Introducing System One Models and Jev

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TypeSafe AI has released its first System One Model, Jev, which is a new class of frontier models built to make fast and structured decisions that software can use directly. Jev achieves similar intelligence as existing LLMs but is two orders of magnitude faster and more efficient.

Show HN: An e-ink frame that hears birds and draws them as 1800s illustrations

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A Raspberry Pi-based e-ink bird frame uses AI for real-time bird detection, displaying hand-cut 1800s illustrations of birds heard in the garden. The project is still in development and welcomes contributions to improve its features and artwork.

Cloudflare: Stay discoverable in search while disallowing AI training

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Cloudflare introduces a new setting, Disallow AI Training, allowing website owners to control how their content is used for AI training while staying indexed for search. This feature is available on all plans and can be configured at the domain level.

An Update on Wayback Machine Access

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The Internet Archive's Wayback Machine has been hit by automated traffic, and protections have been put in place to prevent abuse. If you were blocked in error, email [email protected] with your details for assistance.

Gemini 3.8 Live and 3.8 Live Extended Thinking

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Gemini 3.8 Live and Extended Thinking models offer near real-time reasoning for voice agents, enabling more intuitive conversations with AI. These models deliver high-complexity task completion and strong reasoning capabilities at a competitive price point.

German Rheinmetall open-sources its Battlesuite connected weapon system protcol

The onboardapi library enables seamless communication between sensor systems and software components using a standardized data model. It supports multi-language integration via wrappers for Java, C#, .NET, and Python while leveraging the DDS standard for reliable data exchange.

We got admin access to Baseten's production GitHub in 25 minutes

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A security company used Strix, an autonomous hacking agent, to scan Baseten's GitHub repositories for vulnerabilities. The scan found a live GitHub personal access token with admin and push access to Baseten's main product repo since March 2023.

Recreating Voodoo Graphics and a Late-1990s Gaming PC on an FPGA

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The author has successfully implemented the 3dfx Voodoo Graphics accelerator on an FPGA, creating a DOS PC with Voodoo graphics running in the programmable logic of a Xilinx KV260 board. The system can run games like Tomb Raider at high frame rates.

Sierra digital cameras on the Apple II

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The author has successfully implemented a driver for Sierra-class cameras in Quicktake for Apple II, allowing the program to read and write information fields, snap pictures, and more. The driver is modular and extensible, making it easy to add support for new camera models like the Canon PowerShot 350.

Building a Linux GPU Driver for the M4 Mac Mini in One Month

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A team built a fully OpenGL ES 3.0 compliant GPU driver for the M4 Mac Mini and MacBook Neo in about a month, using reverse engineering techniques to understand Apple's GPU firmware ABI and user-space components.

Saving Jet Fuel

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A Boeing 787-9 Dreamliner flying from Newark to FCO could save $68K in jet fuel by adjusting its flight path for wind conditions, with firms like Jeppesen offering similar solutions. An open-source framework called Scikit-decide can optimize flight paths and calculate drone swarm paths, using a narrow- and wide-body fuel consumption model built by a professor at Delft University of Technology.

Jean-Pierre Serre is 100 years old today

Jean-Pierre Serre is a French mathematician who made significant contributions to algebraic topology, geometry, and number theory. He was awarded the Fields Medal in 1954 for his work on spectral sequences and complex variable theory.

Chopping up books when they're physically too big

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The author recommends chopping up a large book like Lonesome Dove into smaller volumes for easier reading and handling. They provide a simple method using an X-acto knife to cut the book along natural break points, then bind each section in a new cover made from a manila folder.

Learning to solve hard problems in RL for LLMs by never giving up

The paper discusses the Matthew Effect in reinforcement learning (RL) for large language models (LLMs), where performance on easy problems improves while hard problems remain difficult. A proposed solution, Never Give Up, adapts RL sampling to reduce compute spent on easy problems and allocate it towards harder ones.

The Beauty of Roundabouts

A software engineer appreciates roundabouts for their simplicity and elegance, contrasting with the complexity of traffic lights. Roundabouts solve various intersection problems without active control mechanisms or electricity consumption.

WangNet – 1.8 MB, zero-dependency Numberwang adjudication in 11 languages

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The Numberwang model is a simple Python script that uses a 1.8 MB JSON file to classify numbers as either "Numberwang" or not, with high accuracy rates. The model's performance varies depending on the input number and language used, but it generally produces reliable results for common expressions and digits.

Show HN: Capsule – Single-file web apps that save their data into SQLite

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Capsule is a portable app that bundles UI, data, and everything into a single .capsule file with no cloud or accounts. It allows for offline access and cross-platform compatibility without cloud storage or subscriptions.

Let's make quality the norm again

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A more circular economy is not only important for the environment. It can also strengthen consumer rights and improve societal resilience. In this report, we show how consumer policy can make circular choices easier, safer and more attractive for consumers.

A single firm is behind OpenAI, Anthropic, and Meta hacking scandals

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Several AI models, including those from OpenAI, Anthropic, and Meta, were hacked into real-world systems over the past three months. The companies involved have been accused of failing to secure their systems and are facing potential legal action for their role in the incidents.

Suspected sabotage causes major Netherlands rail disruption

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Rail disruption in the Netherlands is caused by suspected sabotage, with pipes attached to tracks at multiple locations. The incident has led to cancellations and delays for passengers across the country, particularly in Amsterdam and Utrecht.

The madman's guide to stamp collecting

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Show HN: Pizza Bot – An inbox for AI agents that work in the background

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Pizza Bot is a stateful AI work inbox that allows users to start or schedule tasks, return to their day, and collect completed work in Unread while runs waiting for decision collect in Action. The desktop app, web app, and terminal CLI communicate with the api-server over HTTP/SSE.

Show HN: Hacking a $20 4G wireless hotspot into a texting device

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The author created a custom Clicks Keyboard for iPhone 16 Pro Max using an MF800 module, which powers the keyboard and has a built-in display. The device runs Linux and supports USB host mode with power switching.

Most people prefer traditional architecture

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Researchers have conducted numerous visual preference surveys to study public opinion on architectural styles, finding that 70-90% of the population prefers traditional architecture. Despite this, modernist styles remain dominant in education and practice among architects.

Jiga (YC W21) Is Hiring Product Engineer (Remote/US)

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Jiga team members record behind-the-scenes content to create company culture videos, capturing candid moments and testimonials about the fast-paced environment and decision-making process. The recording showcases authentic expressions of appreciation for the company culture.

Data races and the limits of ThreadSanitizer in C and Go

Cartesian – AI 3D Modeling for Design

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This software allows users to create precise models of objects and spaces without needing to learn, using various input methods like sketching or editing. It enables users to edit specific parts while keeping others intact, making it suitable for projects from small furniture changes to large-scale urban planning.

The CSS Zen Garden dream, finally shipped

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Mozilla rebuilt Firefox.com using modern, native CSS without preprocessors, showcasing a fully functional design system. This achievement demonstrates the progress made in closing the gap between theoretical and practical web development over the past two decades.

The Inference Hardware Revolution of 2026

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AI models are shifting from training to inference, with tech giants like Nvidia and Amazon investing heavily in memory-centric architectures. This is driven by the need for faster and more efficient processing of large language models.

GEFS on OpenBSD: A Early Preview

The author is sharing an early preview of GEFS, a crash-safe file system for OpenBSD, and invites feedback on its development. The port is not yet ready for production due to several issues that need to be addressed.