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OpenClaw Is Changing My Life

https://reorx.com/blog/openclaw-is-changing-my-life/
1•novoreorx•2m ago•0 comments

Everything you need to know about lasers in one photo

https://commons.wikimedia.org/wiki/File:Commercial_laser_lines.svg
1•mahirsaid•4m ago•0 comments

SCOTUS to decide if 1988 video tape privacy law applies to internet uses

https://www.jurist.org/news/2026/01/us-supreme-court-to-decide-if-1988-video-tape-privacy-law-app...
1•voxadam•5m ago•0 comments

Epstein files reveal deeper ties to scientists than previously known

https://www.nature.com/articles/d41586-026-00388-0
1•XzetaU8•12m ago•0 comments

Red teamers arrested conducting a penetration test

https://www.infosecinstitute.com/podcast/red-teamers-arrested-conducting-a-penetration-test/
1•begueradj•19m ago•0 comments

Show HN: Open-source AI powered Kubernetes IDE

https://github.com/agentkube/agentkube
1•saiyampathak•23m ago•0 comments

Show HN: Lucid – Use LLM hallucination to generate verified software specs

https://github.com/gtsbahamas/hallucination-reversing-system
1•tywells•25m ago•0 comments

AI Doesn't Write Every Framework Equally Well

https://x.com/SevenviewSteve/article/2019601506429730976
1•Osiris30•28m ago•0 comments

Aisbf – an intelligent routing proxy for OpenAI compatible clients

https://pypi.org/project/aisbf/
1•nextime•29m ago•1 comments

Let's handle 1M requests per second

https://www.youtube.com/watch?v=W4EwfEU8CGA
1•4pkjai•30m ago•0 comments

OpenClaw Partners with VirusTotal for Skill Security

https://openclaw.ai/blog/virustotal-partnership
1•zhizhenchi•30m ago•0 comments

Goal: Ship 1M Lines of Code Daily

2•feastingonslop•41m ago•0 comments

Show HN: Codex-mem, 90% fewer tokens for Codex

https://github.com/StartripAI/codex-mem
1•alfredray•43m ago•0 comments

FastLangML: FastLangML:Context‑aware lang detector for short conversational text

https://github.com/pnrajan/fastlangml
1•sachuin23•47m ago•1 comments

LineageOS 23.2

https://lineageos.org/Changelog-31/
1•pentagrama•50m ago•0 comments

Crypto Deposit Frauds

2•wwdesouza•51m ago•0 comments

Substack makes money from hosting Nazi newsletters

https://www.theguardian.com/media/2026/feb/07/revealed-how-substack-makes-money-from-hosting-nazi...
3•lostlogin•51m ago•0 comments

Framing an LLM as a safety researcher changes its language, not its judgement

https://lab.fukami.eu/LLMAAJ
1•dogacel•54m ago•0 comments

Are there anyone interested about a creator economy startup

1•Nejana•55m ago•0 comments

Show HN: Skill Lab – CLI tool for testing and quality scoring agent skills

https://github.com/8ddieHu0314/Skill-Lab
1•qu4rk5314•55m ago•0 comments

2003: What is Google's Ultimate Goal? [video]

https://www.youtube.com/watch?v=xqdi1xjtys4
1•1659447091•55m ago•0 comments

Roger Ebert Reviews "The Shawshank Redemption"

https://www.rogerebert.com/reviews/great-movie-the-shawshank-redemption-1994
1•monero-xmr•57m ago•0 comments

Busy Months in KDE Linux

https://pointieststick.com/2026/02/06/busy-months-in-kde-linux/
1•todsacerdoti•58m ago•0 comments

Zram as Swap

https://wiki.archlinux.org/title/Zram#Usage_as_swap
1•seansh•1h ago•1 comments

Green’s Dictionary of Slang - Five hundred years of the vulgar tongue

https://greensdictofslang.com/
1•mxfh•1h ago•0 comments

Nvidia CEO Says AI Capital Spending Is Appropriate, Sustainable

https://www.bloomberg.com/news/articles/2026-02-06/nvidia-ceo-says-ai-capital-spending-is-appropr...
1•virgildotcodes•1h ago•3 comments

Show HN: StyloShare – privacy-first anonymous file sharing with zero sign-up

https://www.styloshare.com
1•stylofront•1h ago•0 comments

Part 1 the Persistent Vault Issue: Your Encryption Strategy Has a Shelf Life

1•PhantomKey•1h ago•0 comments

Show HN: Teleop_xr – Modular WebXR solution for bimanual robot teleoperation

https://github.com/qrafty-ai/teleop_xr
1•playercc7•1h ago•1 comments

The Highest Exam: How the Gaokao Shapes China

https://www.lrb.co.uk/the-paper/v48/n02/iza-ding/studying-is-harmful
2•mitchbob•1h ago•1 comments
Open in hackernews

Ephemeral infrastructure: Why short-lived is a good thing

https://lukasniessen.medium.com/ephemeral-infrastructure-why-short-lived-is-a-good-thing-2cf26afd75ef
42•birdculture•2mo ago

Comments

preisschild•2mo ago
Have been doing this in production for years now with Cluster-API + Talos.

When I update the Kubernetes or Talos version new nodes will be created, and after the existing pods are rescheduled on new nodes the old nodes are deleted.

Works pretty well.

N_Lens•2mo ago
I think most of us learned this from an early age - computer systems often degrade as they keep running and need to be reset from time to time.

