.
Key Features:
- Part of the TDS600 series, launched in the 1990s, with the TDS684 model released around 1995.
- The oscilloscope’s architecture includes an acquisition board for signal processing and a CPU board for operations.
Acquisition Board Components:
- Analog Front-end: Handles input configurations.
- Signal Conditioner IC: Likely custom-made.
- ADG286D Chip: Speculated to be an analog memory (CCD FIFO).
- A/D Converter: Standard component with a limited rate of 25 MHz.
- Memory Controller Chip: Connects ADC outputs to SRAM.
- SRAMs: Provide memory for signal storage, but there's no option for expansion.
Signal Path Measurements:
- The oscilloscope captures signals at high speed and digitizes them at a lower rate (8 MHz).
- It records bursts of data, with the sampling duration remaining consistent regardless of the sample rate or number of points selected.
Conclusion: The TDS684B effectively captures high-speed signals using analog memory, although it presents a noisy ADC input when directly measured. The displayed signals on the oscilloscope appear much cleaner than the raw data suggests.
7.Show HN: Bracket – selfhosted tournament system(Show HN: Bracket – selfhosted tournament system)
Summary of Bracket Tournament System
Bracket is an easy-to-use tournament management system built with async Python (using FastAPI) and a Next.js frontend with the Mantine library. Key features include:
- Support for single elimination, round-robin, and swiss tournament formats.
- Ability to create tournaments with multiple stages and groups.
- Drag-and-drop functionality for rescheduling matches.
- Public dashboards customizable with logos.
- Team and player management.
- Support for multiple clubs and tournaments per club.
- Dynamic scheduling for swiss tournaments.
Getting Started:
- A live demo is available for 30 minutes at Bracket Demo.
- To run the system locally, clone the repository and use Docker:
git clone [email protected]:evroon/bracket.git cd bracket sudo docker compose up -d
- Access the application at http://localhost:3000 with provided test credentials.
Configuration and Usage:
- Configuration can be done via
.env
files or environment variables. - Follow the usage guide for organizing tournaments and the deployment docs for running Bracket in production.
Support and Contributions:
- For assistance, create a Discussion.
- You can support Bracket by starring it on GitHub, helping with translations, sharing it, or contributing code.
Bracket is licensed under AGPL-v3.0.
8.History of "Adventure" for the Atari 2600(History of "Adventure" for the Atari 2600)
Summary of Adventure – March 1980
Adventure, released by Atari in March 1980, is one of the most well-known games for the Atari VCS. Created by Warren Robinett, it was inspired by the text-based game Colossal Cave Adventure. Robinett aimed to adapt its concept of exploring rooms and solving puzzles into a graphical format suitable for home consoles.
Despite initial skepticism from his boss about the game's feasibility, Robinett persisted and developed a demo that impressed marketing executives, securing the game's continuation. He focused on creating a fantasy setting with elements like dragons and mazes, ultimately expanding his initial prototype from 8 screens to 30.
The game's objective is to retrieve an enchanted chalice from an evil wizard and return it to the golden castle while navigating various obstacles, including dragons that can eat the player. Adventure is notable for being the first game to include an "easter egg," a secret message from Robinett hidden within the game, which helped establish a trend of developers receiving credit for their work.
Adventure received positive feedback for its innovative gameplay, which involved item management and exploration without points or time limits, distinguishing it from other contemporary games. It influenced the design of future adventure games and left a lasting legacy in gaming culture.
While Adventure's sales figures are unclear, it is recognized as a pioneering title that shaped the adventure genre and inspired countless games in the years that followed. Robinett eventually left Atari due to dissatisfaction with his treatment, but his work on Adventure solidified his reputation in the gaming industry.
9.FastAPI Cloud: deploying FastAPI apps with just a single command(FastAPI Cloud: deploying FastAPI apps with just a single command)
Summary of FastAPI Cloud Announcement
FastAPI Cloud is a new service that allows you to deploy FastAPI applications with just one command. This service is designed to simplify cloud deployment, handling automatic deployments, HTTPS, autoscaling, and more, specifically optimized for FastAPI and Python.
Key Points:
-
Easy Deployment: With FastAPI Cloud, you can run your FastAPI app easily, and the service manages the technical complexities behind the scenes.
-
Advantages of FastAPI: FastAPI provides a great developer experience, quick app building, and data validation through Pydantic, making coding safer and simpler.
-
Cloud Simplified: Traditionally, deploying applications to the cloud involves a lot of learning and effort, especially for scalability and reliability. FastAPI Cloud aims to eliminate this hassle.
-
Open Source Commitment: The service is backed by a team experienced in Python and focuses on maintaining open-source values, ensuring no vendor lock-in.
-
How to Use: Interested users can join a waiting list. Once accepted, deploying an app involves simple commands to log in and deploy.
-
Support and Funding: FastAPI Cloud has received substantial backing, including a $4.2 million seed round from notable investors, showing strong support from the tech community.
FastAPI Cloud aims to empower developers by making it easy to deploy and manage their applications in the cloud.
10.I'd rather read the prompt(I'd rather read the prompt)
The author discusses the challenges of using Euler angles for rotation in robotics, highlighting issues like gimbal lock, numeric instability, and non-unique representations. They express disappointment in students who rely on large language models, like ChatGPT, for their assignments, suggesting that such responses tend to lack originality and depth. The author believes that writing should convey one's own thoughts, and using AI to write diminishes the value of personal expression. They explore reasons people use language models, such as efficiency and insecurity, but argue that these tools produce uninspired and often inaccurate content. Ultimately, the author emphasizes that creative writing should reflect personal experiences, and that relying on machines for this purpose is counterproductive.
11.AI Meets WinDBG(AI Meets WinDBG)
The article discusses a significant advancement in crash analysis for software development, using AI to modernize the outdated debugging process. Traditionally, engineers have relied on complex command prompts and manual analysis of crash dumps, which can be tedious and time-consuming. In 2025, the author proposes a transformative approach where developers can interact with their debugger using natural language, asking questions like, “Why did this application crash?” instead of typing complicated commands.
The author has created a demo application that showcases AI-powered crash analysis. In the demonstration, the AI, specifically GitHub Copilot, can analyze crash dumps, identify bugs, and suggest fixes quickly and efficiently. This new tool aims to improve productivity by making crash analysis more accessible and intuitive, requiring less advanced knowledge and reducing manual effort.
The technical implementation involves connecting WinDBG (Windows Debugger) with AI through a Model Context Protocol (MCP) server, allowing the AI to interpret commands and outputs in a user-friendly way. The MCP server acts as a bridge between the AI and debugging tools, enabling natural language interactions and contextual understanding.
The author invites others to try the open-source project called mcp-windbg, which simplifies the debugging process and enhances collaboration between human expertise and AI analysis. This innovative approach turns crash analysis from a daunting task into a more engaging and productive experience.
12.Jiga (YC W21) Is Hiring Engineers(Jiga (YC W21) Is Hiring Engineers)
Jiga is changing how manufacturers operate by creating a digital platform. This platform simplifies and automates the complicated process of sourcing parts from suppliers, making it more efficient and collaborative.
13.V.S. Naipaul: The Grief and the Glory(V.S. Naipaul: The Grief and the Glory)
The text is a reflective piece by Aatish Taseer about his experiences with the renowned writer V.S. Naipaul. Here are the key points summarized:
-
Initial Encounter: Taseer first met Naipaul in 1999, just before going to college, and was struck by Naipaul's humor and opinions on education. Their relationship developed over the years, marked by Taseer’s admiration for Naipaul’s work.
-
Critique of Taseer's Writing: When Taseer shared his novel, "The Temple-goers," Naipaul offered harsh criticism, stressing the importance of clear narrative structure and direct storytelling. He emphasized that writing should convey a complete experience to the reader.
-
Personal Insights: Naipaul’s feedback was rooted in his own experiences as a writer, and he often reflected on his past struggles. He expressed a desire to guide Taseer, believing in his potential but also pointing out flaws in his writing.
-
Emotional Complexity: Taseer grapples with the emotional impact of Naipaul's criticism, feeling both grateful for the insights and burdened by the harshness. He reflects on Naipaul's complicated persona, recognizing both his brilliance and his flaws, including his views on homosexuality and personal relationships.
-
Teacher-Student Dynamic: Naipaul offered Taseer a rare opportunity to learn from him directly, but Taseer felt conflicted about becoming a student in such a intimate and potentially stifling environment. His friend advised against it, warning of the risks involved in being influenced by Naipaul.
-
Final Conversations: In later discussions, Naipaul continued to challenge Taseer’s writing and ideas, revealing his passionate but often brutal approach to mentorship. Taseer ultimately decided to forge his own path, valuing the lessons learned from Naipaul while seeking to maintain his unique voice as a writer.
-
Legacy and Reflection: Taseer reflects on the complexities of his relationship with Naipaul, recognizing both the cruelty and the kindness inherent in their interactions. He acknowledges Naipaul's significant influence on his life and writing, despite the difficulties.
Overall, the piece explores themes of mentorship, criticism, and the struggles of a young writer navigating the literary world.
14.Judge said Meta illegally used books to build its AI(Judge said Meta illegally used books to build its AI)
Meta is involved in a significant copyright case with authors like Sarah Silverman and Ta-Nehisi Coates, who claim that Meta illegally used their books to develop AI tools. The main issue is whether Meta's AI can harm the authors' book sales. U.S. District Court Judge Vince Chhabria is considering motions from both sides to rule on specific issues before the trial starts.
Meta admits to using the authors' work but argues that its actions fall under the "fair use" doctrine, which allows limited use of copyrighted material without permission. Judge Chhabria expressed concerns about how Meta's AI could impact the market for the authors' works, questioning whether it could potentially damage their sales and careers, especially for emerging artists.
While the authors focus on the piracy aspect, Chhabria seems skeptical about their ability to prove that Meta’s actions will harm their financial interests. He noted that the legal burden is on Meta to show its use is legal under fair use. The outcome of this case could set an important precedent for future legal battles involving AI and copyright.
A ruling in this case is highly anticipated and could significantly affect Meta's AI strategy and the broader tech industry. Judge Chhabria acknowledged the importance of the decision but indicated it would take time before he issues a ruling.
15.Circuitpainter: Create PCBs using a simplfiied graphics language(Circuitpainter: Create PCBs using a simplfiied graphics language)
Circuit Painter is a creative coding tool that allows users to design functional printed circuit boards (PCBs). For more details, you can refer to the full documentation at the provided link.
16.Design for 3D-Printing(Design for 3D-Printing)
The author has been exploring 3D printing, particularly how its unique manufacturing process requires a different approach to design. They aim to share insights and tips for creating parts that print well using Fused Deposition Modeling (FDM/FFF).
Key Points:
-
Design Philosophy: 3D printing needs specific design rules not typically found in other manufacturing methods. The author collects practical tips and emphasizes the importance of rules of thumb to guide design.
-
Focus Areas:
- The post specifically targets FDM/FFF printing and aims to help designers create functional parts that are easy to manufacture and require minimal post-processing.
