frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

BERT Is Just a Single Text Diffusion Step

https://nathan.rs/posts/roberta-diffusion/
113•nathan-barry•1h ago•10 comments

Commodore 64 Ultimate

https://www.commodore.net/product-page/commodore-64-ultimate-basic-beige-batch1
46•guerrilla•1h ago•14 comments

DeepSeek OCR

https://github.com/deepseek-ai/DeepSeek-OCR
644•pierre•9h ago•165 comments

Space Elevator

https://neal.fun/space-elevator/
1015•kaonwarb•11h ago•215 comments

Servo v0.0.1 Released

https://github.com/servo/servo
238•undeveloper•3h ago•55 comments

Matrix Conference 2025 Highlights

https://element.io/blog/the-matrix-conference-a-seminal-moment-for-matrix/
89•Arathorn•3h ago•46 comments

How to stop Linux threads cleanly

https://mazzo.li/posts/stopping-linux-threads.html
26•signa11•5d ago•3 comments

Docker Systems Status: Full Service Disruption

https://www.dockerstatus.com/pages/incident/533c6539221ae15e3f000031/68f5e1c741c825463df7486c
260•l2dy•8h ago•102 comments

Anthropic and Cursor Spend This Much on Amazon Web Services

https://www.wheresyoured.at/costs/
45•isoprophlex•50m ago•16 comments

Modeling Others' Minds as Code

https://arxiv.org/abs/2510.01272
27•PaulHoule•2h ago•8 comments

Entire Linux Network stack diagram (2024)

https://zenodo.org/records/14179366
461•hhutw•12h ago•39 comments

Show HN: Playwright Skill for Claude Code – Less context than playwright-MCP

https://github.com/lackeyjb/playwright-skill
58•syntax-sherlock•3h ago•22 comments

How to Enter a City Like a King

https://worldhistory.substack.com/p/how-to-enter-a-city-like-a-king
34•crescit_eundo•1w ago•12 comments

Pointer Pointer (2012)

https://pointerpointer.com
177•surprisetalk•1w ago•19 comments

AWS Multiple Services Down in us-east-1

https://health.aws.amazon.com/health/status?ts=20251020
670•kondro•8h ago•263 comments

The Peach meme: On CRTs, pixels and signal quality (again)

https://www.datagubbe.se/crt2/
39•zdw•1w ago•11 comments

Forth: The programming language that writes itself

https://ratfactor.com/forth/the_programming_language_that_writes_itself.html
264•suioir•15h ago•116 comments

State-based vs Signal-based rendering

https://jovidecroock.com/blog/state-vs-signals/
40•mfbx9da4•6h ago•34 comments

Qt Group Buys IAR Systems Group

https://www.qt.io/stock/qt-completes-the-recommended-public-cash-offer-to-the-shareholders-of-iar...
18•shrimp-chimp•3h ago•4 comments

AWS Outage: A Single Cloud Region Shouldn't Take Down the World. But It Did

https://faun.dev/c/news/devopslinks/aws-outage-a-single-cloud-region-shouldnt-take-down-the-world...
257•eon01•3h ago•138 comments

Optimizing writes to OLAP using buffers (ClickHouse, Redpanda, MooseStack)

https://www.fiveonefour.com/blog/optimizing-writes-to-olap-using-buffers
19•oatsandsugar•5d ago•7 comments

Fractal Imaginary Cubes

https://www.i.h.kyoto-u.ac.jp/users/tsuiki/icube/fractal/index-e.html
34•strstr•1w ago•3 comments

Novo Nordisk's Canadian Mistake

https://www.science.org/content/blog-post/novo-nordisk-s-canadian-mistake
396•jbm•19h ago•207 comments

Major AWS Outage Happening

https://old.reddit.com/r/aws/comments/1obd3lx/dynamodb_down_useast1/
1018•vvoyer•8h ago•528 comments

Introduction to reverse-engineering vintage synth firmware

https://ajxs.me/blog/Introduction_to_Reverse-Engineering_Vintage_Synth_Firmware.html
146•jmillikin•13h ago•22 comments

