AI World Clocks

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A race condition in Aurora RDS

https://hightouch.com/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fpwmfmi47%2Fproduction%2F4dadaa8b93e8218c771acf2bd9b7b2124b9186a5-2048x938.webp&w=3840&q=75&dpl=dpl_E7GwXRfyynqoSoURfMzP8GereaG9
Hightouch experienced a failed Aurora RDS failover due to an internal AWS signaling issue, causing a brief writer advertisement and preventing the upgrade. The company learned the importance of good observability and preparedness for unexpected issues, and AWS has confirmed the bug and is working on a fix.

Manganese is Lyme disease's double-edge sword

https://news.northwestern.edu/assets/Stories/2025/11/burgdorferi__FitMaxWzk3MCw2NTBd.jpg
Scientists at Northwestern University and Uniformed Services University discovered that manganese is a double-edged sword in Lyme disease, both shielding and weakening the bacteria. Targeting manganese could lead to new therapeutic strategies for treating Lyme disease.

Structured Outputs on the Claude Developer Platform (API)

https://cdn.prod.website-files.com/6889473510b50328dbb70ae6/68c469d2d09b203c164ad8e6_og-claude-education.jpg
Claude Developer Platform now supports structured outputs in public beta for Sonnet 4.5 and Opus 4.1, ensuring API responses match specified JSON schemas. This feature eliminates parsing errors and failed tool calls, making Claude dependable for critical applications.

The disguised return of EU Chat Control

European Commission's revised "Chat Control 2.0" proposal has drawn warnings of sweeping new surveillance powers. Dr. Patrick Breyer calls it a "deceptive sleight of hand" that could compel all chat providers to monitor users.

All Praise to the Lunch Ladies

https://images.squarespace-cdn.com/content/v1/51bf0e35e4b010d205f86840/e5b1f2d8-a0d4-4ad2-9046-1ace3a80a4db/25-HC-BitterSoutherner-Cafeteria-0387-copy.jpg
The author's grandmother, Beulah Culpepper, was a cafeteria manager who provided nutritious meals to students in her rural town, often using government cheese and her own cooking skills. Her legacy lives on in modern-day school lunch workers who strive to provide healthy meals and community care despite funding cuts and bureaucratic challenges.

Show HN: Tiny Diffusion – A character-level text diffusion model from scratch

https://raw.githubusercontent.com/nathan-barry/tiny-diffusion/main/animations/animation.gif
A character-level language model is trained on Tiny Shakespeare with 10.7 million parameters, allowing local testing. The model can be trained from scratch or loaded from provided weights for text generation.

Minisforum Stuffs Entire Arm Homelab in the MS-R1

https://www.jeffgeerling.com/sites/default/files/images/minisforum-ms-r1-front.jpg
The Minisforum MS-R1 is a Linux-based Arm desktop with a 12-core CPU, Mali G720 iGPU, and 64GB RAM, but its performance is inconsistent and power consumption is high. It's a decent option for local AI and has expansion options, but its value is questionable at $500-600.

Awk Technical Notes (2023)

https://maximullaris.com/parameterized_goals1.png
AWK's design without a garbage collector allows for simple and fast implementation, but also restricts features like returning arrays from functions and naming built-in functions as variables. AWK's syntax is ad-hoc and flexible, but also prone to parsing complexities, which is a common trait among old programming languages that prioritize flexibility and human-like syntax.

Bitchat for Gaza – messaging without internet

https://updates.techforpalestine.org/content/images/size/w2000/2025/11/Bitchat-Blog-Graphic.png
Bitchat is a secure messaging app that connects phones via Bluetooth, allowing communication even without internet access. It's an Israel-proof alternative that protects users' private data and helps Palestinians stay connected during internet disruptions.

US Tech Market Treemap

Rectangle Area corresponds to live market capitalization. US Tech equities over ~$10B market cap. Performance overlays Loading live market data...

Incus-OS: Immutable Linux OS to run Incus as a hypervisor

https://linuxcontainers.org/static/img/containers.small.png
IncusOS is an immutable OS for running Incus securely and reliably, using UEFI Secure Boot and TPM for safe boot and full disk encryption. It's built on Debian 13 with custom Incus and kernel builds, ideal for infrastructure on Incus with guaranteed bit-for-bit software consistency.

