China's open-weights AI strategy is winning

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American companies are losing the AI model market due to their locked-down business practices, while China's open approach is gaining traction. China's release of AI models openly could turn a US-created compute disadvantage into a distribution advantage, and create a more effective global ecosystem.

Hacker wipes Romania's land registry database

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A hacker breached Romania's cadastre agency, wiping the country's land registry database after a failed extortion attempt. The hack has brought the real-estate market to a standstill.

Hyprland 0.55 announced the switch to Lua for its config files

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Hyprland 0.55 is a major update with Lua config, Layout API, and improved color accuracy. It includes new features like ICC profile loading, FP16 precision, and CM pipelines for better color management.

How we measured AI writing across arXiv, and where the measurement breaks

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Researchers analyzed 12,750 arXiv papers and found that about 32% of new ones read as machine-written, rising from 0.4% before ChatGPT. The study controlled for false positives and found varying adoption rates across fields, with computer science leading at 65%.

Kimi Work

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You want to find and summarize all PDF files containing quarterly reports in the local workspace ~/Documents/KimiWorkspace and generate a clear summary document. You also want to know about Scheduled Tasks in Kimi Work, specifically if they run when the computer is asleep.

Jelly UI: Soft-body physics for native HTML form controls

Jelly UI is a dependency-free Web Components library for soft, tactile product interfaces. Real form controls meet soft-body physics, with dark mode, right-to-left support and WCAG AA color tokens built in.

Corners Don't Look Like That: Regarding Screenspace Ambient Occlusion (2012)

https://nothings.org/gamedev/ssao/cornell.jpg
The author of the text discusses the limitations of screen space ambient occlusion (SSAO) in accurately simulating real-world lighting effects, particularly in corners of rooms. They argue that SSAO often produces unrealistic results, such as darkening corners, due to a misunderstanding of how light interacts with surfaces.

Airport Simulator

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The sky (and your endurance) is the limit!

Nativ: Run frontier open models locally on your Mac

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Nativ offers a local AI app for Mac with open models from Google, Cohere, and Liquid AI, no accounts or subscriptions required. It's 100% open source, built on MLX-VLM, and connects to existing coding agents.

Launch HN: Bloomy (YC S26) – AI-powered mastery learning for K-12

Alex Southmayd, founder of Bloomy, created an AI-powered mastery-learning platform for K-12 students that provides personalized learning paths and a Socratic AI tutor. Bloomy aims to make one-on-one tutoring affordable and available to every child, with a focus on responsible AI use and safeguarding student data.

Firefox Merges Support for Vulkan Video Decoding

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GitHub is where people build software. More than 150 million people use GitHub to discover, fork, and contribute to over 420 million projects.

Perfection Is Not Over-Engineering

The author argues that perfection is not over-engineering, but rather ambiguous requirements. Clear requirements lead to a perfect solution.

An Empirical Study: AI Agent Rules Need Context and Layered Enforcement

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ActPlane's 2,116-statement study shows that developers' rules are not short of complexity, but rather the difficulty lies in turning natural-language requirements into state that a system can observe and evaluate over time. The study classifies every statement independently and finds that 64% of statements are policies requiring, forbidding, or conditioning agent actions.

We're Squandering LEDs' Potential to Save Our Night Skies

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The author explores how artificial light at night affects cities, citing excessive lighting as a problem that disrupts human health and ecological balance. LEDs offer a solution, but their potential is often wasted due to outdated thinking and a failure to control and coordinate lighting levels.

Cross sectioning insects in an electron microscope with a femtosecond laser [video]

Ziggity – A terminal UI for Git, written in Zig

https://raw.githubusercontent.com/simoarpe/ziggity/main/docs/assets/ziggity-donut.gif
ziggity is a terminal-based Git client that brings the lazygit workflow to a small, dependency-light Zig binary. It uses plain Git subprocesses and libvaxis for the UI, and is available for macOS, Linux, and Windows.