- Aesthetic considerations are secondary to functionality and efficient production.
-
Design Goals:
- Parts should be optimized for strength, manufacturability, and cost-effectiveness, focusing on minimizing material waste and print time.
- Designers should align the part's tensile forces with the print orientation to enhance strength.
-
Terminology: Important terms in FDM printing, such as layers, perimeters, shells, infill, overhangs, and seams, are defined to ensure clarity.
-
Standard Printer Profile: The author outlines a typical 3D printer setup, including nozzle size and layer height, to provide context for the design rules.
-
Design Rules:
- Part Strength: Strength is affected by the print orientation; parts should be designed to maximize strength in the direction of tensile forces.
- Infill: Increasing infill percentage does not significantly enhance strength; focusing on the surface and number of perimeters is more effective.
- Splitting Parts: For complex designs, splitting parts into multiple pieces can allow for optimal orientation and strength.
In summary, the author shares their knowledge on 3D printing design, aiming to help others create strong, efficient, and easily manufacturable parts by understanding the unique challenges and opportunities of the medium.
17.Digitization Complete for World-Renowned Franco Novacco Map Collection(Digitization Complete for World-Renowned Franco Novacco Map Collection)
The Newberry Library has completed the digitization of the Franco Novacco Map Collection, now offering over 750 maps from the sixteenth and seventeenth centuries online. This collection showcases how Europeans viewed the world during a time of exploration and colonization, featuring maps with interesting designs and battle scenes.
Notable examples include a 1572 map depicting the Battle of Lepanto and a unique heart-shaped world map from 1590. The collection highlights the blend of art, science, and history in early map-making.
Previously, these maps were only accessible in-person at the Newberry. Thanks to funding, the library used advanced technology to create high-definition images, making the maps available for global research and enjoyment. The digitized collection is now part of the Newberry’s free Digital Collections, aimed at increasing access to its valuable archival materials.
18.Show HN: My AI Native Resume(Show HN: My AI Native Resume)
Summary
Connecting to AI Assistants:
- AI assistants can connect to Jake Gaylor’s server to learn about him and his work through two endpoints:
- Deprecated SSE:
https://ai.jakegaylor.com/sse
- Modern HTTP Endpoint:
https://ai.jakegaylor.com/mcp
- Deprecated SSE:
Configuration Instructions:
- For tools that do not support the modern MCP server, configurations for various tools (Claude, Cursor, Windsurf, Zed) are provided to set up the connection using
npx
.
Direct HTTP Connection:
- Clients that support direct HTTP can connect to
https://ai.jakegaylor.com/mcp
using standard MCP methods without needing local installation.
Example Code for TypeScript Connection:
- A sample TypeScript code snippet is provided to demonstrate how to connect to the MCP server and retrieve information.
Quick Resume Information:
- A copy-paste section contains Jake Gaylor's professional summary, current and past positions, technical skills, and contact information, which can be easily shared with AI assistants for background details.
For Talent Evaluators:
- The MCP server is designed for recruiters and hiring managers to evaluate Jake’s fit for roles by asking targeted questions about his skills and experience.
- It can also provide insights into his strengths, growth areas, and potential business impact.
Contact Information:
- Phone: 720.453.3994
- Email: [email protected]
- Website: jakegaylor.com
- GitHub: GitHub Profile
- LinkedIn: LinkedIn Profile
This summary simplifies the process of accessing Jake Gaylor's professional information and the tools available for talent evaluation.
19.On Not Carrying a Camera – Cultivating memories instead of snapshots(On Not Carrying a Camera – Cultivating memories instead of snapshots)
Last summer, a photographer at an exhibition asked why I had only one photo titled "Chapel Hill," despite living there. I explained that I don't take photos in my hometown because I focus on being present in the moment. Even though I sometimes wish I had my camera, such as when I saw a deer jump over a fence, I prefer to experience beauty directly rather than through a lens.
This approach stems from a significant moment in my life: the birth of my son in 1972. I was taking photos while trying to support my wife during labor. I realized that my focus on capturing images made me question whether I was truly present for the birth. I worried more about getting the right shot than being there for my wife, which left me feeling distant.
Over the years, I've learned that meaningful experiences, like conversations with friends, are more valuable than capturing photos. I stopped carrying my camera because I wanted to be fully engaged in my life. In today's world, where everyone takes countless photos with smartphones, my perspective may seem outdated.
Reflecting on the childbirth photos, only one turned out well, but it’s too personal to share. This experience taught me that sometimes, the moments we don't photograph are the most significant.
20.Gandi March 9, 2025 incident postmortem(Gandi March 9, 2025 incident postmortem)
Summary of Gandi Incident on March 9, 2025
On March 9, 2025, Gandi faced a significant outage due to a failure in its SSD storage system, which disrupted multiple services, including 39% of mailboxes. The incident lasted from 12:31 AM until 4:49 PM, with some mailboxes remaining unavailable until the next day. All emails were fully recovered by March 12.
Key Points:
-
Root Cause: The main issue was the failure of an SSD storage filer. Contributing factors included:
- Lack of redundancy in some monitoring systems.
- Misconfigured redundancy in virtual machines (VMs).
- Insufficient capacity in redundant systems to handle increased load.
-
Incident Timeline:
- The incident began early on March 9, with responders investigating over 1500 alerts.
- By 3:31 AM, the problem was identified as a crashed filer, and manual recovery efforts began.
- Services were gradually restored throughout the day, but mailboxes took longer to recover.
- The final restoration of all emails occurred by March 12.
-
Challenges: The internal authentication system was also affected, complicating the response. Customer support tools were rendered unusable, delaying the resolution process.
Remedial Actions: To prevent future incidents, Gandi plans to:
- Enhance redundancy for monitoring systems.
- Improve failover mechanisms for VMs.
- Update documentation and procedures for critical infrastructure.
- Increase the number of VMs to manage traffic better.
- Transition to a new storage system to reduce hardware-related risks.
The company acknowledged the dedication of its team members, many of whom volunteered to assist during the incident.
21.Matrix-vector multiplication implemented in off-the-shelf DRAM for Low-Bit LLMs(Matrix-vector multiplication implemented in off-the-shelf DRAM for Low-Bit LLMs)
General matrix-vector multiplication (GeMV) is a major bottleneck in processing large language models (LLMs), even with optimized low-bit versions. A new technique called Processing-Using-DRAM (PUD) can turn regular DRAM into a GeMV engine, enhancing performance without needing to change the DRAM hardware. However, using PUD involves extra steps that can reduce its advantages.
The paper introduces MVDRAM, a system designed to speed up GeMV operations for low-bit LLMs using standard DRAM without modifications. MVDRAM improves efficiency by avoiding the usual setup and output rearrangements needed in traditional PUD methods. Tests with DDR4 DRAM showed that MVDRAM can match or exceed the speed of processor-based methods for low-bit GeMV, achieving up to 7.29 times faster performance and 30.5 times better energy efficiency. For complete LLM inference, MVDRAM provides significant throughput and energy efficiency gains, making it a promising advancement for AI hardware by utilizing standard DRAM as a powerful accelerator.
22.Towards the Cutest Neural Network(Towards the Cutest Neural Network)
No summary available.
23.Show HN: CodeCafé – A real-time collaborative code editor in the browser(Show HN: CodeCafé – A real-time collaborative code editor in the browser)
CodeCafé: A Collaborative Coding Platform
CodeCafé is a real-time development environment that works directly in your web browser, making it easy for people to code together instantly. It is designed for pair programming, teaching, and collaborative web projects.
Key Features:
- Live Preview: See changes in HTML, CSS, and JavaScript immediately as you code.
- Real-Time Collaboration: Multiple users can edit the same files at the same time without conflicts.
- Familiar Editing Experience: Offers a rich coding interface with helpful features like syntax highlighting and error checking.
- No Setup Required: You can start coding right away in your browser.
Technical Details:
- Uses modern technologies like React and Java Spring Boot.
- Employs Operational Transformation for smooth real-time collaboration, similar to Google Docs.
Getting Started: To use CodeCafé, you need some basic software installed like Git and Java. The setup involves cloning the repository, starting a Redis server, and running the backend and frontend applications.
Future Plans: Upcoming features include user authentication, chat options, session history, and support for more programming languages.
License: CodeCafé is open-source under the GNU Affero General Public License v3.0, aiming to make collaborative coding accessible to everyone.
24.Why Archers Didn't Volley Fire(Why Archers Didn't Volley Fire)
Summary of "Collections: Why Archers Didn’t Volley Fire" by Bret Devereaux
In this piece, Bret Devereaux critiques the common portrayal of archers in movies and TV shows, particularly the dramatic scenes where archers shoot arrows in unison, known as "volley fire." He explains that this practice is historically inaccurate because archers did not shoot in coordinated volleys. Instead, they fired individually, creating a continuous "rain" of arrows rather than a single barrage.
Devereaux outlines that volley fire is a tactic suited for firearms, which have slow reload times. Bows, on the other hand, allow skilled archers to shoot multiple arrows quickly, making coordinated volleys unnecessary and impractical. Holding a bow at full draw for synchronization would quickly exhaust archers, lowering their shooting rate.
He also discusses the lethality of arrows, noting that many arrows would miss their targets due to the open formations of soldiers and protective gear like shields and armor. This means that the dramatic effects shown in films, where large numbers of soldiers fall from arrow strikes, are exaggerated. In reality, the chances of an arrow being lethal were quite low, often around 0.5-1%.
Devereaux concludes that while bows and crossbows were effective in certain contexts, they did not have the same lethality as firearms. The film industry's reliance on dramatic visual tropes from later eras leads to misconceptions about how archers operated in historical battles. He suggests filmmakers should strive for more accurate portrayals of archery in warfare.
25.The Beauty of Having a Pi-Hole(The Beauty of Having a Pi-Hole)
Summary of "The Beauty Of Having A Pi-hole"
Den Delimarsky discusses the benefits of using a Pi-hole, a device that helps block unwanted internet traffic and ads to enhance online privacy and security. The Pi-hole acts as a DNS proxy in your home network, filtering out requests to harmful or intrusive domains.
Key Points:
-
Purpose of Pi-hole: It blocks ads, trackers, and other unwanted domains, significantly reducing unnecessary network traffic. Delimarsky reports that 66.6% of his network traffic is blocked without affecting functionality.
-
Setup Requirements: To set up a Pi-hole, you need a Raspberry Pi, a monitor, keyboard, mouse, and some time to follow setup instructions. The investment is mostly time rather than money.
-
Domain Blocking: Users can configure which domains to block, using community-maintained blocklists or by monitoring their own network traffic to identify unwanted domains.
-
Securing DNS Settings: Some devices may bypass your DNS settings, allowing ads and trackers. Delimarsky provides commands to configure your router to ensure all DNS requests go through the Pi-hole.
-
Combination with Ad-blockers: While Pi-hole is effective, pairing it with browser ad-blockers like uBlock Origin is beneficial for blocking ads on platforms like YouTube.