Duke Nukem: Zero Hour N64 ROM Reverse-Engineering Project Hits 100%

https://github.com/Gillou68310/DukeNukemZeroHour
209•birdculture•19h ago•89 comments

Give Your Metrics an Expiry Date

https://adrianhoward.com/posts/give-your-metrics-an-expiry-date/
57•adrianhoward•5d ago•18 comments

Gleam OTP – Fault Tolerant Multicore Programs with Actors

https://github.com/gleam-lang/otp
165•TheWiggles•17h ago•70 comments

Airliner hit by possible space debris

https://avbrief.com/united-max-hit-by-falling-object-at-36000-feet/
372•d_silin•22h ago•196 comments

Major AWS outage takes down Fortnite, Alexa, Snapchat, and more

https://www.theverge.com/news/802486/aws-outage-alexa-fortnite-snapchat-offline
200•codebolt•7h ago•79 comments
Open in hackernews

Docker Systems Status: Full Service Disruption

https://www.dockerstatus.com/pages/incident/533c6539221ae15e3f000031/68f5e1c741c825463df7486c
260•l2dy•8h ago

Comments

atymic•8h ago
Result of AWS outage https://news.ycombinator.com/item?id=45640754
reader_1000•5h ago
> We have identified the underlying issue with one of our cloud service providers.

Isn't it everyone using multiple cloud providers nowadays? Why are they affected by single cloud provider outage?

postexitus•5h ago
Not only they are not using multiple cloud providers, they are not using multiple cloud locations.
lvncelot•5h ago
I think more often than not, companies are using a single cloud provider, and even when multiple are used, it's either different projects with different legacy decisions or a conscious migration.

True multi-tenancy is not only very rare, it's an absolute pain to manage as soon as people start using any vendor-specific functionality.

dijit•2h ago
> as soon as people start using any vendor-specific functionality

It's also true in circumstances where things have the same name but act differently.

You'd be forgiven for believing that AWS IAM and GCP IAM are the same thing for example, but in GCP an IAM Role is simply a list of permissions that you can attach to an identity. In AWS an IAM Role is the identity itself.

Other examples; if you're coming from GCP, you'd be forgiven for thinking that Networks are regional in AWS, which will be annoying to fix later when you realise you need to create peering connections.

Oh and while default firewall rules are stateful on both, if you dive into more advanced network security, the way rules are applied and processed can have subtle differences. The inherent global nature of the GCP VPC means firewall rules, by default, apply across all regions within that VPC, which requires a different mindset than AWS where rules are scoped more tightly to the region/subnet.

There's like, hundreds of these little details.

DiggyJohnson•50m ago
Sounds like we’ve walked a similar path on this. Especially with IAM and network policies.

> There’s like hundreds of these little issues

Exactly. If it is a handful of things that is fine. It’s often as you describe.

OtherShrezzing•2h ago
I think there's some irony in Docker being impacted specifically, as they're one of the main tools to help achieve true multi-tenancy.
DiggyJohnson•48m ago
Depends on if you’re using Docker or Podman Desktop versus straight Docker/Podman and where you’re pulling your images from.
rcxdude•5h ago
Because it's hard enough to distribute a service across multiple machines in the same DC, let alone across multiple DCs and multiple providers.
nobleach•4h ago
Looking at the landscape around me, no. Everyone is in crisis cost-cutting, "gotta show that same growth the C-suite saw during Covid" mode. So being multi-provider, and even in some cases, being multi-regional, is now off the table. It's sad because the product really suffers. But hey, "growth".
madisp•4h ago
they are using multiple cloud providers, but judging by the cloudflare r2 outage affecting them earlier this year I guess all of them are on the critical path?
roywiggins•3h ago
You can be multi-cloud in the sense that you aren't dependent on any single provider, or in the sense that you are dependent on all of them.
jelder•2h ago
No, that's pretty rare, and generally means you can't count on any features more sophisticated than VMs and object storage.

On the other hand, it's pretty embarrassing at this point for something as fundamental as Docker to be in a single region. Most cloud providers make inter-region failover reasonably achievable.

richardwhiuk•47m ago
Almost all cloud providers help here by having inter-region failures as well.