RetailReady (YC W24) Is Hiring

https://bookface-images.s3.us-west-2.amazonaws.com/logos/6f80b4a48465bc260e00f9331c1aa38175ffced5.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=ASIAQC4NIECALSBC65RV%2F20251114%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20251114T171024Z&X-Amz-Expires=3600&X-Amz-Security-Token=IQoJb3JpZ2luX2VjEJ%2F%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLXdlc3QtMiJHMEUCIQCVEmd2l9m1yeVBQKiNSRwjiGvU82AxEkxWN%2F%2F4IAMvIAIgdnXqCgFuvX9dtEg6iyqGHou5m4tAWP%2BIy9ra9J%2F2IvUq5QMIZxAAGgwwMDYyMDE4MTEwNzIiDHPE9XthwmlNlCb7UirCA23I1DWgG3jmm0VAwshloWpVv0rvFB3WUicnEKuGmcq8a%2BQrYM7iC%2F9%2B6ZZI188GFrZa5jibrJQOrY68XUpBRhzZONMgk3UbfyYiofLXanKVHLiuk9Dkytj3LyV0SmO1aIgn1r5QQ6xU1zpoyUvdbxgszcTQ3%2B8YHod9zmCllryiPb%2B0StvHGqwvpLtaLVmm5r28pXEvi%2FMzMBu6RbRTzz6P2fbYBGnh%2F55P69MEmDnKwvHJQcbX4yQNRD0Xe6q171lHVCpA8FzIFWcSFPMH1t6j0sIm03gAFscfPtMNeqBAKzVoQacJyDsB%2Fp%2FH9AOY2M08FWcFXCaWss24UOoqFLSHYegF9EgRDB1bjOlEgOmnIeRRJWQysIaaJQNLSGm9RP4JApxRlCmPuIp6AoBveqFc9xWFIRcIi7%2FOftxY7k%2FJUMOzaULuTC%2FP%2BrkPrvxkFXWBEJYE7YnSmt4RqVTqaQDswVxPGmsl%2BP6ZKZJbQ8S3EUIQJE4fYZ29rB72xNofY7xu6CEn3zS0U5WQStP9ZF0KH8A0cy05Zkk5tJtw0TUP56WOkjEaEt%2BcMbn5H13hv%2FaaGdC4rAoVGOqNAaiLdtuIjTDp9dzIBjqlAaP3tGQn9ZHHk%2B6wgZ3WS57jSy0qD9xXm04wrOUbVv7JR9aP6g6NUjjeztt3lr8iJmr2qjuXGOKOk%2BkjEiF8GHCpZAQDqw0rtBjEnalls2FzDQfuhC82LYxBk3WK8KC5iHLhZcl6LBTR1rj6VfWJIPbrbTeYxog53kb8lhV3AvSHCrPvKg7S7uFicSSVRHFS%2FEuEetS4iXlK4tu9kZkGJwgIxkhXyg%3D%3D&X-Amz-SignedHeaders=host&X-Amz-Signature=ae3dc80d4b7f9f5d92eee386d71c29f7caeb731fb32b31526edd69200de52dc0
RetailReady is hiring a Support Engineer in San Francisco to troubleshoot customer issues and automate compliance for retail supply chains. The role involves resolving customer problems, documenting bugs, and writing help articles to expand the AI support knowledge base.

AGI fantasy is a blocker to actual engineering

OpenAI's founders believe in building AGI, which they think will either flourish or destroy humanity, and justify massive resource consumption to achieve it. However, this approach fails on effectiveness, efficiency, and harm, and a more practical approach is to evaluate LLMs for specific problems with cost-benefit analysis.

Meeting notes between Forgejo and the Dutch government via Git commits

https://codeberg.org/.within.website/x/cmd/anubis/static/img/pensive.webp?cacheBuster=1.21.0
Anubis is a server protection system using Proof-of-Work to prevent aggressive website scraping. It requires modern JavaScript features and may be disabled by plugins like JShelter.

Honda: 2 years of ml vs 1 month of prompting - heres what we learned

https://www.levs.fyi/assets/blog/warranty_classification/radar_v1.png
A company's analytics department used SQL queries to classify warranty claims but struggled with semantics and nuance, leading to a major initiative to automate classification using supervised models. The team eventually matched the performance of their original supervised model using few-shot prompting with a large language model, Nova Lite, after refining the prompts through multiple iterations.

Magit manuals are available online again

https://opengraph.githubassets.com/a4cef0761aecb82e2e8a4eb462330ceccf5613a32dc84cd99314cb776f7f7e56/magit/magit/issues/5472
I'm just getting started with Magit, and it works in my Emacs, but I wanted to go over some tutorials from the webpage. magit.vc does not work currently.