-
Conclusion: Delimarsky enthusiastically recommends Pi-hole for improved online quality of life, having implemented it for his family as well.
In essence, using a Pi-hole can significantly enhance your online privacy by filtering out unwanted content and reducing data collection by third parties.
26.The Design of Compact Elastic Binary Trees (Cebtree)(The Design of Compact Elastic Binary Trees (Cebtree))
Summary of Willy Tarreau's Post on Compact Elastic Binary Trees (cebtree)
Willy Tarreau discusses his ongoing project, the Compact Elastic Binary Tree (cebtree), focusing on its design and development journey.
-
Background and Concept:
- The idea originated from his earlier work with elastic binary trees (ebtrees) aimed at efficiently handling data with duplicate entries.
- He recognized that managing tree structures could be optimized by eliminating the need for depth tracking and using XOR operations to navigate the tree.
-
Development History:
- Initial experiments began in 2007, with significant progress made by 2014, when he explored a compact memory allocator.
- After several iterations and challenges, he restarted the cebtree project in summer 2023, simplifying its design.
-
Functionality:
- The cebtree can handle both unique and duplicate keys, with version 0.2 released in February 2025, now fully supporting duplicates.
- It provides a memory-efficient way to manage data, allowing quick insertions and lookups while maintaining performance.
-
Performance Comparisons:
- Performance tests indicated that cebtree is generally slower than ebtrees due to its dual branch comparisons but offers significant memory savings.
- It is particularly beneficial for configurations that do not change often.
-
Future Work:
- Tarreau plans to improve documentation, implement additional features, and explore advanced options like parallel processing.
- He aims to enhance the design to further simplify operations and maintain efficiency.
Overall, the cebtree project exemplifies innovative approaches to data structure optimization while addressing practical programming challenges.
27.Driving Compilers (2023)(Driving Compilers (2023))
No summary available.
28.A 1903 Proposal to Preserve the Dead in Glass Cubes(A 1903 Proposal to Preserve the Dead in Glass Cubes)
The text discusses a unique method of preserving corpses proposed by Joseph Karwowski in 1903, which involved encasing bodies in glass cubes. His patent included instructions for using sodium silicate to treat the body before sealing it with molten glass. Although the idea was innovative, it was never practically used.
Karwowski's method reflects a broader trend in the 19th and early 20th centuries aimed at resisting decomposition. Other methods included airtight coffins and even electroplating corpses into decorative statues. However, these techniques often ignored the natural processes of decay, which can lead to issues like gas buildup in sealed containers, as noted in historical reports of caskets exploding.
The exhibit "Curious and Curiouser" at the Corning Museum of Glass showcases Karwowski's patent and other glass-related death traditions, highlighting humanity's complex relationship with mortality and decay. The museum's exhibition is ongoing until February 2019.
29.Unparalleled Misalignments(Unparalleled Misalignments)
No summary available.
30.Urtext: The Python plaintext library for people who've tried everything else(Urtext: The Python plaintext library for people who've tried everything else)
Urtext is a free, open-source library designed for various text-based tasks like writing, research, note-taking, and organizing information. It works on desktop and iOS devices.
Key Features:
-
Plain Text: Urtext uses plain text, making it fast, easy to read, and compatible across different devices. It can easily track changes and incorporate other programming languages.
-
Extensibility: Built in Python, Urtext allows users to customize its features using Python code. If a feature is missing, users can add it with some coding knowledge.
-
Future Proof: Since it uses plain text for storage, Urtext can be used with any programming language now or in the future.
-
Flexible Syntax: Urtext combines content and structure in a unique way, allowing complex organization of text files. Users can link and reference text across many files in various ways.
-
Local First: Urtext works with files stored locally on your device, without needing cloud services. However, syncing with cloud services is possible if desired.
-
Minimal User Interface: The user interface is simple, relying on its own syntax for operations, minimizing the need for menus or popups.
-
File Management: Users don't need to manage files directly; Urtext takes care of creating, naming, and organizing them.
Urtext's interpreter runs on any system with Python 3.3 or later, and it can be used with applications like Sublime Text and Pythonista for iOS.
31.Ghost in the machine? Legend of the 'haunted' N64 video game cartridge(Ghost in the machine? Legend of the 'haunted' N64 video game cartridge)
Summary:
The story of "Ben Drowned" revolves around a haunted Nintendo 64 game cartridge, specifically "The Legend of Zelda: Majora's Mask." It began with a college student named Alex Hall, who created a fictional narrative about a cursed game he found at a yard sale. In the story, the game exhibits creepy glitches and is haunted by the spirit of a child named Ben, who drowned. The narrative spread online in 2010, captivating and frightening many young gamers, including Saarthak Johri, who discovered it years later.
The tale combines elements of horror with nostalgia for early video games, tapping into fears about corrupted technology. It became a viral urban legend, inspiring fan art and similar stories. Despite its fictional nature, many readers, like Johri and another student named Charlie Duke, reported feeling real anxiety from it, reflecting on how it impacted their childhood.
Hall's creation highlighted the evolving relationship between society and video games, showing that they can evoke deep emotions and fears. Today, while ghost stories in gaming remain popular, people are more aware of real dangers online, making the supernatural elements of "Ben Drowned" feel almost outdated. Hall continues to explore this theme in new projects, proving the lasting influence of "Ben Drowned."
32.Fuzzy images are our first look at Amazon's super-secret satellites(Fuzzy images are our first look at Amazon's super-secret satellites)
Amazon recently launched its first 27 Kuiper satellites for a broadband network, providing a glimpse of their design after being secretive about them since Project Kuiper's announcement in 2019. The satellites are trapezoidal, resembling OneWeb's satellites, and different from SpaceX's flatter Starlink design. Amazon's launch was less public compared to SpaceX's, ending the live broadcast shortly after takeoff.
The satellites were deployed from a ULA Atlas V rocket, and each was released individually over about 15 minutes. Amazon plans to eventually launch 3,232 Kuiper satellites using over 80 rockets, aiming to compete with existing networks like Starlink and OneWeb.
Project Kuiper's head, Rajeev Badyal, previously worked at SpaceX, which influences comparisons between their satellite designs. While Starlink's design is simpler and more efficient for launch, Kuiper's design allows for more flexibility in engineering. Each Kuiper satellite is estimated to weigh between 1,185 and 1,259 pounds, similar to the latest Starlink models.
33.Helmdar: 3D Scanning Brooklyn on Rollerblades(Helmdar: 3D Scanning Brooklyn on Rollerblades)
No summary available.
34.Technical analysis of TM SGNL, the unofficial Signal app Trump officials used(Technical analysis of TM SGNL, the unofficial Signal app Trump officials used)
Summary:
Mike Waltz, a former National Security Advisor, was seen using an unofficial version of the Signal messaging app called TM SGNL while communicating with Trump officials. This app is designed to archive messages, including encrypted ones, potentially violating Signal's open-source licensing. Unlike the official Signal app, TM SGNL saves plaintext copies of messages in a separate location, possibly compromising security.
The company behind TM SGNL, TeleMessage, appears to have Israeli leadership and may be infringing on intellectual property rights by modifying Signal without adhering to open-source requirements. The app is not publicly available for download and is primarily distributed through managed device programs for companies.
Waltz likely uses an iPhone managed by an Apple Business Manager account, suggesting that senior Trump officials may be discussing sensitive information via TM SGNL. The app archives communications that could be vulnerable to external access, raising concerns about data security and privacy.
Overall, the use of TM SGNL by Trump officials highlights potential risks associated with unregulated communication tools in government settings.
35.Graceful Shutdown in Go: Practical Patterns(Graceful Shutdown in Go: Practical Patterns)
No summary available.
36.An Alabama landline that keeps ringing(An Alabama landline that keeps ringing)
Summary: The Foy Information Desk at Auburn University
The Foy Information Desk at Auburn University has been answering calls since 1953, originally set up by then-dean James E. Foy as a resource for students and the public. Today, students handle a wide range of questions, from the absurd to the mundane, using modern technology rather than old reference books.
Despite the rise of the internet, many people still rely on the desk for information, especially those without internet access or confidence in using it. The student workers are trained to be polite and non-judgmental, often forming connections with regular callers, like Beulah, who has a unique affinity for pets and unusual situations.
As the desk continues to operate, the students experience a variety of calls, including personal conversations that some callers seek. They share stories about memorable interactions, underscoring their desire to help those who reach out, regardless of the nature of their questions. The Foy desk remains a vital, compassionate resource for the community, blending tradition with modern needs.
37.Thunderscope update: My take: Why open source is better(Thunderscope update: My take: Why open source is better)
ThunderScope Project Update Summary
ThunderScope is a new, fast, and open oscilloscope currently available for pre-order. The project is in its final stages of development, with recent updates from the project lead, Aleksa.
Key Updates:
-
PCB Design Progress: Aleksa has focused on perfecting the PCB layout for the fifth revision, which has taken longer than expected. The design includes advanced components like an ADC, Clock Generator, and FPGA, all strategically placed to optimize performance.
-
Testing Variations: Different designs for the oscilloscope's front ends are being tested to improve performance, specifically concerning grounding and signal quality.
-
Improvements in Software: A script was created to enhance KiCad's ability to match signal delays more accurately, improving the design process.
-
Shipping Delays: The project will not ship on time due to design changes and personal challenges. New timelines are set, with boards expected to arrive at the end of April. Testing will take about two weeks, followed by assembly and shipping of the Developer Edition units in July.
-
Next Steps: After initial testing, further improvements will be made, and the main production units are expected to ship in September. Aleksa will keep everyone updated via GitHub and other communication channels.
Overall, while there have been delays, the project is moving forward with a commitment to quality and transparency.
38.I turned a 40 year old Apple Mouse into a speech to text button(I turned a 40 year old Apple Mouse into a speech to text button)
The author transformed a vintage Apple M0100 Mouse from 1985 into a wireless speech-to-text input device for their computer. Key features of the modified mouse include:
- Wireless Bluetooth connectivity
- USB-C charging at the bottom
- Classic design that matches modern MacBooks
The project began at the SoCal Vintage Computer Fair, where the author was inspired to repurpose the mouse as a fun gadget. They purchased two mice for $40, intending to keep one intact while modifying the other.
During the modification process, the author aimed to maintain the mouse's original aesthetics and functionality. They explored different ideas, ultimately deciding to use a small microcontroller, the Xiao nRF52840, and create a custom 3D-printed baseplate to house the components.
After successfully assembling the first prototype, the author was pleased with its performance and battery life. They later modified a second mouse by reusing its original PCB and switch, which added to the satisfaction of using the vintage design.
The project reflects a desire for simplicity in technology and showcases the enjoyment of merging old hardware with modern capabilities. The author encourages others to try similar projects and provides resources for those interested in building their own version.
