Our position on open-weights models

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The author of Anthropic does not support banning open-weights models, but instead advocates for keeping powerful chips out of authoritarian hands and requiring safety testing of all capable models. The author's primary concern is authoritarian governments building more powerful AI models than the US, and their secondary concern is powerful AI models being misused for cyberattacks or biological attacks.

Using an open model feels surprisingly good

User set up own inference endpoint with opencode, feeling a sense of freedom and ownership over their data. This experience was unexpected and refreshing, like breaking free from dependencies on other providers.

Benchmarking Opus 5 on SlopCodeBench

https://raw.githubusercontent.com/humanlayer/advanced-context-engineering-for-coding-agents/main/images/scb-title-card.png
The user tested three Claude models (Opus 5, Sonnet 5, and Opus 4.8) on SlopCodeBench, a new benchmark that evaluates code quality over time, and found that none of them could maintain a codebase without increasing complexity. The user believes that SlopCodeBench gives a signal that today's models can't be relied on to run lights-off without steering for real-shaped software engineering work, ...

A $500 RL fine-tune of a 9B open model beat frontier models on catalog review

https://fermisense.com/when-machines-take-the-wheel/og.png?v=2
Companies that adopt AI-first strategies and fine-tune open-source models with reinforcement learning see significant gains in productivity and revenue, with some experiencing revenue growth of over 200% between 2022 and 2025. By training models on proprietary data and workflows, companies can achieve better performance and cost savings than using general-purpose frontier models, with some ...

Astronauts describe persistent 'observer' sensation after 6 month missions

https://spacedaily.com/wp-content/uploads/2026/06/astronauts-returning-from-six-month-miss.jpg
Astronauts returning from long space missions experience a strange perceptual aftereffect, feeling like they're watching their lives from outside. This sensation, known as the observer effect, can last weeks or months and is a result of their brain recalibrating to life on Earth after time in microgravity.

RTX 2080 Ti Memory Upgrade to 22 GB

https://gpusolutions.net/wp-content/uploads/2026/02/AMD.webp
We upgrade the RTX 2080 Ti's VRAM to 22 GB by replacing original memory modules with higher-density parts. The upgrade takes 12 days and comes with a 90-day warranty, but costs depend on memory module availability.

DConf 2026 in London

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DConf speakers include experts in compiler technology, AI, and game development, presenting on topics such as LLMs, agentic tools, and 3D graphics engines. The event features a mix of experienced professionals and students contributing to the D programming language and ecosystem.

Watching Go's new garbage collector move through the heap

Go 1.26's new garbage collector, Green Tea, improves performance by reducing cache misses and increasing speed, but its impact on L3 cache is initially misleading. By analyzing L1 cache metrics, we see that Green Tea reduces L1 cache misses and improves overall performance, but Go still struggles with memory fragmentation due to its non-moving collector.

EYG: A Programming Language for Humans

https://crowdhailer.me/2026-06-08/a-programming-language-for-humans/humans.jpg
EYG is a statically typed functional programming language designed for "makers" who want to automate tasks without needing to master complex programming concepts. It aims to remove category 2 problems, such as deployment and runtime issues, and provide a more user-friendly experience for building reliable and sharable programs.

Show HN: Yap – OSS on-device voice dictation for macOS with no model to download

https://raw.githubusercontent.com/FrigadeHQ/yap/main/assets/yap-icon.png
Yap is a macOS voice-to-text tool that uses Apple's built-in SpeechAnalyzer and SpeechTranscriber APIs for on-device streaming speech to text. It's a lightweight, open-source app with no model to download, no API key required, and no audio leaving the machine.

C/C++ projects packaged for Zig

You can package C/C++ projects for the Zig build system by adding a dependency on Zig and removing dependencies on other build tools, showcasing a build.zig file for the project. To contribute a repository, follow a checklist including using a permissive license, packaging the original project without extra Zig-specific stuff, adding a CI job, and having interest in occasional maintainership work.

Three Theses on the Literacy Crisis

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The author argues that the current literacy crisis is a moral panic fueled by misconceptions about the decline of reading, and that literacy is a complex, contextual, and multifaceted practice that cannot be reduced to a single score or definition. The author proposes reframing the debate to focus on the institutional, curricular, and disciplinary conditions that shape literacy, and to ...

The Burau representation of the braid group is faithful for n = 4

https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png
Researchers Tara E Brendle and others prove the Burau representation of the classical braid group is faithful for n = 4. This result also implies the Jones representation of the braid group is faithful for n = 4.

Self-contained highly-portable Python distributions

This project creates self-contained Python distributions that can run on any system with minimal dependencies. The distributions can be customized and repackaged by downstream tools like PyOxidizer and PyOxy, which add functionality to the Python interpreter.

Launch HN: Rise Reforming (YC S26) – Turning Waste Gases into Valuable Chemicals

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Rise Reforming converts biogas from wastewater, farms, and landfills into valuable chemicals, reducing reliance on fossil fuels and supply chains. Their technology fits in a shipping container, allowing for rapid deployment and production of chemicals like DME, methanol, and DMC.

