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Queueing Theory v2: DORA metrics, queue-of-queues, chi-alpha-beta-sigma notation

https://github.com/joelparkerhenderson/queueing-theory
1•jph•8m ago•0 comments

Show HN: Hibana – choreography-first protocol safety for Rust

https://hibanaworks.dev/
1•o8vm•10m ago•0 comments

Haniri: A live autonomous world where AI agents survive or collapse

https://www.haniri.com
1•donangrey•11m ago•1 comments

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•24m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•27m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
1•helloplanets•29m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•37m ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•39m ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•40m ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•41m ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
1•basilikum•43m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•44m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•48m ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
3•throwaw12•50m ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•50m ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•51m ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•53m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•56m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•58m ago•1 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
2•mgh2•1h ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•1h ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•1h ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•1h ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
2•lifeisstillgood•1h ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•1h ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•1h ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•1h ago•1 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•1h ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•1h ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•1h ago•0 comments
Open in hackernews

Kairos: Immutable Distro for K8s at the Edge

https://kairos.io/
46•porjo•4mo ago

Comments

klooney•4mo ago
https://kairos.io/docs/reference/faq/ I was wondering how it compares to Talos and now I'm confused. Is it basically a bootloader+host kernel shim and nothing else?
TrueDuality•4mo ago
That is also what I came here to find out. Would love to hear from the creators of the project how it compares and contrasts to Talos. We've been running Talos for a few bare-metal and air-gapped cluster deployments with pretty good success but do have some pain-points.
udev4096•4mo ago
Is it better than k3s?
mdasen•4mo ago
It's very different from k3s. With k3s, you have a Linux installation like Debian or Fedora and you install k3s on it. You can SSH into the box, install any other Linux program not running in Kubernetes, etc. It also means that you need to run security updates and all the other stuff that goes along with administering a Linux box.

With Talos, it's just Kubernetes running on the box. There's no SSH or anything. Yes, it's a Linux kernel running, but you don't have a way of running stuff on the box outside of Kubernetes.

For me, Talos is great. If I'm setting up some boxes for K8s, I don't want to have to deal with admin'ing a Linux box. I don't want to login to the box and run some non-K8s service on it. I just want a K8s node and that's what Talos gives me. I think that's also the experience most people want. It's why people pay AWS, GCS, and Azure tons of money to get hosted K8s nodes rather than a Linux box they need to admin.

SR2Z•4mo ago
IDK about Talos but Kairos runs k3s.
evrflx•4mo ago
Would love to hear about the pain points: Please elaborate, as I am currently in the decision phase and Talos as of now the top contender.
dachrillz•4mo ago
Not OP, but when we tested it out it was painful to handle usb disks. The reason being that if you have two they get named sda/sdb randomly. We managed to overwrite the usb we were using to install talos since that one was named sda one boot and sdb the next. This lead ut to develop the “pullout technique” when installing…

This mostly only happened because it was a test cluster where we used usb disks, probably not a problem when one properly provisions.

Otherwise it was great! But it does feel akward not booting into an environment where you have a terminal at first

vizzier•4mo ago
This does sound like it could be solved with better installDiskSelectors[0]. Talos has done a fair bit of work in improving this and UserVolumeConfigs in the last couple of 1.x revisions.

Alternatively, network booting in some fashion is an option. [1]

[0] https://www.talos.dev/v1.11/reference/configuration/v1alpha1...

[1] https://www.talos.dev/v1.11/talos-guides/install/bare-metal-...

INTPenis•4mo ago
I recognize this from my bare-metal homelab setup. But at work we used VMs for Talos nodes so this was not an issue.

And if I had to deploy it on bare-metal at work I'd most likely use PXE booting instead of USB.

bakies•4mo ago
I use pxe boot for my homelab baremetal :)
askedrelic•4mo ago
It's an opinionated vertical platform; if you run into an edge case, bug, or functionality you don't like, you are have to open a discussion Github and wait for a new release to fix or change things. The devs are very responsive, but the same as any open source tool, it's their project. It perhaps depends on how much customization you want to do - GPUs and drivers, custom CNI, very specific disk settings. I've had more trouble with bare metal systems with varied hardware vs their supported cloud platforms, which are approved and tested.

I'm pretty positive toward Talos but if you stray from the happy path, by choice or accident, it can become challenging technically. And then you have sunk costs around choosing this platform and how hard it would be to restart from scratch.

tantalic•4mo ago
I'm (still) very interested about this project. Two years ago, I came across this when setting up a Raspberry Pi based "home lab" Kubernetes cluster (https://github.com/tantalic/shaving-yaks). I ran into some issues (I believe all Raspberry Pi specific) and ended up going with k0s. While I am happy with k0s, I do wish Kairos worked out for me and I might have to give it a try again soon.
sixarm•4mo ago
Been successful using Kairos to build and deploy an immutable RHEL9 to environments without internet access. Appreciate the flexibility to work with different distros and the maintainers provide great support.
zobzu•4mo ago
RH also provides immutable OSes (Kairo uses some of their stuff) via Fedora Atomic and Fedora CoreOS, so for a single RHEL-like immutable instance, i'd just go CoreOS or Kinoite

The main reasons to use Kairo are perhaps more around the P2P mesh, using Cloudinit, deb vs rpm etc.

candiddevmike•4mo ago
We faced a similar need and wanted something more "familiar". We built EtchaOS as an in-memory, immutable variant of popular distributions like Debian, bundled with Docker and containerd, and powered by an imperative, stateful configuration management tool (Etcha):

https://etcha.dev/etchaos/

thebruce87m•4mo ago
I know balena etcher is a different product, but balena do operate in your space too so it seems like an unfortunate name clash.
suralind•4mo ago
Nice project. I will forever be spoiled by Talos' simplicity.