39.TeleMessage, a modified Signal clone used by US govt. officials, has been hacked(TeleMessage, a modified Signal clone used by US govt. officials, has been hacked)
A hacker took advantage of a security flaw in TeleMessage, a service that provides modified versions of encrypted messaging apps like Signal, Telegram, and WhatsApp, to access archived messages and data from U.S. government officials and companies that use the tool.
Recent reports highlighted that former U.S. National Security Adviser Mike Waltz was using TeleMessage's version of Signal. While the messages of cabinet members and Waltz were safe, the hacker managed to extract various data, including messages, contact details, and login credentials for TeleMessage. This data also involved information from U.S. Customs and Border Protection, Coinbase, and financial institutions like Scotiabank.
The incident revealed that the archived messages are not fully secure, as they lack end-to-end encryption between TeleMessage's modified Signal and where the messages are stored. Major companies involved did not respond to requests for comments.
40.Evidence of controversial Planet 9 uncovered in sky surveys taken 23 years apart(Evidence of controversial Planet 9 uncovered in sky surveys taken 23 years apart)
A team of astronomers has found possible evidence of a mysterious object, dubbed Planet Nine, in two infrared sky surveys conducted 23 years apart. If confirmed, this object would be larger than Neptune and located about 700 times farther from the Sun than Earth.
Planet Nine was first suggested in 2014 to explain unusual patterns in the orbits of distant solar system objects. It is thought to be 2 to 4 times the size of Earth and could have an orbit that takes it very far from the Sun, making it hard to detect.
The current research, led by Terry Long Phan, involved comparing data from two infrared satellites—IRAS and AKARI—to identify a moving object that might be Planet Nine. They found a candidate that shifted between the surveys. Further observations are needed to confirm its identity, as astronomers will have to track its position with powerful telescopes.
If this candidate is indeed Planet Nine, it could provide insights into its origins, possibly suggesting it formed closer to the Sun and was later pushed outward by other large planets, or that it was a rogue planet captured by our solar system.
41.Typed Lisp, a Primer(Typed Lisp, a Primer)
"Typed Lisp, A Primer" is an introduction to the Typed Lisp programming language. It explains the basics of Lisp, focusing on its typed version, which includes features that help prevent errors by specifying data types. The primer covers fundamental concepts, such as syntax, data structures, and type systems, making it accessible for beginners. It emphasizes the benefits of using types in programming, such as improved code safety and easier debugging. Overall, it serves as a helpful guide for those looking to learn or understand Typed Lisp.
42.Bootstrapping Lisp in a Boot Sector(Bootstrapping Lisp in a Boot Sector)
Sectorlisp Summary
Sectorlisp is a compact 512-byte version of the LISP programming language that can run directly on computer hardware. It aims to simplify LISP by focusing on its essential functions and removing unnecessary elements.
Key Features:
- LISP Implementation: It provides a LISP version written in LISP itself, which fixes bugs from the original 1960s version and removes extra syntax.
- C Reference Implementation: A clear C code version shows how to run the LISP evaluator on standard systems.
- Tiny i8086 Version: This is the smallest known LISP implementation, designed to boot from a computer's BIOS.
Getting Started:
- You can copy example code from
lisp.lisp
to use in your LISP environment. - To run the C version, compile it with
make
and execute it. - The
sectorlisp.bin
file can be used to create a bootable floppy disk or run in emulators like Das Blinkenlights or QEMU.
A demo video shows how to boot sectorlisp and run a program that finds an element in a tree. More information is available on their wiki.
43.Oberon Pi(Oberon Pi)
Oberon Pi Overview
Oberon Pi is a version of the Oberon operating system designed for the Raspberry Pi, created by Richard Gleaves, who has experience with Pascal programming. This version focuses on improving the user interface to make it easier for new users to learn and use the system.
Key Features:
- Documentation: Oberon Pi includes user guides and original documents by Niklaus Wirth, enhanced with table of contents for easier navigation.
- UI Improvements: The interface has been updated to align with modern software standards while keeping the unique aspects of Oberon.
- Compiler Updates: The Oberon compiler has been improved to support CASE statements and fix bugs.
System Requirements:
- A Raspberry Pi (preferably Pi 4 or 5)
- 32-bit or 64-bit Raspberry Pi OS (Bookworm or Bullseye)
- A desktop monitor (larger screens are preferred)
Installation Instructions: Details are available in the Oberon Pi Setup Guide, and for 64-bit OS users, specific commands are provided to set up the system.
History: Oberon was originally developed in the late 1980s by Wirth and Gutknecht and has undergone several updates since then, including the creation of emulators.
For more information and to download Oberon Pi, visit the GitHub page: https://github.com/richardgleaves/Oberon-Pi.
44.Effects of repetitive transcranial magnetic stimulation on sleep bruxism(Effects of repetitive transcranial magnetic stimulation on sleep bruxism)
Summary of the Pilot Study on rTMS for Sleep Bruxism
This pilot study explored the effects of repetitive transcranial magnetic stimulation (rTMS) on sleep bruxism (SB), a condition characterized by grinding or clenching of teeth during sleep. The study included 12 patients who underwent rTMS treatment targeting the masseter muscle representation in the brain over five consecutive days.
Key Findings:
-
EMG Activity Reduction: The study found that rTMS significantly reduced the electrical activity (measured by electromyography, or EMG) of jaw-closing muscles during sleep compared to baseline measurements. This reduction persisted for several days after the treatment.
-
Decreased Muscle Soreness: Patients reported less soreness in their jaw-closing muscles during and after the rTMS treatment, with significant improvements noted on a soreness scale.
-
Potential Benefits: The results suggest that rTMS may help manage sleep bruxism by inhibiting jaw muscle activity and reducing discomfort, indicating a potential new treatment avenue. However, the study calls for further controlled research to confirm these findings.
Limitations: The study had a small sample size and was not controlled, meaning the effects of rTMS might be influenced by other factors, such as placebo effects.
Overall, the study highlights the potential of rTMS as a non-invasive treatment option for individuals suffering from sleep bruxism, warranting more extensive future research.
45.Show HN: Driverless print server for legacy printers, profit goes to open-source(Show HN: Driverless print server for legacy printers, profit goes to open-source)
No summary available.
46.Nevermind, an album on major chords(Nevermind, an album on major chords)
In May 2025, a reflection on Nirvana's iconic album "Nevermind," released in 1991, highlights its unexpected success and lasting impact. The album's powerful sound, characterized by raw guitars and major chords, captivated listeners, though many didn't fully grasp its artistic depth at the time.
The author aims to explore the unique elements that made "Nevermind" memorable, encouraging readers to listen to excerpts from its key songs. The album notably features simple harmonic structures using mostly major chords and avoids complex chord types. Kurt Cobain, the band's frontman, created this music instinctively, without formal knowledge of music theory.
Overall, "Nevermind" is celebrated for its innovative sound and the way it broke traditional musical rules, marking a significant moment in rock history.
47.Dummy's Guide to Modern LLM Sampling(Dummy's Guide to Modern LLM Sampling)
Summary of "Dummy's Guide to Modern LLM Sampling"
Introduction
- Large Language Models (LLMs) generate text by predicting the next token based on previous ones. They use a vocabulary of tokens, which can include whole words or sub-words.
Why Use Tokens?
- Tokens (sub-words) are preferred over letters or whole words to manage context windows efficiently and handle new or rare words. Sub-word tokenization also captures morphological structures in various languages.
Text Generation Process
- Prediction: The model calculates probabilities for the next token based on learned patterns from training data.
- Selection: The model chooses a token based on these probabilities, with sampling methods introducing randomness to avoid repetitive outputs.
Sampling Methods
- Various sampling techniques allow controlled randomness, including:
- Temperature: Adjusts creativity. Low values lead to predictable outputs; high values increase variability.
- Penalties: Discourage repetition (presence penalty) or limit frequency of certain tokens (frequency penalty).
- Top-K and Top-P: Limit choices to a subset of the most probable tokens.
- Other advanced methods include Mirostat Sampling, Beam Search, and Dynamic Temperature Sampling.
Implementation Considerations
- Algorithms should be optimized for efficiency and handle edge cases. Pseudo-code is provided for clarity.
Advanced Tokenizers
- Techniques like Byte Pair Encoding (BPE) and SentencePiece help build vocabularies by identifying common sub-words, maintaining a balance between vocabulary size and granularity.
This guide outlines the foundational concepts of LLM sampling, emphasizing the importance of tokenization, text generation mechanics, and various sampling techniques that enhance the creative output of language models.
48.A Texan who built an empire of ecstasy(A Texan who built an empire of ecstasy)
No summary available.
49.Modern Latex(Modern Latex)
Summary of Modern LaTeX
LaTeX is a powerful tool for creating well-formatted documents, but it can be frustrating for users. Although it has been around for over 40 years, it remains one of the best typesetting programs available. This book aims to help users start with LaTeX without outdated information.
Getting Started:
- Download the latest version of the book at: https://assets.bitbashing.io/modern-latex.pdf.
- Install LuaLaTeX, a modern version of LaTeX, usually available through your Linux distribution's TeX Live package.
Building the Book:
- For an optimized digital version, check the online repository, which has improved formatting.
- You may need to change the fonts used in the book if you don't have them installed.
- To build the book, use the command:
latexmk -lualatex -latexoption=-halt-on-error modern-latex.tex
. This command runs LuaLaTeX multiple times to ensure proper cross-referencing.
Feedback:
- Suggestions are welcome! You can submit pull requests on the book's GitHub page or contact the author at matt <at> bitbashing.io. Enjoy!
50.DNSanity: Quickly validate DNS servers at scale(DNSanity: Quickly validate DNS servers at scale)
DNSanity Overview
DNSanity is a tool designed to quickly validate DNS servers, allowing users to check large lists of servers efficiently. It offers customization options and reliable performance.
Key Features:
- Speed: Tests thousands of DNS servers simultaneously with options for rate-limiting.
- Flexibility: Users can create custom validation templates.
- Reliability: Automatically checks the validity of templates before use.
Workflow:
- Template Validation: Ensures that the validation template is correct by comparing it to trusted servers.
- Server Sanitization: Tests each server against the template; servers failing to meet criteria are discarded.
Getting Started:
- Install with Go and run basic commands to list untrusted DNS servers and output results.
Template Examples: Users can create templates that specify expected results for DNS queries, such as specific IP addresses or record types.
Options & Features:
- Validates templates against trusted resolvers.
- Performs tests efficiently to save time.
- Allows rate limiting to prevent server overload.
- Includes timeout and retry options for failed queries.
Additional Tips:
- Use diverse templates to identify unreliable servers.
- Be cautious with geo-located domains that may return different results based on location.
Acknowledgments: Thanks to the original ideas behind dnsvalidator and the dnsx toolkit, as well as the miekg/dns library for supporting DNS queries.
Happy Recon & Hacking!
51.Semantic unit testing: test code without executing it(Semantic unit testing: test code without executing it)
Summary of Semantic Unit Testing
The author recently left Wallapop and is heading to RevenueCat. During a break, they created suite, a Python library for semantic unit testing. This approach uses AI to verify if a function's implementation matches its intended behavior, as described in its documentation, without needing to run the code.
