maybe a good way for claude to switch to tokens instead of users is to have steps up each 5 users ... you can use the max flat payment, and then if you add 5 users scale up
I got used to non-ads ... shit, it's awesome that you can listen still, but commercials are non stop
A good way of thinking for startups: what you're not seeing, it's probably failing. Add sentry, crashlytics, anything to gain visibility. LLMs work great with more data.
Lucas Lain retweeted
People are missing the point of Ginux.
I didn’t create another kernel to compete with Linux. That is idiotic!
In fact I consider the code disposable. Think about that…
Ginux wasn’t the product. The development process was the experiment. The kernel was the evidence.
Could AI, directed by an experienced engineer, could build and validate an extraordinarily complex software system.
In just 11 days, I produced an independent kernel capable of booting Rocky Linux 10 with systemd.
That was the experiment. And while Ginux isn’t a complete Linux aligned kernel, the experiment is complete.
The research paper documents the methodology, results, and limitations.
Since publishing, people have started finding bugs and security issues. That’s fantastic! Independent review is exactly how complex software gets better.
There has already been an initial security review, and there’s a remediation plan sitting in context that I’m considering implementing.
So the question is, since the experiment is complete, do I even do anything further here?
Maybe there is an interesting experiment in measuring how efficiently human-directed AI can fix the problems external reviewers discover?
How much time does it take to reproduce an issue, identify the root cause, implement a fix, and validate the result? How much human intervention is actually required?
That’s potentially an even more interesting situation than the original 11-day experiment.
Because the real question was never whether AI could replace Linux. Even if it can replace some aspects of its functionality, it can’t replicate the community, standards, collaboration, alignment, or stability.
If you still believe that Ginux was designed to be a Linux replacement, you should read the actual paper.
zenodo.org/records/23682548
The creator of CentOS and Rocky Linux built a new OS kernel with AI in just 11 days.
It’s called Ginux, and it can already run selected Linux programs without the Linux kernel underneath.
Gregory Kurtzer guided the design while Codex wrote and tested around 139,000 lines of code.
Written mainly in Rust, Ginux has its own memory management, scheduler and networking. It even boots Rocky Linux 10 with systemd in a virtual machine.
It’s still an experimental prototype, with incomplete compatibility and hardware support. The code is open source under Apache 2.0.
Eleven days to get this far. Now comes the harder part of making it reliable.
Source: github.com/gmkurtzer/ginux
I've been using a service that has enhanced security for a type a usage. But the problem is that it kind leans to it every single time. It's causing more problems than solutions.
Lucas Lain retweeted
funny how this movie came out in 1993, yet almost everything it predicted is slowly becoming reality
Geneva has "safest place" reputation. Yesterday a kid got shot 5 times while they were trying to rob him. Carouge dude.
perfect for me
The slower a bike goes, the harder it is to keep upright, and this Yamaha can stand on its own. A bike stays up by steering into a fall.
Yamaha's Motoroid concept, shown at the 2017 Tokyo Motor Show, uses a system it calls AMCES to stay balanced by continuously controlling its centre of gravity.
My guess is this kills the dropped bike in a parking lot long before it replaces riders.
we need more of this. Old constraints don't apply anymore.
The creator of CentOS and Rocky Linux built a new OS kernel with AI in just 11 days.
It’s called Ginux, and it can already run selected Linux programs without the Linux kernel underneath.
Gregory Kurtzer guided the design while Codex wrote and tested around 139,000 lines of code.
Written mainly in Rust, Ginux has its own memory management, scheduler and networking. It even boots Rocky Linux 10 with systemd in a virtual machine.
It’s still an experimental prototype, with incomplete compatibility and hardware support. The code is open source under Apache 2.0.
Eleven days to get this far. Now comes the harder part of making it reliable.
Source: github.com/gmkurtzer/ginux
Lucas Lain retweeted
Be careful out there 😬
cve.0xosprey.com/
Lucas Lain retweeted
DeepSeek V4.1 Flash 1017 runs at 1,521+ tok/s on Fireworks Ultrafast.
Fast enough to ship Tetris in 11 seconds, 7x faster than Claude Opus 5.5.
Join the Ultrafast waitlist: bit.ly/3UA0wKq
BREAKING: DeepSeek just raised $15 BILLION to aggressively build data centers and open-source models
>walks into investor meetings in hangzhou
>"we need $7 billion"
>investors start sweating
>"actually make it $11 billion"
>Tencent nods immediately
>"you know what, $15 billion"
>CATL, a literal battery company, throws in a bag
>everyone just kept nodding
One of the largest funding rounds in Chinese history btw.
Lucas Lain retweeted
I think people will generally underestimate how much technological acceleration is directly attributable to deepseek.
Because of them, it is going to proliferate. Really, it's because of them. Thank you, for everything
In Conversation with Pia Mancini: Perimenopause, Being Heard and Why “Your Labs Are Fine” Isn’t the Whole Story twomoonshealth.co/blogs/all/…