There are multiple AWS services which are "global" in the sense that they are entirely hosted out of AWS East 1

wredcoll•53m ago
> Isn't it everyone using multiple cloud providers nowadays? Why are they affected by single cloud provider outage?

No? I very much doubt anyone is doing that.

DiggyJohnson•52m ago
Multi cloud is not nearly as trivial as often implied to implement for real world complex projects. Things get challenging the second your application steps off the happy path
danvesma•8h ago
...well this explains a lot about how my morning is going...
KronisLV•7h ago
I guess people who are running their own registries like Nexus and build their own container images from a common base image are feeling at least a bit more secure in their choice right now.

Wonder how many builds or redeployments this will break. Personally, nothing against Docker or Docker Hub of course, I find them to be useful.

frenkel•7h ago
Only if they get their base images from somewhere else...
bravetraveler•6h ago
Pull-through caches are still useful even when the upstream is down... assuming the image(s) were pulled recently. The HEAD to upstream will obviously fail [when checking currency], but the software is happy to serve what it has already pulled.

Depends on the implementation, of course: I'm speaking to 'distribution/distribution', the reference. Harbor or whatever else may behave differently, I have no idea.

Sphax•7h ago
We run Harbor and mirror every base image using its Proxy Cache feature, it's quite nice. We've had this setup for years now and while it works fine, Harbor has some rough edges.
thephyber•5h ago
I came here to mention that any non-trivial company depending on Docker images should look into a local proxy cache. It’s too much infra for a solo developer / tiny organization, but is a good hedge against DockerHub, GitHub repo, etc downtime and can run faster (less ingress transfer) if located in the same region as the rest of your infra.
jsmeaton•7h ago
Guess where we host nexus..
nusl•6h ago
Currently unable to do much of anything new in dev/prod environments without manual workarounds. I'd imagine the impact is pretty massive.

Asside; seems Signal is also having issues. Damn.

cebert•6h ago
I’m not sure that the impact will be that big. Most organizations have their own mirrors for artifacts.
VenturingVole•6h ago
From what I've seen: I highly doubt it.

Edit to add: This might spur on a few more to start doing that, but people are quick to forget/prioritise other areas. If this keeps happening then it will change.

nusl•6h ago
Yeah, perhaps. I don't know how many folks host mirrors. Most places I've worked for didn't, though this is anecdotal.
phillebaba•6h ago
I would say most people would say it't best practice while a minority actually does it.
CaptainOfCoit•5h ago
Seems related to size and/or maturity if anything. I haven't seen any startups less than five year old doing anything like that, but I also haven't seen any huge enterprise not doing that, YMMV.
ai-onehealth•2h ago
Yes I noticed Signal being down too
tom1337•5h ago
We are using base images but unfortunately some github actions are pulling docker images in their prepare phase - so while my application would build, I cannot deploy it because the CI/CD depends on dockerhub and you cannot change where these images are pulled from (so they cannot go through a pull-through cache)…
roryirvine•3h ago
My advice: document the issue, and use it to help justify spending time on removing those vestigial dependencies on Docker asap.

It's not just about reducing your exposure to third parties who you (presumably) don't have a contract with, it's also good mitigation against potential supply chain attacks - especially if you go as far as building the base images from scratch.

tom1337•3h ago
Yea we have thought about that - I also want to remove most dependencies on externally imported actions on GitHub CI and probably just go back to simple bash scripts. Our actions are not that complicated and there is little benefit in using some external action to run ESLint than just run the command inside the action directly. Saves time and reduces dependencies - just need to get time to do that…
enigmo•2h ago
mirrors can be configured in dockerd or buildkit. if you can update the config (might need a self-hosted runner?) it’s a quick fix - see https://cloud.google.com/artifact-registry/docs/pull-cached-... for an example. aws and azure are similar.
tom1337•2h ago
Hmm yea with a self hosted runner this could work. Gotta need to set the dockerd config into the VM before the runner starts I assume - unfortunately GitHub itself does not allow to change anything for the prepare stage - and it's a known issue for 2 years at least...

https://github.com/actions/runner-images/issues/1445#issueco... https://github.com/orgs/community/discussions/76636

ic4l•7h ago
This broke our builds since we rely on several public Docker images, and by default, Docker uses docker.io.