Securing Services with Rootless Containers

https://blog.coderspirit.xyz/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=v1.25.0
The website uses Anubis to protect against aggressive AI scraping, which adds a Proof-of-Work load to make scraping more expensive. Users with plugins like JShelter need to disable them for this domain to access resources.

Glue bonds to nonstick surfaces and wipes clean with ethanol

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Researchers developed a small-molecule glue called CyclicFP-fmoc that bonds strongly to nonstick surfaces and can be easily removed with ethanol. The adhesive combines high strength, ductility, and washability, making it reusable and recyclable.

Ray tracing massive amounts of animated geometry using tetrahedral cages

https://gpuopen.com/images/rt_massive_workflow_v2.aZxpk6Oo.jpg
Researchers at AMD developed a method to efficiently animate massive amounts of geometry using tetrahedral cages. This approach decouples animation cost from triangle count, allowing for real-time rendering of complex scenes with many animated objects.

Netflix employee fired for sharing personal details in retreat trust exercise

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Kevin Baillie, a Netflix executive, was fired after revealing he took medically prescribed ketamine during a work retreat, sparking an investigation. He's suing the company, claiming a culture of alcohol-fueled behavior was encouraged by CEO Jeff Shapiro, who was often seen drinking at work events.

A missing underscore sent innocent man to prison for 18 months

https://cdn.arstechnica.net/wp-content/uploads/2026/07/GettyImages-2170708705-640x427.jpg
A Nova Scotia man, Brandon Klayme, was wrongly convicted of child sex abuse charges due to a single underscore mistake in a username. The mistake led police to Klayme instead of the actual perpetrator, and he was acquitted after an appeal in 2024.

Some combinatorial applications of spacefilling curves

https://www2.isye.gatech.edu/~jjb/research/mow/sfc-tour.gif
A spacefilling curve is a continuous mapping from a lower-dimensional space into a higher-dimensional one, useful for solving the Travelling Salesman's Tour problem. The spacefilling curve heuristic (SFC) is fast, parallelizable, and does not need explicit distances between points, but may produce solutions 25% longer than optimum.

How real are real numbers? (2004)

https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png
The discussion focuses on mathematical and physical arguments against continuity and in favor of discreteness, particularly Emile Borel's ideas. This is from a paper by Gregory J. Chaitin.

Show HN: Trylle – The Next-Gen Git Platform for Modern Teams

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Trylle is a git platform with pull requests, stacked branches, inline review, issues, releases, and GitHub-compatible Actions. It allows teams to migrate repositories from GitHub and manage workflows in one product.

Vehicle Motion Cues

To reduce motion sickness while riding in a car, turn on Vehicle Motion Cues on iPhone by tapping the option and selecting settings. This feature displays animated dots on the screen to represent vehicle movement.

Paged Out #9 [pdf]

Paged Out! magazine Issue #9 is now available with over 70 items, articles, and artwork, and the editorial team is working on Issue #10 with a call for papers deadline of September 30, 2026. The magazine is also introducing a Patreon page to support its financial goals and making past issues available for purchase through Lulu.com.

UpCodes (YC S17) is hiring remote AE's to help make buildings cheaper

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We’re looking for talented and motivated people who can help us build easy-to-use compliance and product research tools. Learn about our culture and explore open positions.

The computer that helped win World War II

https://spectrum.ieee.org/media-library/black-and-white-image-of-two-women-operating-a-wall-sized-1940s-computer.jpg?id=67520993&width=1200&height=750
In 1941, British codebreakers discovered a new German encryption system called Tunny, which was more advanced than Enigma, and they built a machine called Colossus to break the code. Colossus, the world's first large-scale programmable electronic digital computer, was built by engineer Tommy Flowers and helped the Allies decipher encrypted messages, saving countless lives and shortening World War II.

Exploiting Volvo/Eicher's fleet platform to gain control over all users/vehicles

https://eaton-works.com/cdn-cgi/imagedelivery/VwwCqBIYNXeyNQwEQ8uyVQ/b7d7e95c-3a3d-48e6-3162-cdd3c5299800/full
A vulnerability was found in My Eicher's APIs, allowing hackers to gain high-level access and account takeover, potentially controlling hundreds of vehicles. The vulnerability was discovered in 2025 and fixed in November 2025, but not before exposing sensitive data of 275k vehicles and 115k customers.

Judge Rejects Google's Attempt to DMCA Its Way Out of Being Scraped

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A judge has dismissed Google's lawsuit against SerpAPI, a company that scrapes Google's search results, citing that Google's "SearchGuard" measure is not designed to protect copyrighted content. The court ruled that Google's claims under the DMCA are subject to dismissal as they do not effectively control access to a copyrighted work.

Show HN: FeyNoBg – Automatic background removal model and training library

https://usefeyn.com/blog/feynobg/showcase/bikes-original.webp
FeyNoBg is a state-of-the-art model for automatic background removal that outperforms or closely matches the best published results on eight benchmarks. It's based on BiRefNet and uses a library called NoBg for training and running the model.