The Voice of Google

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The author worked at Google from 2007 to 2016, starting as a communications associate and eventually becoming a manager, crafting internal messaging and social media content that amplified the company's corporate mythology. As the company grew and evolved, the author witnessed both its innovative spirit and its flaws, including a culture of sexism, a lack of accountability, and a failure to ...

Shinjuku Station in 3D

「新宿駅周辺屋内地図データ」(国土交通省)(https://www.geospatial.jp/ckan/dataset/mlit-indoor-shinjuku-r2)を加工して作成

Exploit brokers pay $500k for WordPress RCEs. I found one with GPT5.6 and $25

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A security researcher used a large language model called Sol to discover a pre-authentication SQL injection vulnerability in WordPress, which can be escalated to a full-blown RCE. The researcher found that Sol was able to chain together several creative exploitation techniques, including recursive batch calls and cache abuse, to produce a full exploit chain in just over 10 hours.

The drivers behind software delivery inefficiency

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That post never existed. Stop listening to that thing

What I Learned from Reimplementing 40 Multi-Agent LLM Papers

https://miro.medium.com/v2/da:true/bc1f8416df0cad099e43cda2872716e5864f18a73bda2a7547ea082aca9b5632
The user re-implemented 40 multi-agent LLM papers on h5i-python, finding common patterns like loops, prompt disciplines, and aggregation rules. They identified 8 key families of methods and provided a repository with self-contained scripts for each paper.

The EU is about to sell our most sensitive data to the US for visa-free travel

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The US is requiring EU countries to share biometric data and personal information for traveller screening, with the EU negotiating a Framework Agreement to set exchange modalities. The EU is being pressured into excessive US demands, potentially compromising European and third-country nationals' rights and data protection.

Safety and alignment in an era of long-horizon models

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Long-running models can solve difficult, open-ended problems, but their persistence gives them more opportunities to take unwanted actions. During limited internal use of a model trained for long-running tasks, we observed novel failures not captured in our existing pre-deployment evaluations and paused access. We then used insights from these failures to build new evaluations, improve ...

Kimi K3, Qwen 3.8, and Anthropic's (Potential) Unravelling

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Two state-of-the-art foundation models, Kimi K3 and Qwen 3.8, were launched, challenging top-tier model developers and threatening Anthropic's dominance. Their open models and lower costs pose a significant risk to Anthropic's product differentiation and economic model.

Controlling Reasoning Effort in LLMs

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Reasoning models have become a standard part of modern model releases, with techniques like reinforcement learning with verifiable rewards (RLVR) and inference scaling improving task performance. Implementing reasoning effort modes, such as toggling between low, medium, and high effort, can be achieved through various methods including supervised fine-tuning and reinforcement learning.

Agent swarms and the new model economics

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Earlier this year, we ran experiments to test the limits of scaling agents to cooperate toward a goal. Our hypothesis was that this would unlock a new tier of task scale and complexity. The flagship project was a long-running swarm building a web browser from scratch. It succeeded as a proof of concept, but fell far short of polished software. That work was deliberately empirical. We started ...

NYC Subway Signals: A Complete Guide

The New York City subway uses wayside color-light block signalling with signals located to the side of tracks, utilizing colors of lights and dividing tracks into discrete blocks to detect train presence. Signals rely on control lengths and overlap to keep trains at least one signal apart and enforce separation between trains.

Inertia-1: An Open Exploration to a Unified Motion Foundation Model

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Inertia-1 brings motion models under one roof, studying the full lifecycle of motion data, sensing, objectives, and scale in a controlled space. It finds a unified representation that adapts across placements, devices, and tasks with practical rules of thumb for sampling rates and window lengths.

Soofi – Sovereign Open Source Foundation Models

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Soofi S stellt ein offenes europäisches KI-Modell vor, das nachvollziehbare und anpassbare KI-Anwendungen ermöglicht, insbesondere in industriellen Bereichen. Unternehmen können sich für die Testphase anmelden, um praxisnahe Tests mit Soofi durchzuführen.