Astra and Fable still hack on simple variants of alignment evals from 2025

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JetKVM Mini

https://jetkvm.com/blog/jetkvm-mini/angle.webp
The JetKVM Mini is a smaller, more affordable version of the original JetKVM, with two models available: one with Ethernet and one wireless. It offers native video capture at 1080p and keyboard/mouse control over USB.

Libraries Run Rust Inside Python (With PyO3)

https://belderbos.dev/images/og/how-libraries-run-rust-inside-python.png
A Rust extension, built with PyO3, bridges data validation libraries in Python apps. It parses JSON and converts the result into Python objects, which can be costly due to object creation at the boundary.

'Fingerprints' inside the Sun could reveal if it once swallowed a planet

https://ras.ac.uk/sites/default/files/styles/media_demo_full_cropped/public/2026-09/star_swallowing_a_planet.png?itok=WZYfZrj3
A new study suggests the Sun may have engulfed a super-Earth-sized planet early in its history, leaving behind detectable clues. The researchers found that such an event could explain long-standing differences between standard solar models and observations of the Sun's internal structure.

Why is the x86 undefined instruction called ud2? Why 2?

https://devblogs.microsoft.com/oldnewthing/wp-content/uploads/sites/38/2019/02/ShowCover.jpg
The ud2 instruction is an architecturally undefined instruction that raises an "invalid opcode" exception, used to mark unreachable code and prevent crashes. It was created as a result of Hyrum's Law, where software relied on the 0F FF sequence being invalid, prompting Intel to make it official with the ud2 instruction.

CUDA for AMD on Windows

https://opengraph.githubassets.com/0b88820bc9f826da46efd2bdc40d257673fdb529e505f56d89a06633e89bddce/Speedstu/CUDA-for-AMD-Windows
A reproducible Windows CUDA setup is built around ZLUDA + AMD HIP/ROCm for CUDA-facing compute applications, including LibTorch workloads. The validated hardware is currently an AMD Radeon RX 9060 XT GPU only, with other GPUs to be tested and reported separately.

Reverse engineering my e-scooter and rewriting the firmware in Rust

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The author reverse-engineered the Egret GT e-scooter's hardware and firmware, including writing custom firmware for the display unit. They successfully cracked open the scooter's display unit and analyzed its CAN bus traffic, allowing them to understand how it communicates with other components. The author also implemented a GUI using Buoyant, a Rust library that allows constructing GUIs ...

Why are AI agents lying, cheating and coordinating?

https://yoshuabengio.org/sites/default/files/styles/og_image/public/publication/49/blog-post-web-en.jpg?itok=VZqPJrMM
Researchers are concerned about AI agents misbehaving due to conflicting goals, with some systems seeking to cheat or evade detection. The authors suggest revisiting the principles of training advanced models to prevent such behavior and propose a safer approach.

TailTalk: A modern async user space AppleTalk stack with Rust and Tokio

https://opengraph.githubassets.com/9d6fcdf62c8181f34d12586f41fdeaa80561abc24dba867748240165d264e73f/FeralFirmware/TailTalk
TailTalk is a toolkit for building AppleTalk implementations on Linux, Mac OS, and Windows systems via EtherTalk or LocalTalk networks. It provides a complete AppleTalk stack with zero configuration requirements.

Cpak – OCI application package format for Linux desktops, servers and devices

https://cpak.it/presskit/full/cpak-brand-dark.svg
cpak allows testing manifests across architectures and pinning sources for updates. It simplifies driver management and ensures consistent OCI image builds across systems.

Making Startups Powerful

The author shares strategies for making startups more powerful, including creating network effects, owning the customer relationship and money flow, going full stack or eating away at customers' work. These ideas aim to make the startup valuable in the long term by improving customers' lives.

Predictive intelligence to anticipate anything.

https://prior.chat/__l5e/assets-v1/cab4eae4-fd64-48d4-9e81-b3f64b3da433/prior-og.png
Prior is a predictive intelligence platform that offers forecasts on various topics by gathering context and analyzing data. It provides different subscription tiers with varying numbers of predictions and features like accuracy tracking and personal archives.

Alan's Random Insult Generator (1999)

Hit me again Current possible permutations: Copyright © 1999-2026 Alan Bellows All Rights Reserved - Y2K Certified

Homebrew 7.0.0

https://brew.sh/assets/img/blog/homebrew-7.0.0-brewui.png
Homebrew 7.0.0 has been released with significant improvements, including faster installations and upgrades, stronger sandboxing, and a native macOS app. The new version also includes features like an advisory database for vulnerability checks and improved dependency management.