Key Points:
-
What is Semantic Unit Testing?
- It checks if the function implementation aligns with its documented behavior by analyzing the code and documentation using language models (LLMs).
- Unlike traditional unit tests, which check specific inputs and outputs, semantic testing evaluates overall correctness.
-
How Suite Works:
- Suite analyzes a function's code and extracts relevant information, including its dependencies.
- It builds a prompt for an LLM to evaluate whether the function's implementation meets its documentation expectations.
-
Example:
- If a function is supposed to multiply two numbers but adds them instead, the LLM will flag this discrepancy.
-
Integration with Pytest:
- Suite can easily be added to existing testing frameworks like pytest, allowing for seamless integration.
-
Advantages:
- Provides broader test coverage by assessing semantic correctness.
- Catches bugs early in the development process, saving time and reducing production issues.
- Works with local models, allowing users to run tests without sharing their code with external services.
-
Cautions:
- The author advises against replacing traditional unit tests with semantic testing, emphasizing that LLMs can produce erroneous outputs and should be used as a supplementary tool.
- Traditional testing methods remain reliable and should not be abandoned.
-
Conclusion:
- While semantic unit testing may not replace traditional methods, it can enhance testing practices by providing additional insights and catching edge cases that manual tests might miss. The author encourages exploration of tools like suite as complementary resources in software development.
52.TScale – Distributed training on consumer GPUs(TScale – Distributed training on consumer GPUs)
Summary of TScale
TScale is a repository containing code for training and using transformer models, developed in C++ and CUDA. It is optimized for consumer hardware, specifically nVidia GPUs, and aims to make large language model (LLM) training more accessible and cost-effective.
Key Features:
- Optimized Architecture: Faster training with reduced attention costs.
- Precision Support: Works with low precision model weights (fp8 and int8).
- Reduced Memory Use: CPU offloading lowers GPU memory requirements.
- Distributed Training: Supports synchronous and asynchronous training across multiple hosts, enabling training on inexpensive GPUs.
- Large Model Training: Capable of training a 1.5B model at a low cost (about $500 for 2 days).
- Innovative Model Size: Allows for training a 1T model using a smaller model with a large index for predictions, significantly improving performance.
Building the Code:
- Requires CUDA v12.3 and a C++ compiler (MSVC for Windows, clang for Linux).
- Build instructions vary slightly between Windows and Linux, involving a file called
fo.cpp
for generating build files.
Training Data:
- Examples use datasets like enwik9, enwik8, and other datasets from Hugging Face.
Training Process:
- Uses
gpt_train
for model training, controlled by specific scripts. - Supports distributed training among a power-of-two number of worker hosts.
- Can utilize multiple GPUs by specifying the number in the training script.
Inference:
- Inference can be tested using
gpt_infer
, which provides a basic HTTP server for model sampling.
License:
- The project is licensed under the MIT License.
53.Internet usage pattern during power outage in Spain and Portugal(Internet usage pattern during power outage in Spain and Portugal)
Summary of the Iberian Power Outage on April 28
On April 28, 2025, Spain and Portugal experienced a significant power outage that disrupted many services. Here are the key points:
-
Traffic Patterns: In the week leading up to the outage, traffic data showed that Spain had about 4.5 times the traffic of Portugal, reflecting its larger population.
-
Anomaly Detection: An analysis indicated that traffic levels dropped sharply between 12 PM and 1 PM CEST, returning to normal by 2 AM the following day.
-
Device Usage: During the outage, desktop traffic fell by 80%, while mobile traffic only decreased by 40%. This shift meant that mobile usage exceeded desktop usage for several hours.
-
Connection Sources: Mobile users primarily connected through cellular networks as wired connections dropped significantly. In Portugal, cellular usage increased by 30 percentage points during the outage.
-
Popular Websites: People turned to news and government websites for updates during the outage. There was also a surge in traffic to food safety sites, likely due to concerns about food storage without refrigeration.
-
Battery Levels: At the peak of the outage, mobile phone battery levels were about 10 percentage points lower than the previous week, but they returned to normal as power was restored.
-
Conclusion: The event highlighted the importance of alternative power sources for keeping information services online during outages. Despite the disruption, some services remained accessible thanks to backup systems and geographic distribution.
This analysis provides insight into how digital behavior changed during the power outage and the resilience of certain online services.
54.Building a more accessible GitHub CLI(Building a more accessible GitHub CLI)
Ryan Hecht is a Product Manager at GitHub.
55.Lilith and Modula-2(Lilith and Modula-2)
Summary of Modula-2 Programming Language Development
Modula-2 is a programming language created by Professor Niklaus Wirth in 1979 at the Swiss Federal Institute of Technology (ETH). It was part of a project that led to the development of the Lilith workstation in 1980, which included various software tools like compilers and editors.
Key developments include:
-
Compilers:
- The first Modula-2 compiler was completed in 1979 for the DEC PDP-11.
- The second version, released in 1983, generates M-code for the Lilith computer and can run on an IBM-PC using the M2M-PC System (1984).
- A third version, introduced in 1985, is a single-pass compiler that is faster and smaller than earlier versions.
-
Source Code Availability:
- Wirth has made several compiler sources and documents publicly available, including the M2M compiler and the Modula-2 Handbook.
- The single-pass compiler sources were rediscovered in 2021 after being lost for years.
-
Macintosh Version:
- The MacMeth compiler, released in 1992, generates code for Macintosh computers. It is detailed in the MacMETH User Manual.
-
Related Research:
- Several dissertations and publications are associated with Modula-2 and the Lilith architecture, focusing on compiler structure and code generation.
-
Additional Resources:
- Further readings and links provide more information on Modula-2 and its applications, including various historical and technical documents.
Overall, Modula-2 has a rich history tied to the development of computer science and programming methodologies, particularly through its relation to the Lilith workstation.
56.Minimal Linux Bootloader (2018)(Minimal Linux Bootloader (2018))
No summary available.
57.Orders of Infinity(Orders of Infinity)
The text discusses "orders of infinity," a concept related to the growth rates of quantities in mathematical analysis and other fields. Traditionally, these growth rates were referred to as "orders of infinity," a term introduced by mathematician G.H. Hardy but now less commonly used. Instead, asymptotic notation is preferred for describing these growth rates, which can indicate whether a quantity grows or decays in various ways (e.g., linearly, exponentially).
The text explains that in modern analysis, an asymptotic filter helps categorize these growth rates. It introduces several notations to compare quantities, emphasizing the differences in usage between standard and analytic number theory.
Additionally, it highlights that while asymptotic notation has algebraic properties similar to standard order relations, it lacks a concise set of axioms, largely due to cultural differences between analysis and algebra. Nonstandard analysis offers an alternative approach, simplifying the treatment of quantifiers and providing an algebraic structure to orders of infinity that resembles vector spaces. This approach facilitates certain proofs and computations, although it also leads to challenges in extracting explicit constants from the notation.
The discussion also touches on the completeness of nonstandard orders of infinity, noting that they maintain properties similar to the completeness of real numbers, even for open intervals. Overall, the text advocates for the benefits of using nonstandard analysis in understanding and manipulating orders of infinity in mathematical contexts.
58.Extending a Language – Writing Powerful Macros in Scheme(Extending a Language – Writing Powerful Macros in Scheme)
Summary of "Extending a Language — Writing Powerful Macros in Scheme"
This document serves as a tutorial for writing macros in the Scheme programming language, presented during the BOB2023 conference. It emphasizes the power and utility of macros in Scheme, which, unlike simpler macro systems in languages like C, can create robust and seamless abstractions.
Key Sections:
-
Introduction: The tutorial introduces the macro system in Scheme, highlighting its hygiene feature that prevents naming conflicts and allows for cleaner code.
-
Prerequisites:
- Users need to install Chez Scheme, GNU Emacs, Org mode, Geiser, and Paredit for an effective development environment.
-
Scheme Overview: Scheme is a Lisp dialect known for its clear semantics, functional programming capabilities, and powerful macros, following the R6RS standard.
-
Basic Macros:
- Examples include creating a macro for incrementing a variable and a tracing version of the named
let
form for debugging.
- Examples include creating a macro for incrementing a variable and a tracing version of the named
-
Syntax Objects and Macros: The document explains how to construct and destruct syntax objects, and illustrates the use of
syntax-rules
for defining macros. -
Hygiene in Macros: It discusses how Scheme's hygienic macros avoid naming conflicts, allowing for reliable code behavior regardless of variable names.
-
Advanced Topics: The tutorial also touches on complex topics like phasing, extensions, and creating advanced macros, such as an LR(1) parser generator.
-
Exercises: The document concludes with exercises to practice the concepts covered.
The tutorial is designed to be interactive and can be used alongside Emacs for hands-on experience. For additional resources, readers are directed to an online version and a GitHub repository for the interactive document.
59.A Hyper-Catalan Series Solution to Polynomial Equations, and the Geode(A Hyper-Catalan Series Solution to Polynomial Equations, and the Geode)
The text discusses mathematical concepts related to Catalan numbers and hyper-Catalan numbers, which count different ways to subdivide polygons into triangles, quadrilaterals, and other shapes. It highlights that the generating series for these numbers can be expressed as solutions to polynomial equations, extending beyond traditional methods used for solving polynomials of degree four or lower.
Key points include:
- Catalan Numbers: Count polygon subdivisions into triangles.
- Hyper-Catalan Numbers: Count subdivisions into various shapes and have a generating series that solves a specific polynomial equation.
- Historical Context: The text reviews historical developments in solving polynomial equations, dating back to the Babylonians and covering significant mathematicians and their contributions.
- New Approach: It proposes a new geometric polynomial formula that can solve polynomial equations of all degrees, suggesting the use of power series instead of traditional radical solutions.
- Geode Array: A notable structure that encodes hyper-Catalan numbers and reveals deeper combinatorial geometry.
- Research Connections: The paper connects modern research to the history of polynomial equations and combinatorial geometry, emphasizing the importance of both fields.
Overall, it aims to provide a fresh perspective on solving polynomials while connecting them to combinatorial structures in mathematics.
60.The complicated business of electing a Doge(The complicated business of electing a Doge)
The election of the Doge of Venice was a complex process that lasted for over 500 years. It started when an official would pray at St. Mark's Basilica and select a boy from the piazza to help with the election. Here’s how it worked:
- Initial Selection: A boy would randomly choose 30 members from Venice's grand families to form an electoral group.
- Narrowing Down: The group would then be reduced through a series of lotteries:
- From 30, they went to 9 electors.
- Those 9 nominated 40 candidates.
- The 40 were narrowed to 12, then to 25, and again to 9.
- Finally, the 9 elected 45 members, who were then reduced to 11.
- Final Decision: The 11 selected 41 members who would vote on the final candidates. A candidate needed at least 25 votes from these 41 to win.
This complicated election process ensured a thorough selection, culminating in the crowning of the Doge, who traditionally celebrated by throwing gold coins to the crowd.