Thankfully, AWS provides a docker.io mirror for those who can't wait:

  FROM public.ecr.aws/docker/library/{image_name}
In the error logs, the issue was mostly related to the authentication endpoint:

▪ https://auth.docker.io → "No server is available to handle this request"

After switching to the AWS mirror, everything built successfully without any issues.

firloop•7h ago
I wasn't able to get this working, but I was able to use Google's mirror[0] just fine.

Just had to change

    FROM {image_name}
to

    FROM mirror.gcr.io/{image_name} 
Hope this helps!

[0]: https://cloud.google.com/artifact-registry/docs/pull-cached-...

ic4l•6h ago
We tried this initially

  FROM mirror.gcr.io/{image_name}
We received

  failed to resolve source metadata for mirror.gcr.io/
So it looks like these services may not be true mirrors, and just functioning as a library proxy with a cache.

If you're image is not cached on one of these then you may be SOL.

da768•5h ago
During the last Docker Hub outage we found Google mirrors lost all image tags after a while. Image digest references would probably work
CamouflagedKiwi•6h ago
Mild irony that Docker is down because of the AWS outage, but the AWS mirror repos are still running...
geostyx•5h ago
public.ecr.aws was failing for me earlier with 5XX errors due to the AWS outage: https://news.ycombinator.com/item?id=45640754
jdthedisciple•7h ago
So thus far today outages are reported from

- AWS

- Vercel

- Atlassian

- Cloudflare

- Docker

- Google (see downdetector)

- Microsoft (see downdetector)

What's going on?

ta1243•7h ago
Or they all rely on AWS, because over the last 15 years we've built an extremely fragile interconnected global system in the pursuit of profit, austerity, and efficiency
benrutter•7h ago
Wait, Google and Microsoft rely on AWS? That seems unlikely? (does it? I wouldn't really know to be honest)
ta1243•7h ago
More likely the outage reports for google and microsoft are based around systems which also include aws
ssl-3•6h ago
In terms of user reports: Some users don't know what the hell is going on. This is a constant.

For instance: When there's a widespread Verizon cellular outage, sites like downdetector will show a spike in Verizon reports.

But such sites will also show a spike in AT&T and T-Mobile reports. Even though those latter networks are completely unaffected by Verizon's back-end issues, the graphs of user reports are consistently shaped the same for all 3 carriers.

This is just because some of the users doing the reporting have no clue.

So when the observation is "AWS is in outage and people are reporting issues at Google, and Microsoft," then the last two are often just factors of people being people and reporting the wrong thing.

(You're hanging out on HN, so there's very good certainty that you know what precisely what cell carrier you're using and also can discern the difference betwixt an Amazon, a Google, and a Microsoft. But lots of other people are not particularly adept at making these distinctions. It's normal and expected for some of them to be this way at all times.)

tpetry•2h ago
Thats true. And big part of the reason is the user‘s browser. They use Microsoft Edge or Google Chrome and can‘t open a page and there are weird error messages? oh, thats probably a Google issue…
CrayKhoi•6h ago
They might be using third party services that rely on AWS.
thephyber•5h ago
It’s very likely they’ve bought companies that were built on AWS and haven’t migrated to use their homegrown cloud platforms.
throw-10-13•5h ago
dns outage at aws exposing how overly centralized our infra is
cluckindan•4h ago
The new left-pad
d4rkp4ttern•5h ago
Reddit appears to be only semi operational. Frequent “rate limit” errors and empty pares while just browsing. Not sure if related
sschueller•6h ago
What are good proxy/mirror solutions to mitigate such issues? Best would be an all in one solution that for example also handles nodejs, packigist etc.
bravetraveler•6h ago
Pulp is a popular project for 'one stop shop', I believe. Personally, always used project-specific solutions like 'distribution/distribution' for containers from the CNCF. This allows for pull-through caching with relatively little setup work.
conradfr•6h ago
Is there a built-in way to bypass the request to the registry if your base layers are cached?
edoceo•1h ago
pull: never?
wolfgangbabad•6h ago
even reddit throws a lot of 503s when adding/editing comments
throw-10-13•5h ago
reddit is always going down, thats the least surprising thing about this
wolfgangbabad•6h ago
https://www.bbc.com/news/live/c5y8k7k6v1rt
dd_xplore•6h ago
Does it decrease the AWS's nine 9s ?
speedgoose•5h ago
The marketing department did the maths and they said no.
nobleach•4h ago
"MOST of the time" we're nine 9s.
helpfulmandrill•6h ago
I wonder if this is why I also can't log in to O'Reilly to do some "Docker is down, better find something to do" training...
p0w3n3d•5h ago
Just install a pull-through proxy that will store all the packages recently used.
phillebaba•6h ago
Shameless plug but this might be a good time to install Spegel in your Kubernetes clusters if you have critical dependencies on Docker Hub.