GPG and Me (2015)

The author has a negative association with receiving GPG encrypted emails from strangers, feeling it's a sign they're part of a niche group that values privacy. The author believes GPG's design and legacy issues make it impractical for widespread use.

Show HN: Chirp – Local Windows dictation with ParakeetV3 no executable required

https://opengraph.githubassets.com/b72b8ad5a07c7445cd2afea0bc0251acb9b5feb6b666c9a9bb66876ea066f7ae/Whamp/chirp
Chirp is a Windows dictation app that runs fully locally using ParakeetV3 STT and is managed end-to-end with uv. Chirp does not require the ability to run executable files (like .exe) on Windows. It was designed so that if you're allowed to run Python on your machine, you can run Chirp. ParakeetV3 has indistinguishable accuracy from Whisper-large-V3 (multilingual WER 4.91 vs 5.05) but is ...

Winamp clone in Swift for macOS

https://raw.githubusercontent.com/mgreenwood1001/winamp/main/fullscreen.png
A native macOS application that recreates the classic Winamp experience for playing MP3 and FLAC audio files. If you enjoy using Winamp macOS and would like to support its development, consider buying me a coffee:

Being poor vs. being broke

Being poor is not just a matter of being broke, it's a constant struggle with no relief in sight, where every dollar counts and mistakes are catastrophic. Folks who haven't experienced poverty often offer advice that's helpful for being broke, but not for being poor.

EDE: Small and Fast Desktop Environment (2014)

https://edeproject.org/v2/sitemedia/img/main.png
EDE is small desktop environment built to be responsive, light in resource usage and to have familiar look and feel. It runs on Linux, *BSD, Solaris, Minix, Zaurus and even on XBox.

Linear Algebra Explains Why Some Words Are Effectively Untranslatable

https://aethermug.com/assets/posts/linear-algebra-explains-why-some-words-are-effectively-untranslatable/vackground-com-7K1_uSnNoy4-unsplash.jpg
A modest mathematical framing of language

Operating Margins

The operating margin of companies varies greatly by category, with highly regulated monopolies like Toll Road Operators and Stock Exchanges achieving unusually high margins of 49%. Other high-margin categories include Beverages, Tool Manufacturers, and Banks, while low-margin categories include Semiconductors and Utility Companies.

Germany to ban Huawei from future 6G network

https://assets.bwbx.io/images/users/iqjWHBFdfxIU/iaQPNsTSxWoc/v1/-1x-1.webp
Bloomberg delivers business and financial information worldwide. German Chancellor Friedrich Merz excludes Chinese suppliers from future telecommunication networks for security reasons.

I think nobody wants AI in Firefox, Mozilla

https://i0.wp.com/manualdousuario.net/wp-content/uploads/2025/11/window-ai-firefox.png?resize=320%2C271&ssl=1
Mozilla is developing a built-in AI assistant called "Window AI" for Firefox, which will be opt-in and allow users to control its use. However, the feature has received negative reactions from some users who prefer an AI-free browsing experience.

'No One Lives Forever' turns 25 and you still can't buy it legitimately

https://www.techdirt.com/wp-content/uploads/2024/03/ctrl-alt-speech-logo.png
The New York Mets pay Bobby Bonilla $1.2 million annually from 2011 to 2035 due to a deferred payment schedule. The game No One Lives Forever remains unavailable due to unclear ownership rights among Warner Bros, Activision, and 20th Century Fox.

Scientists Produce Powerhouse Pigment Behind Octopus Camouflage

https://today.ucsd.edu/img/beb-giving-bug-desktop.png
Scientists at UC San Diego developed a new method to produce large amounts of color-changing xanthommatin pigment in a lab. This breakthrough could lead to new materials and cosmetics, such as photoelectronic devices, thermal coatings, and natural sunscreens.

Show HN: Dumbass Business Ideas

Receive notifications alerting you that you'll receive a notification soon. Then get a notification confirming you got the notification. Phone buzzes 500 times per day. Drives you insane. Can't disable it. $10/month.

Nvidia is gearing up to sell servers instead of just GPUs and components

https://cdn.mos.cms.futurecdn.net/iW8XU6BHtKpxAmtGpNNbf.jpg
Nvidia plans to ship fully assembled Level-10 compute trays to partners, reducing their design work but trimming their margins. This move would shift partners from system designers to integrators, installers, and support providers.