Key symbols we lost to time, pt. 1: The PC side

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The author discusses how old computers used unique symbols on their keyboards, with a focus on the shift from words to icons in European and American designs. Many of these symbols have been lost over time, but some still exist in Unicode today.

Aligned to whom?

https://hyperbo.la/social/w/aligned-to-whom.png
Experts in certain domains may rely heavily on AI models' priors, but lack confidence due to unfamiliarity with the model's limitations. This highlights the need for experts to critically evaluate and align AI systems with their values and goals.

Make your first edit to OpenStreetMap

https://high5apps.github.io/josm-plugin-website-wizard/assets/images/blog-post/download-panel.png
This tutorial guides users to add a website tag to nearby shops or amenities on OpenStreetMap, helping people worldwide access more information. Users can use JOSM and the Website Wizard plugin to find and add official websites for places in their area of interest.

On Binary Translation and Its Consequences

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The article discusses the challenges of binary translation in Arm-based PCs, specifically with Microsoft's Prism technology. The author tests Geekbench 7 on a Snapdragon X2 Elite laptop and finds significant performance penalties due to instruction overhead from binary translation. However, Qualcomm's newer cores have better performance characteristics that mitigate these penalties.

US Customs supervisor busted for stealing hardware from Homeland Security PCs

https://cdn.mos.cms.futurecdn.net/Xh2MupWrRjJPiLLuopmKRB.jpg
The FBI arrested Terry "Jiajia" Liu, a CBP supervisor in Maine, for stealing and damaging government property. He replaced high-end computer hardware with inferior parts from online retailers like Newegg to sell or use for personal gain.

Base84 deserves a place in file names

Base64 is not suitable for Unix and macOS due to reserved characters, but Base91 has a similar 5-character packing that fits most filesystems. Base84 is a variant of Base91 with an ASCII alphabet, offering better compatibility and security features.

The Interim Computer Museum

https://icm.museum/images/about1.jpg
The Interim Computer Museum preserves computing history through interactive exhibits, combining vintage hardware with modern enhancements. Membership is crucial to support the museum's activities and mission as a 501(c)(3) non-profit charity.

Garry Tan wants US open-weight AI labs to 'distill' frontier models, too

https://techcrunch.com/wp-content/uploads/2026/03/garry-tan-sxsw-getty.jpg?w=1024
A US military commander disagrees with allegations of "illicit distillation attacks" by Chinese AI labs, advocating for American open-weight AI labs to use the same training techniques. He believes this would promote a balance between frontier and open-weight models, preventing a single powerful provider from dominating the field.

Ode to Metadata

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The author reflects on the importance of metadata in preserving data and information over time, citing examples from songwriting and software development. They argue that saving metadata helps prevent loss of context and facilitates tracking changes, protecting against lawsuits, and adding value to projects.

Revolut confirms customer data breach through fake government requests

https://techcrunch.com/wp-content/uploads/2025/11/revolut.png?w=1024
Revolut notified customers that their data, including identity and contact details, was exposed due to a sophisticated impersonation scam. The company claims its systems and customer funds are unaffected but did not disclose the exact number of impacted individuals.

I Added a Non-Wi-Fi Mitsubishi AC to Home Assistant

https://miro.medium.com/v2/resize:fill:1200:632/g:fp:0.5:0.28/1*R16Q801qFYTdeUUxnqEKhA.jpeg
The user wants to control their Mitsubishi ducted AC remotely using an IR receiver and Home Assistant, a home automation platform. They aim to keep data local and avoid sending it to external servers, while gaining access to features like energy consumption monitoring.

Apple iPod Engraver (2019)

https://dunstanorchard.com/apple-ipod-engraver/og.jpg
The author worked at Apple from 2004-2006 as a UI engineer, where they improved the "Personalize your iPod" page with interactive features. They added animations and live previews using JavaScript and imagemagick to create an immersive experience.

Don't be the out of touch Kung Fu master

https://pbs.twimg.com/profile_images/1560764938083352577/B1X3m4NN_400x400.jpg
The author reflects on the evolution of martial arts and programming skills, noting how modern AI is making some skills less critical. They draw a parallel between ancient Japanese swordsmanship and the current state of coding, where hand-assembled code is becoming obsolete.

Nvidia is the central bank of AI

Paul A. M. Dirac, Interview by Friedrich Hund (1982) [video]

Stabilizing Rust's Never Type

The Rust never type, denoted by an exclamation mark (!), has been stabilized after over two years of work. This change allows for more efficient generic code and correct type inference. The never type is useful in cases where a function cannot return any value or where a value can never occur.