https://spegel.dev/

CaptainOfCoit•5h ago
There is a couple of alternatives that mirrors more than just Docker Hub too, most of them pretty bloated and enterprisey, but they do what they say on the tin and saved me more than once. Artifactory, Nexus Repository, Cloudsmith and ProGet are some of them.
phillebaba•5h ago
Spegel does not only mirror Docker Hub, and works a lot differently than the alternatives you suggested. Instead of being yet another failure point closer to your production environment, it runs a distributed stateless registry inside of your Kubernetes cluster. By piggy backing off of Containerds image store it will distribute already pulled images inside of the cluster.
CaptainOfCoit•5h ago
I'll be honest and say I hadn't heard of Spegel before, and just read the landing page which says "Speed up container pulls and minimize downtime with a stateless peer-to-peer OCI registry mirror for efficient image distribution", so it isn't exactly clear you can use it for more things than container images.
osivertsson•5h ago
If it really is fully open-source please make that more visible on your landing page.

It is a huge deal if I can start investigating and deploying such a solution as a techie right away, compared to having to go through all the internal hoops for a software purchase.

mocko•5h ago
After some digging - https://github.com/spegel-org/spegel/blob/main/LICENSE says MIT
CaptainOfCoit•5h ago
How hard is it to go to the GitHub repository and open the LICENSE file that is in almost every repository? Would have taken you less time than writing that comment, and showed you it's under MIT.
rplnt•4h ago
It's not entirely uncommon to only have parts of the solution open. So a license on one repo might not be the whole story and looking further would take more time than giving a good suggestion to the author.
giobox•1h ago
Agreed. For all the people arguing "just click the link and the license is there!!", I have been burned several times before where a technical solution has a prominent open permissive license github repo (MIT or similar etc) based component as its primary home, only to discover later on that essential parts of the system are in other less permissive or private repos behind subscriptions or fees.
kelvinjps10•4h ago
Also it's good feedback for the developer of this solution
BolexNOLA•3h ago
If I have to dig through your website/documentation to find basic information we’re not getting off to a great start. It’s pretty common for open source projects to proudly proclaim they are open source from the get-go. “____ is an open source tool for ______.” Simple as that
CaptainOfCoit•2h ago
Today's kids are way too lazy.
BolexNOLA•2h ago
Seriously all the nitpicking I see of any project people post here but “tell us you’re open source at the top when you’re open source” means we’re lazy? Being open source is an important decision and you should tell people! It’s a good thing!

Isn’t a big part of getting a project out there actually letting people know what it is? Especially if you’re trying to give a tool to the open source-valuing community. That’s a high priority for them. That’s like having a vegan menu and not saying you’re a vegan restaurant anywhere public facing.