I remember when I had my first desktop PC at home (Windows 95) and it would need a fresh install of Windows every so often as things went off the rails.

jasonjayr•2mo ago
This has got to be a failure of early Windows versions -- I've had systems online for 5+ years without needing to be restarted, updating and restarting the software running on them without service interruption. RAID storage makes hotswapping failing drives easy, which is the most common part needing periodic replacement.
dwood_dev•2mo ago
Yes. With Windows 3.x there wasn’t a lot to go wrong that couldn’t be fixed in a single ini file. Windows 95 through ME was a complete shitshow where many many things could go wrong and the fastest path to fixing it was a fresh install.

Windows XP largely made that irrelevant, and Windows 7 made it almost completely irrelevant.

speakspokespok•2mo ago
This only applies to Windows and I think you're referencing desktops.

Ten years ago I think rule of thumb was uptime of not greater than 6 months. But for different reasons. (Windows Server...)

On Solaris, Linux, BSDs etc. it's only necessary for maintenance. Literally. I think my longest uptime production system was a sparc postgres system under sustained high load with uptime of around 6 years.

With cloud infra, people have forgotten just how stable the Unixken are.

xyzzy_plugh•2mo ago
I've written this about four times for two employers and two clients: ABC: Always Be Cycling

Basic premise is to encode, be it lifecycle rules or a cron, behavior such that instances are cycled after at most 7 days, but there should always be an instance cycling (with some cool down period of course).

It has never not improved overall system stability and in a few cases even decreased costs significantly.

godber•2mo ago
Nice post, one more thing to keep in mind with your StatefulSets is how long the service running in the pod takes to come back up. Many will scan the on disk state for integrity and perform recovery tasks. These can take a while and mean the overall service is in a degraded state.

Manage these things and any stateful distributed service can run easily in Kubernetes.

drob518•2mo ago
This seems to be rediscovering "pets vs. cattle."
0xbadcafebee•2mo ago
Pets vs cattle is a more generic term that's applied to lots of things (originally file naming, later server naming); ephemeral infrastructure is the specific technical term for throwing away your infrastructure and replacing it with a copy
hennell•2mo ago
Less effectively too (depending how you travel). Most hotel rooms I'm there for a couple of days min, most normally a vacation week. I settle in, move the chair somewhere sensible, unpack clothes and charge, set up for the short term. Poster seems to be talking about very short lived instances where you can kill them at any time. I'm never able to leave a hotel room at a moments notice - that's where my stuff is...

Pets vs Cattle seems much more clear, cattle is there to be culled, you feed it, look after it, but you don't get attached. If the herd has a week member you kill it.

I'd be a heartless farmer, but that analogy radically improved my infrastructure.

kennethwolters•2mo ago
for me it feels like: Everything is stateful by default/convenience. Building robust systems is in part about confining statefulness to as few parts as possible. To contain statefulness. It’s to buy you some time and capacity. Yet the toughest problems often arise in the stateful parts of the system as well as quasi-stateless parts which sometimes develop hidden statefulness (think of syncing webclient and server state). So being good at handling stateful systems is valuable. Maybe one should even embrace statefulness. However, the AWS Solution Architect will tell you otherwise.
cortesoft•2mo ago
I do appreciate the way Kubernetes forces you to plan for instance failure from the beginning, and that it creates standards on how to deal with it.

However, I feel like this article really glosses over the challenge of stateful workloads by simply handing over that responsibility to the cloud providers.

A lot of us have to run our own servers in our own datacenters for various reasons, so we have to solve that problem ourselves.

Luckily, the same principals apply for stateful workloads, it is just more challenging. You have to plan for instance failures while still preserving your data.

Even more luckily, the tools for this have gotten better and better. Various database controllers are getting much better at handling clustering and failover for you, so you can handle instances and nodes going down without losing data and without having to outsource the management to the cloud.

hermitcrab•2mo ago
All software is ephemeral on a human timescale, isn't it?

https://successfulsoftware.net/2013/03/24/ephemeral/

embedding-shape•2mo ago
Some classes of software, as the author rightly points out, yeah.

But there is much out there that still run the exact same software that they wrote 20, 30 or even longer time ago. Personally, it's most noticable with musical instruments I use, where most of the synthesizers are still running the exact same software as they launched with, +- some recreational hacks sometimes.

Once you control both the hardware and software, things become a lot easier (yet not problem-free). I'm sure there is more stuff out there than synthesizers that is similar, from signage to 3D printing firmware. I still come across random (important) devices running Windows XP out there in the wild.

hermitcrab•2mo ago
>most of the synthesizers are still running the exact same software as they launched with

Is that software, or firmware though?

embedding-shape•2mo ago
All firmware is software. Not all software is firmware.
hermitcrab•2mo ago
TIL: firmware is generally classified as a type of software.
ymyms•2mo ago
Another benefit is that you can provision ephemeral resources with an identity that has an expiration to match the resource’s lifecycle. Then, you don’t need to figure out rotation at all, just redeploy with a newly minted identity included.
wlindley•2mo ago
What does "compute" mean here? It is supposed to be a verb, but here seems to be a noun. I have recently started seeing it apparently mean "computational capacity" but here it seems to mean "an instance of a virtualized computer installation." All this verbing is confusing. Excuse me, I have an eat.
yencabulator•2mo ago

  Pod stores user sessions in Redis
  Pod crashes → new pod starts → users stay logged in
Awfully convenient of you to ignore Redis crashing.