61.Cyborg cicadas play Pachelbel's Canon(Cyborg cicadas play Pachelbel's Canon)
Japanese scientists at the University of Tsukuba have created cyborg cicadas that can "play" Pachelbel's Canon. These insect-computer hybrids could potentially be used to send emergency alerts in the future.
The researchers built on previous work with cyborg insects, which began in the 1990s. They implanted electrodes into male cicadas, specifically the Graptosaltria nigrofuscata species, which allowed them to control the cicadas' sound-producing muscles. This species was chosen because it is larger and easier to work with.
By sending electrical signals to the cicadas, the team was able to make them produce musical notes across a range of pitches and ultimately play recognizable tunes. The experiments were safe for the cicadas, and they showed varying reactions, from wanting to escape to allowing the researchers to use their bodies for the project.
62.Metagenomics test saves woman's sight after mystery infection(Metagenomics test saves woman's sight after mystery infection)
A 29-year-old doctor named Ellie Irwin from Bristol had her eyesight saved thanks to a new test called metagenomics. For five years, she suffered from persistent inflammation in her right eye, causing blurred vision and leading her to consider having her eye removed. Standard treatments failed, and it was only after a doctor suggested the advanced metagenomics test that she was diagnosed with a rare bacterial infection from swimming in the Amazon River in South America.
The metagenomics test works by analyzing a sample from the body to identify all possible bacteria, fungi, or parasites, unlike traditional methods that might miss rare infections. After receiving treatment with antibiotics, Ellie's vision improved significantly. This innovative testing method is expected to become more common and accessible in the future, potentially changing how infections are diagnosed and treated. Ellie's successful treatment has allowed her to focus on her career and personal life, including her recent wedding.
63.Show HN: Free, in-browser PDF editor(Show HN: Free, in-browser PDF editor)
Breeze PDF Summary:
Breeze PDF is a free PDF editor that operates directly in your web browser without requiring any uploads, ensuring complete privacy. Here are the key features:
- Edit Offline: Works in your browser, so your files never leave your computer.
- Add Text and Images: Easily insert text and images (JPG, PNG) into your PDFs.
- Sign Documents: Digitally sign PDFs by drawing, typing, or uploading a signature.
- Create Fillable Forms: Add interactive text fields for forms.
- Merge and Delete Pages: Combine multiple PDFs or remove unwanted pages.
- Password Protection: Secure sensitive documents with strong passwords.
Privacy Assurance: All editing is done locally in your browser, keeping your documents confidential.
FAQs:
- Is it free? Yes, completely free with no hidden costs.
- Do I need to install anything? No installation required; just use a modern browser.
- Can I use it on mobile? It's best on desktop but can be used on mobile devices.
- Are there file size limits? No strict limits, but performance may depend on your device's capabilities.
Get Started: You can start using Breeze PDF right now for a private and easy PDF editing experience.
64.Pascal for Small Machines(Pascal for Small Machines)
The text provides an overview of a website dedicated to the programming language Pascal and its various implementations, primarily influenced by Professor Niklaus Wirth and his colleagues. Key points include:
- The site features information on different Pascal compilers and systems, including UCSD Pascal, Turbo Pascal, FreePascal, and others, along with related programming tools and resources.
- Users can find historical context and developments related to Pascal, including compilers like Pascal-M, and details about influential figures such as Edsger Dijkstra and Per Brinch Hansen.
- There is a timeline highlighting the author’s experiences with Pascal over the years, from the 1970s through to 2010, detailing significant milestones in Pascal's evolution.
- The website offers a variety of resources, including articles, scanned books, and source code related to Pascal programming, as well as discussions on education and validation of Pascal standards.
Overall, the site serves as a comprehensive resource for anyone interested in the Pascal programming language and its history.
65.Why I Am Not Going to Buy a Computer (1987) [pdf](Why I Am Not Going to Buy a Computer (1987) [pdf])
In "Why I Am Not Going To Buy A Computer," Wendell Berry explains his choice to avoid computers and maintain a low-tech approach to his work as a farmer and writer. He primarily uses horses for farming and writes by hand, relying on a typewriter that has served him well for decades. Berry values this method because it allows him to limit his dependence on energy corporations and technology, which he believes contribute to environmental degradation.
He argues that using a computer would compromise his principles as a writer who critiques the exploitation of nature. He prefers tools that are economical, energy-efficient, and that do not disrupt personal relationships, such as his collaboration with his wife, who types and edits his work.
Berry expresses skepticism about the notion that computers improve writing quality, stating that he sees no evidence to support this claim. He sets strict criteria for any new technology he might consider, emphasizing that it should be cheaper, smaller, more efficient, and repairable by an ordinary person. He believes that many existing technologies, including computers, do not meet these standards and instead contribute to societal and environmental issues.
In response to critics who advocate for computers, Berry highlights that his choice is a deliberate moral stance aimed at reducing consumption and environmental harm. He challenges the idea that technology is inherently beneficial and suggests that people should focus on reducing their reliance on harmful technologies rather than blindly adopting new ones. Ultimately, he advocates for a more thoughtful and responsible approach to technology use.
66.Product Purgatory: When they love it but still don't buy(Product Purgatory: When they love it but still don't buy)
Summary of "Product Purgatory: When They Love It But Still Don’t Buy"
In this article, Jason Cohen discusses the concept of "Product Purgatory," where potential customers express interest in a product but still do not make a purchase. This often happens because, despite positive feedback, the product does not fit into the customer's immediate priorities or comes with perceived risks that outweigh its value.
Key points include:
-
Positive Feedback vs. Purchase Intent: Customers may say nice things about a product but still hesitate to buy. This creates a trap for founders who seek validation.
-
The Magic Wand Test: Even if a product could be implemented effortlessly and at no cost, customers may still decline due to concerns about risks, disruptions, and the unknowns of new technology.
-
Urgency and Prioritization: Customers typically have a limited number of top priorities. If your product isn’t urgent or critical compared to those priorities, it’s unlikely to be purchased.
-
Identifying Urgency: To move past Product Purgatory, sellers should focus on identifying customers for whom the product is urgent. Key drivers can include regulatory compliance, competitive pressure, or financial constraints.
-
Targeted Marketing: Companies should narrow their target market to those who both need the product and need it now. This can involve leveraging specific conditions or emergencies that create urgency.
-
Broader Market Potential: While the ideal customer segment may seem small, there are often many others who will still find the product valuable enough to buy.
In conclusion, to escape Product Purgatory, understanding customer urgency and refining the target market is essential for successful sales.
67.Anyon_e: A highly integrated, high end, open source laptop(Anyon_e: A highly integrated, high end, open source laptop)
Summary:
The Anyon E, also known as anyon_e, is a high-end, open-source laptop designed to challenge the idea that technology can only be either repairable and open or integrated and closed.
Key Features:
- Motherboard: RK3588 SoC, with USB-C and USB3.1 Gen 1 support.
- Power: Powered by an ESP32-S3 controller and a 60Wh lithium-ion battery.
- Peripherals: Includes a wireless mechanical keyboard and a glass-topped multi-touch trackpad.
- Display: Features a 4K AMOLED 13.3" screen.
- Build: Made from anodized aluminum with a CNC chassis.
The project is supported by Phillips Exeter Academy's Science Department, and it reflects the spirit of knowledge and goodness. The term "anyon" refers to a type of exotic particle in physics, symbolizing the laptop's unique integration of technology.
68.Professors Staffed a Fake Company with AI Agents, Guess What Happened?(Professors Staffed a Fake Company with AI Agents, Guess What Happened?)
Researchers at Carnegie Mellon University conducted an experiment where they created a fake software company staffed entirely with AI agents from companies like Google, OpenAI, and Meta. The aim was to see how well these AI models could perform typical tasks in a real work environment.
The results of the experiment, called TheAgentCompany, were disappointing. The best-performing AI, Anthropic's Claude 3.5 Sonnet, completed only 24% of its tasks. Other models performed even worse, with one finishing just 1.7% of assignments. The AI agents struggled due to a lack of common sense, poor social skills, and difficulties navigating the internet, often leading to mistakes in their work.
Overall, the study showed that while AI can handle some simple tasks, it is not yet capable of managing the complex jobs that humans do. Therefore, concerns about AI taking over jobs soon are unfounded, as current AI technology is still far from being able to replace human workers effectively.
69.The Speed of VITs and CNNs(The Speed of VITs and CNNs)
Summary: On the Speed of ViTs and CNNs
In computer vision, two main architectures are used: Convolutional Neural Networks (CNNs) and Vision Transformers (ViTs). CNNs analyze images by sliding over them, while ViTs divide images into patches and apply self-attention to these patches. There is a belief that ViTs are not efficient at higher resolutions due to their quadratic self-attention mechanism. However, the author argues that ViTs actually perform well at resolutions up to 1024x1024 pixels, which is sufficient for most applications.
The author conducted benchmarks comparing ViTs and CNNs on various GPUs and found that:
- ViTs can efficiently handle resolutions up to 1024x1024 pixels.
- They are often faster than CNNs, especially on modern GPUs.
- ViTs are generally more memory-efficient than CNNs.
The article emphasizes that higher resolutions are often unnecessary for tasks like natural image processing, suggesting that lower resolutions (e.g., 224px² for natural images) are often adequate. It also discusses the importance of model capacity, which is affected by resolution and can impact performance.
Additionally, the concept of local attention is introduced, where images are split into non-overlapping windows to improve efficiency without compromising quality. This approach has been effectively implemented in recent ViT models.
Overall, the author encourages users to choose the architecture that best fits their needs while also recognizing the strengths of ViTs in speed and efficiency.
70.Load-Store Conflicts(Load-Store Conflicts)
The text discusses the performance of a geometry compression algorithm used in mesh data processing, specifically focusing on the decoding of index buffers. Key points include:
-
Geometry Compression: The algorithm aims to take advantage of redundancies in mesh data to achieve high decoding throughput, targeting several gigabytes per second.
-
Index Decoder Performance Variance: Recent performance fluctuations across different compilers have been observed, primarily due to microarchitectural details that affect load-store operations.
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Edge FIFO Structure: The algorithm uses an edge FIFO (First In, First Out) structure to manage triangle edges efficiently during decoding. This structure helps reduce the number of redundant data accesses.
-
Compiler Differences: The performance of the decoder varies significantly between different compiler versions, with clang-20 achieving 6.6 GB/s and gcc-14 outperforming it at 7.5 GB/s. However, gcc-15 introduced a regression, dropping performance to 4.8 GB/s.
-
Store-to-Load Forwarding: This is a critical feature that allows a load instruction to access data from a store buffer instead of waiting for the data to reach cache. Issues arise when the architecture cannot efficiently forward data due to conflicting store operations.
-
Apple CPU Performance: The decoder performs exceptionally well on Apple M4 processors due to their efficient handling of load-store operations, achieving 9.8 GB/s with the latest compiler optimizations.
