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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.

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

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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 ...

Ars Astronomica – English translations of rare Hebrew and Latin astronomy texts

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A scholarly imprint has produced English translations of historical Hebrew and Latin works in astronomy, cosmology, and natural philosophy, making them accessible to readers. The translations aim for fluent, readable modern English while preserving the authors' meaning, argument, and tone.

Neutrino-1 8B

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Neutrino-1 8B is a 3.88 GB decoder-only transformer model that uses a proprietary ternary-family weight format, allowing it to decode at faster rates than a 16 GB fp16 artifact. It ships as a single public repository with native binaries, GGUF pack, and MLX pack, under the Apache License 2.0.

Benchmarking Opus 5 on SlopCodeBench

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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, ...

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.

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.

RTX 2080 Ti Memory Upgrade to 22 GB

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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.

PyTorch: A Reference Language

PyTorch plays a dual role as both the reference language and the implementation language, allowing for verification of correctness between the two. This approach enables explicit control over performance-critical operations and verification of correctness through a separate verifier.

Why copper still rules the motherboard trace

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Copper still dominates motherboard traces. See how conductivity, skin effect, and dielectric loss together shape PCIe 6.0 and DDR5 signal integrity today. In the hierarchy of materials science, copper occupies a specific niche that has made it indispensable to the electronics industry for decades. When evaluating the architecture of a high-speed motherboard, the choice of conductor material ...

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.

Programming Languages Are Authoring Tools for Platforms

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The success of a programming language depends not on its technical features, but on its ability to create a platform that attracts developers and users, and its alignment with the needs of the job market and industry. A language's value lies not in its computational power, but in its ability to facilitate the creation of complementary goods, such as applications and content, that make the ...

Kimi K3 Now Available via Telnyx Inference API

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Kimi K3, a 2.8-trillion-parameter model, is now available on Telnyx Inference API with native vision capabilities and a 1M-token context window. It competes with closed-source models from Anthropic and OpenAI on coding, reasoning, and agentic knowledge work benchmarks.

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

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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.

EYG: A Programming Language for Humans

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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.

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.

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.

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.

Ray tracing massive amounts of animated geometry using tetrahedral cages

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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.

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 ...

Some combinatorial applications of spacefilling curves

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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.

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.

An Uncomplicated Man – A review of The Odyssey, directed by Christopher Nolan

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The reviewer criticizes Christopher Nolan's film adaptation of Homer's Odyssey, calling it a "maximalist" and "muddled" spectacle that fails to deliver on its big ideas and character development. The film's values and vision are also inconsistent, contradicting those of the original poem and presenting a simplistic and didactic view of morality.

Securing Services with Rootless Containers

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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.

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.

A Dying Art: The last of the morticians

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Anthony Saldivar, a mortician, participates in a Restorative Art Technical Showcase in Chicago, where contestants must restore a decomposing human head within three hours. The showcase highlights the decline of restorative art due to changing funeral industry trends and consumer preferences towards cremation and closed caskets.

The age of token efficiency, the age of libraries

The author discusses how AI is changing the software development industry, making it harder to trust code generated by AI and increasing the risk of bugs. They propose that developers should focus on their core purpose and delegate tasks to AI, using professionally maintained libraries that are legible to agents to minimize the risk of bugs.

How real are real numbers? (2004)

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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.

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.