CaptainOfCoit•1h ago
I agree it's a good thing, but I'd also agree it's not something you need/have to shove in people's faces, especially when it's literally one click away to find out (The GitHub icon in the top right takes you to the repository, and you don't even have to scroll or click anything, the sidebar shows "MIT License" for you).
surajrmal•1h ago
There is a GitHub icon fairly prominent on the top right. Choosing to spend precious text for a fleeting would be user on it is a choice and not everyone wants to market that fact very prominently. Should everyone who writes their project in rust include that prominently as well? It seemingly markets very well and a lot of people seem to care about that as well.
E39M5S62•2h ago
https://spegel.dev/project/community/
storm1er•4h ago
What's the difference with kuik? Spegel seems too complicated for my homelab, but could be a nice upgrade for my company

Kuik: https://github.com/enix/kube-image-keeper?tab=readme-ov-file...

phillebaba•4h ago
It's been a while since I looked at kuik, but I would say the main difference is that Spegel doesn't do any of the pulling or storage of images. Instead it relies on Containerd to do it for you. This also means that Spegel does not have to manage garbage collection. The nice thing with this is that it doesn't change how images are initially pulled from upstream and is able to serve images that exist on the node before Spegel runs.

Also it looks kuik uses CRDs to store information about where images are cached, while Spegel uses its own p2p solution to do the routing of traffic between nodes.

If you are running k3s in your homelab you can enable Spegel with a flag as it is an embedded feature.

mike-cardwell•4h ago
This looks good, but we're using GKE and it looks like it only works there with some hacks. Is there a timeline to make it work with GKE properly?
phillebaba•3h ago
I am having some discussions about getting things working on GKE but I can't give an ETA as it really depends on how things align with deployment schedules. I am positive however that this will soon be resolved.
mike-cardwell•3h ago
Thanks. I will keep an eye on your project as it looks great and something we would definitely benefit from.

P.S. Your blog could do with an rss feed ;). I will track https://github.com/spegel-org/spegel/releases.atom for now

Zekio•6h ago
what good options are there for container registry proxies / caches to protect against something like this?
phillebaba•5h ago
I build Spegel to keep my Kubernetes cluster running smoothly during an outage like this. https://spegel.dev/
PhilipRoman•3h ago
https://docs.docker.com/docker-hub/image-library/mirror/ ?
l2dy•6h ago
Recovering as of October 20, 2025 09:43 UTC

> [Monitoring] We are seeing error rates recovering across our SaaS services. We continue to monitor as we process our backlog.

darkamaul•3h ago
For other people impacted, what helped me this morning was to use the `ghcr`, albeit this is not a one-to-one replacement.

Ex: `docker pull ghcr.io/linuxcontainers/debian-slim:latest`

TimWolla•3h ago
That image is over one year old: https://github.com/linuxcontainers/debian-slim/pkgs/containe...

Google Container Registry provides a pull-through mirror, though, just prefix `mirror.gcr.io` and use `library` as the user for the Docker Official Images. For example `mirror.gcr.io/library/redis` for https://hub.docker.com/_/redis.

remram•2h ago
Is there a way to configure alternate mirrors in containerd?
jabiko•3h ago
Its impressive that even though registry-1.docker.io returned 503 errors they where able to keep a the metric "Docker Registry Uptime" at 100%.
lbruder•3h ago
Well, the server was up, it was just returning HTTP 503...
cloudking•3h ago
I'm fairly new to Docker. Do folks really rely on public images and registries for production systems? Seems like a brittle strategy.
edoceo•1h ago
Yes, 1000s of orgs. Larger players might use a pull-through-cache - but it's not as common as it should be. Similar issue for other software-supply-chain (NPM, pyPi, etc)
theanonymousone•2h ago
It's quite funny/interesting that this is higher in HN front page than the news of the AWS outage that caused it.
mcintyre1994•2h ago
Not on the real secret front page! https://news.ycombinator.com/active :)
pknopf•1h ago
What does the "active" page sort by?
mcintyre1994•50m ago
According to https://news.ycombinator.com/lists it's "Most active current discussions"

I find that it better surfaces the best discussion when there are multiple threads (like in this example), and it keeps showing slightly older threads for longer when there's still discussion happening.

cakeday•48m ago
That's informative, I wasn't aware of that way to view HN, thanks.
2OEH8eoCRo0•1h ago
The internet was designed to be fault tolerant and distributed from the beginning and we still ended up with a handful of mega hosts.