-
Conclusion: The text emphasizes the importance of understanding compiler behavior and microarchitectural details to optimize performance, particularly regarding store-load conflicts. The findings highlight that performance can dramatically change with different compiler versions and settings.
71.TLA+ creator Leslie Lamport: 'Programmers need abstractions'(TLA+ creator Leslie Lamport: 'Programmers need abstractions')
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72.Beyond the 1 MB barrier in DOS(Beyond the 1 MB barrier in DOS)
No summary available.
73.Side-Effects Are the Complexity Iceberg [video] (2024)(Side-Effects Are the Complexity Iceberg [video] (2024))
It seems there isn't any text provided to summarize. Please share the text you would like me to summarize, and I'll be happy to help!
74.A visual feast of galaxies, from infrared to X-ray(A visual feast of galaxies, from infrared to X-ray)
No summary available.
75.Gorgeous-GRUB: collection of decent community-made GRUB themes(Gorgeous-GRUB: collection of decent community-made GRUB themes)
Summary
The text introduces various community-created GRUB themes that enhance the bootloader's appearance before starting your operating system. Many themes are scattered across different websites, making it hard to find quality options. The author aims to highlight some well-made themes that include custom backgrounds, fonts, and colors.
Customization is easy; you can change backgrounds, layout, and colors quickly. Helpful links are provided for downloading files, guides for tweaking GRUB, and a script to cycle backgrounds automatically.
Users are encouraged to rate themes on Pling or star their repositories on GitHub to help others find quality designs. A list of various themes is included, showcasing a mix of styles and inspirations.
76.We fell out of love with Next.js and back in love with Ruby on Rails(We fell out of love with Next.js and back in love with Ruby on Rails)
Summary of the Alexandria Release Series - Part 1
This article is the first in a series about Hardcover's transition from Next.js to Ruby on Rails for their Alexandria release. The author shares their experiences and lessons learned during this migration.
Key Points:
-
Migration Overview: Hardcover moved its codebase from Next.js to Ruby on Rails, seeking a more efficient and effective architecture for their application.
-
Reasons for the Move:
- Initially, Next.js seemed ideal for SEO and JavaScript support, but performance issues and high hosting costs led to dissatisfaction.
- The application became slower as more users joined, and the costs of using Next.js and serverless architecture skyrocketed.
-
Challenges with Next.js:
- Difficulties with caching and unpredictable billing.
- Slow development speeds, making it hard for new team members to work efficiently.
-
Choosing Ruby on Rails:
- The author, with a strong background in Rails, explored alternatives and found that Ruby on Rails with Inertia.js could meet their needs for server-side rendering (SSR) and direct database connections.
-
Inertia.js:
- Inertia.js was chosen for its performance and compatibility with Rails, allowing for a seamless integration of React on the front end while maintaining Rails' backend strength.
-
Implementation:
- The new architecture allows for efficient data rendering and caching, leading to faster page loads and improved user experience.
-
Early Results:
- After deploying the new system, there was an immediate improvement in Google's visibility and a significant increase in performance metrics, such as loading speed.
-
Future Steps:
- The team plans to fix bugs, enhance performance, and focus on marketing to attract more readers.
The next article will discuss moving from cloud services to a more traditional server setup. The author invites developers interested in contributing to join their Discord community as they prepare to open-source their project.
77.White House budget seeks to end SLS, Orion, and Lunar Gateway programs(White House budget seeks to end SLS, Orion, and Lunar Gateway programs)
The White House has proposed a budget for fiscal year 2026 that significantly impacts NASA. Key points include:
- NASA's budget is set to be reduced by 25%, from $25 billion to $18.8 billion.
- Major cuts include $2.265 billion from space science and $1.161 billion from Earth science, with the Mars Sample Return mission being canceled.
- The budget proposes to terminate the Space Launch System (SLS) rocket and Orion spacecraft after two more flights (Artemis II and III) due to high costs (SLS costs $4 billion per launch and is 140% over budget).
- Instead, NASA will look to replace these programs with more cost-effective commercial rockets and spacecraft.
- While lunar exploration funding will increase to over $7 billion, there will be cuts to the International Space Station's activities.
- Congress may challenge some of these proposed cuts, especially to science programs and the space station.
Overall, the budget aims to refocus NASA on lunar and Mars exploration while reducing expenses and shifting to commercial partnerships.
78.Show HN: I taught AI to commentate Pong in real time(Show HN: I taught AI to commentate Pong in real time)
Summary of xPong
xPong is a new twist on the classic Pong game that incorporates live commentary generated by a language model (LLM). The idea has been in development for five years, and recent advancements in technology now make it possible to implement this feature effectively.
Key Features:
- Live Commentary: The game includes three layers of commentary: an opening segment with a scorecard, in-game updates for each ball, and a closing summary. Two AI commentators interact with each other and the audience.
- Tournament Simulation: The game simulates 15 years of tournaments with 60 events, culminating in a World Championship Final between the top two players.
- AI Mechanics: Two AIs play against each other in Pong, with varied reaction times and shot speeds. The game tracks important events and generates insights based on historical data.
Installation Instructions:
- Create and activate a virtual environment.
- Install Python dependencies using
pip3 install -r requirements.txt
. - Obtain an API key from OpenAI and store it in a
.env
file. - Ensure you have a Chromium-based browser.
- Run the game with
python3 main.py
, using options to cache data or skip opening commentary if desired.
License:
The code is licensed under the MIT License, and sound effects are sourced from SoundReality and OpenAI.
Overall, xPong aims to enhance the gaming experience by integrating advanced commentary, making it more engaging for players.
79.I decided to pay off a school’s lunch debt(I decided to pay off a school’s lunch debt)
The text discusses the issue of school lunch debt in Utah, highlighting the emotional and social implications for children who face public humiliation when their hot lunches are replaced with cold sandwiches due to unpaid debts. The author shares their personal journey of discovering this issue and feeling compelled to take action after learning about the significant amount of lunch debt across schools—$2.8 million statewide, with $88,000 just in their local district.
After initially paying off $835 in debt at a specific school, the author started the Utah Lunch Debt Relief Foundation, which has since raised over $50,000 and eliminated lunch debt at 12 schools. They emphasize the need for both immediate financial relief for children and systemic change to prevent such debt from accruing in the first place.
The author reflects on the complexities of advocacy, questioning whether addressing immediate needs detracts from pursuing long-term solutions. They believe that both approaches can coexist and that their efforts have even led to legislative change, including a new law making reduced-price lunches free and banning lunch shaming. Ultimately, the author stresses the importance of ensuring that children can eat without shame and advocates for a world where no child faces this issue.
80.Numerical Linear Algebra Class in Julia TUM(Numerical Linear Algebra Class in Julia TUM)
The course "Numerical Linear Algebra for Computational Science and Information Engineering" consists of 18 lectures focusing on both theory and practical applications. Each lecture includes theoretical content, homework problems, and often coding assignments in the Julia programming language.
Here’s a brief overview of the topics covered in the lectures:
- Introduction to the course.
- Basics of linear algebra.
- Introduction to Julia programming.
- Floating-point arithmetic and error analysis.
- Direct methods for solving dense linear systems.
- Sparse data structures and basic linear algebra operations.
- Direct methods for sparse linear systems.
- Orthogonalization and least-squares problems.
- Basic iterative methods for linear systems.
- Basic iterative methods for eigenvalue problems.
- Locally optimal block preconditioned conjugate gradient methods.
- Arnoldi and Lanczos procedures.
- Krylov subspace methods for linear systems.
- Multigrid methods.
- Preconditioned iterative methods.
- Restarted Krylov subspace methods.
- Elements of randomized numerical linear algebra.
- Introduction to communication-avoiding algorithms.
- Matrix function evaluation.
Additional notes and resources are also provided for further study.
81.Brian Eno's Theory of Democracy(Brian Eno's Theory of Democracy)
Summary of Brian Eno's Theory of Democracy
Brian Eno does not have a formal theory of democracy, but his ideas about art provide valuable insights into how democracy should function. His thoughts resonate with political scientist Adam Przeworski's theory that democracy works when political parties accept their losses in elections because they believe they might win again in the future. This idea emphasizes that democracy can be stable if everyone has shared expectations about power transfer.
Eno contrasts classical music composition, which is rigid and fixed, with more flexible forms of music that allow for variety and adaptation. He suggests that democracy, like experimental music, should focus on generating variety and responding to changes in society rather than adhering strictly to predetermined rules.
Current political systems often operate under static assumptions, which can lead to instability. Eno’s perspective encourages a dynamic approach to democracy that accounts for diversity and adaptability, suggesting that successful organizations should harness individual differences and adapt to their environment.
This approach implies that democratic systems should not only enforce stability but also allow for exploration and innovation. In practice, this means continually adjusting to new challenges and perspectives to maintain a healthy democratic process. The goal is to foster a system that values diverse ideas and solutions while ensuring that democracy remains intact and functional.
In conclusion, Eno's ideas advocate for a more flexible, adaptive understanding of democracy, encouraging a balance between stability and variety to navigate complex social dynamics effectively.
82.SpaceX pushed "sniper" theory with the feds far more than is publicly known(SpaceX pushed "sniper" theory with the feds far more than is publicly known)
In September 2016, SpaceX experienced a significant failure with the Amos-6 satellite when a Falcon 9 rocket exploded during a static fire test. This incident was alarming, as it marked SpaceX's second rocket failure in just over a year, raising concerns among NASA and other stakeholders about the company's reliability.
The explosion was unexpected and resulted from a ruptured helium tank inside the rocket's upper stage. SpaceX initially explored various theories to explain the failure, including a "sniper" theory suggesting that an external shooter might have caused the rupture. This idea was supported by some circumstantial evidence, such as a flash seen near a building owned by SpaceX's competitor, United Launch Alliance (ULA). However, investigations, including those by the FBI, concluded that there was no evidence of sabotage.
Ultimately, the failure was attributed to SpaceX's rapid fueling process, which overheated the helium tanks due to rushed operations. This incident prompted significant scrutiny from NASA, especially since SpaceX had proposed a controversial new method of fueling rockets with crew on board.
Despite the setback from the Amos-6 failure, SpaceX quickly recovered and went on to surpass ULA in rocket launches, demonstrating resilience and growth in the commercial space industry.
83.How Complex Systems Fail(How Complex Systems Fail)
No summary available.
84.Bethesda Thinks Fan Remaster of Oblivion Is 'Very Special' and Supports It(Bethesda Thinks Fan Remaster of Oblivion Is 'Very Special' and Supports It)
Bethesda has expressed strong support for the fan-made mod Skyblivion, which aims to recreate the classic RPG The Elder Scrolls IV: Oblivion using the Skyrim engine. This comes after the recent release of an official remaster of Oblivion. In a developer spotlight video, Dan Lee, a long-time Bethesda employee, praised Skyblivion, stating that he is excited to see the mod's interpretation of the original game. The Skyblivion team thanked Bethesda for their support and for sending them copies of the remaster. This positive interaction highlights Bethesda's openness towards fan projects, contrasting with the more restrictive approaches of other companies like Nintendo and Take-Two. Overall, it’s a great time for fans of Oblivion.
85.Ask HN: Hackathons feel fake now(Ask HN: Hackathons feel fake now)
No summary available.
86.The US has approved CRISPR pigs for food(The US has approved CRISPR pigs for food)
The U.S. has approved genetically modified pigs that are resistant to a virus called porcine reproductive and respiratory syndrome (PRRS), a major threat to pig farming. Developed by British company Genus using CRISPR gene editing, these pigs are expected to enter the food market soon. This approval marks a significant step as it's one of the first gene-edited animals approved for consumption in the U.S., following a lengthy regulatory process for similar products in the past.
The pigs have been engineered to lack a receptor that allows the PRRS virus to infect them, making them nearly immune to over 99% of virus types. This advancement could save the pork industry significant financial losses, estimated at over $300 million annually in the U.S. alone.
The project is seen as a more ethical application of gene editing compared to controversial human experiments. Following approval, Genus plans to seek additional approvals in major export markets like Mexico, Canada, Japan, and China before their pork products hit U.S. shelves. They do not anticipate needing to label the pork as bioengineered.
In summary, these CRISPR pigs could revolutionize pork production by preventing disease and potentially changing how genetically modified animals are viewed in the food industry.
87.Predictions from the METR AI scaling graph are based on a flawed premise(Predictions from the METR AI scaling graph are based on a flawed premise)
No summary available.
88.In kids, EEG monitoring of consciousness safely reduces anesthetic use(In kids, EEG monitoring of consciousness safely reduces anesthetic use)
A clinical trial in Japan involving over 170 children aged 1 to 6 showed that monitoring brain waves with an electroencephalogram (EEG) can help anesthesiologists reduce the amount of sevoflurane anesthesia needed during surgery. This method led to quicker recoveries, fewer instances of post-operative delirium, and improved overall outcomes for the young patients.
In the study, children monitored with EEG required only 2% sevoflurane to maintain unconsciousness, compared to the standard 5%. They also emerged from anesthesia and had breathing tubes removed significantly earlier than those on standard dosing. The trial found that children receiving EEG-guided anesthesia experienced less post-operative agitation; 21% showed signs of delirium compared to 35% in the control group.
The study suggests that using EEG to guide anesthesia dosing can enhance patient care and reduce healthcare costs by minimizing recovery time. It also highlights the environmental benefits of using less sevoflurane, a potent greenhouse gas. The findings indicate that training anesthesiologists to read EEGs can be integrated into their education.
89.Space Invaders on your wrist: the glory years of Casio video game watches(Space Invaders on your wrist: the glory years of Casio video game watches)
Casio revolutionized watches in the 1980s by integrating games into their designs, moving beyond traditional timekeeping. One notable example is the Casio GD-8 Car Race watch, which featured a racing game on a small LCD screen. Many schoolchildren, including the author, cherished these watches, often getting them confiscated in class.
Casio began making digital watches in the 1970s, but by the late '70s, they sought new ways to attract buyers, leading to multifunctional watches. Inspired by the popularity of arcade games like Space Invaders, Casio launched the CA-90 in 1981, blending gaming with timekeeping.
The success of the CA-90 spurred the creation of numerous game watches throughout the early '80s, featuring simple games like racing, shooting, and platformers. However, as technology advanced, the popularity of game watches declined, especially after the launch of the Nintendo Game Boy in 1989.
Today, these vintage game watches are highly sought after by collectors, sometimes fetching hundreds or even thousands of dollars. Recent collaborations, like Timex's Space Invaders watches and Casio's Pac-Man collection, show that the nostalgic appeal of these gaming timepieces remains strong. The author expresses a personal desire to find their old Casio watch, as it represents a cherished connection to their childhood.
90.Critical Program Reading (1975) [video](Critical Program Reading (1975) [video])
It seems that there is no text provided for summarization. Please provide the text you would like me to summarize, and I will be happy to help!
91.Run LLMs on Apple Neural Engine (ANE)(Run LLMs on Apple Neural Engine (ANE))
Summary of ANEMLL Project
ANEMLL (pronounced "animal") is an open-source initiative aimed at making it easier to run Large Language Models (LLMs) on tensor processors, specifically the Apple Neural Engine (ANE).
Key Goals:
- Create an open-source pipeline for converting and using LLMs on ANE.
- Enable on-device inference for privacy and security in low-power applications.
- Focus on autonomous applications that do not need internet connectivity.
Main Features in Version 0.3.0 Alpha:
- LLM Conversion Tools: Scripts to convert models from Hugging Face weights.
- Swift Reference Implementation: Optimized code for Swift applications.
- Python Sample Code: Includes basic and advanced chat interfaces.
- iOS/macOS Sample Applications: Ready-to-use apps for testing.
- ANEMLL-BENCH: Tool for benchmarking performance and optimizing models.
Current Model Support:
- Supports LLaMA models including variants of DeepSeek and DeepHermes.
- Future updates will expand model support.
Installation Requirements:
- Requires macOS with ANE and at least 16GB RAM.
- Python 3.9 and Xcode command line tools must be installed.
Installation Steps:
- Create a virtual environment.
- Install required packages.
- Ensure Xcode and coremlcompiler are set up correctly.
Community Participation:
- Contributions are welcome, and users can share their projects using ANEMLL.
- For updates, visit the Hugging Face repository or follow @anemll on social media.
Contact and Resources:
- For questions, contact [email protected].
- More information and resources can be found on the ANEMLL website and GitHub page.
License: ANEMLL is licensed under the MIT License.
92.DuckDB is probably the most important geospatial software of the last decade(DuckDB is probably the most important geospatial software of the last decade)
Summary:
DuckDB is a significant geospatial software that has made it easier for more people to work with geospatial data. At the recent Cloud-Native Geospatial conference, attendees discussed how to increase engagement with geo data across different industries.
DuckDB's spatial extension, released in late 2023, has simplified the process of using geospatial tools. Instead of needing to install multiple software packages, users can now start with just a couple of commands: "install spatial" and "load spatial." This ease of use has opened up geospatial work to casual users who may have found the previous setup too complicated.
The success of projects like the Overture Maps Foundation may be partly due to DuckDB's spatial extension. The extension integrates various geospatial tools and formats, allowing users to work seamlessly without worrying about complex dependencies.
Overall, DuckDB's approach has expanded the geospatial ecosystem, making it more accessible to a wider audience.
93.Google Gemini has the worst LLM API(Google Gemini has the worst LLM API)
Google's Gemini offers some of the most advanced AI models, including competitive coding and reasoning capabilities, long context handling, and multimodal features. However, it suffers from a poor developer experience due to several issues:
-
API Confusion: The Gemini API is split between Vertex AI and Google AI Studio, which have different functionalities. This can be frustrating for startups that need to use both.
-
Documentation Problems: The documentation is inadequate and often outdated, making it hard to know what features are available for each platform.
-
Authentication Issues: The Vertex AI SDK lacks standard API key authentication, complicating the setup for developers.
-
Fine-Tuning Limitations: Fine-tuned models can't be easily accessed through the official TypeScript SDK, requiring developers to use workarounds.
-
Complex Caching: The prefix caching system is cumbersome and not user-friendly, making it difficult to manage efficiently.
Despite these challenges, Gemini's models are cost-effective for long-context and multimodal applications. Developers are advised to start with Vertex AI while also integrating with Google AI Studio and using third-party routers, like Vercel AI SDK, to navigate the complexities.
94.Visualising home sun exposure with Rhino(Visualising home sun exposure with Rhino)
No summary available.
95.NZ airport to remove Hobbit-themed eagle sculptures(NZ airport to remove Hobbit-themed eagle sculptures)
Wellington Airport in New Zealand will remove its Hobbit-themed eagle sculptures after more than a decade of welcoming visitors. The eagles, which are inspired by JRR Tolkien's works and were created by Wētā Workshop, will be taken down to make room for a new exhibit. Each eagle weighs 1.2 tonnes and has a wingspan of 15 meters. They were installed in 2013 during the release of The Hobbit films. Although the eagles will be stored with no long-term plans for them, Smaug the dragon from The Hobbit will remain on display at the airport. The airport plans to introduce a new locally themed exhibit later this year.
96.I built a pixel art editor after playing Octopath Traveler II(I built a pixel art editor after playing Octopath Traveler II)
No summary available.
97.Elvish – Scripting language and interactive shell(Elvish – Scripting language and interactive shell)
Elvish Overview
Elvish is a versatile tool that combines features of a powerful scripting language and an interactive shell. It can run on Linux, BSD, macOS, and Windows as a standalone program. Currently, it is in the pre-1.0 stage, meaning there may be some changes in the future, but it is stable enough for use in scripts and interactive sessions.
Documentation
User documentation is available on the Elvish website (elv.sh), which includes installation guides, tutorials, and reference materials. Development documentation can be found in the ./docs folder.
Licensing
- Most Elvish source files are licensed under the BSD 2-clause license.
- Some files in the pkg/diff and pkg/rpc directories use the BSD 3-clause license due to their origin from Go's source code.
- Files in pkg/persistent follow the EPL 1.0 license, as they are partially derived from Clojure's source code.
- Files in pkg/md/spec are licensed under Creative Commons CC-BY-SA 4.0, based on the CommonMark specification.
98.pdfCropMargins – auto-detect and cut PDF margins for small-screen reading(pdfCropMargins – auto-detect and cut PDF margins for small-screen reading)
Summary of pdfCropMargins
pdfCropMargins is a command-line tool designed to automatically crop the margins of PDF files, making them easier to read by increasing the font size on pages. It offers more features than a similar Perl script, pdfcrop.
Key Features:
- Detects and crops margins based on user-defined percentages.
- Can create uniform page sizes across a document.
- Compatible with Linux, Windows, Cygwin, and macOS.
- Optional graphical user interface (GUI) for interactive cropping.
- Handles noisy scanned PDFs by analyzing page images.
- Includes an 'undo' feature and can automatically preview the output.
- Preserves document information and works with encrypted PDFs.
- Can repair corrupted PDF files using Ghostscript.
Installation:
- The easiest way to install is via pip. Additional tools like pdftoppm or Ghostscript may be required for some features.
- Installation instructions vary for Linux and Windows, including necessary commands for setting up the environment.
Usage:
- The program can be run from the command line or through the GUI.
- Users can customize cropping options using various command-line arguments, such as percentage of margins to retain or specific page selections.
- The GUI allows for fine-tuning cropping settings interactively.
Updates: Recent versions have added features like centered text options and more control over uniform cropping settings.
Documentation: A comprehensive help command is available to explore all functionalities and options of the program.
License: The program is free under the GNU GPL license, version 3 or later.
99.Mines: A simple mine puzzle game inspired by classic minesweeper(Mines: A simple mine puzzle game inspired by classic minesweeper)
No summary available.
100.Redis is open source again(Redis is open source again)
Redis is now open source once more.