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Ask HN: If you're burning tokens at scale, what are you using them for?

1•simonw•21s ago•0 comments

Judge sets framework for Nine PBS to retrieve archival data

https://current.org/2026/08/judge-sets-framework-for-nine-pbs-to-retrieve-archival-data/
3•qingcharles•1m ago•0 comments

Session Visualization with Obsidian

https://jimmyislive.dev/posts/session-visualization/
2•jimmyislive•2m ago•0 comments

Show HN: Making every company programmable like a computer [video]

https://www.youtube.com/watch?v=JCXmYEV9OIQ&list=PLdf47QnV4_58
2•Marten42•2m ago•0 comments

The risk of weather data sabotage is rising

https://www.technologyreview.com/2026/07/17/1140622/weather-data-sabotage/
3•jonbaer•3m ago•0 comments

Show HN: Classifier and browser extension to detect rule violating HN comments

https://classify.stylometry.net/
2•costco•8m ago•0 comments

Show HN: OpenWebSearch – A router for web search indexes

https://openwebsearch.ai
2•yoeven•10m ago•1 comments

Trivially bypass text watermarks by requesting a Base64 response

1•hanneshdc•11m ago•0 comments

Covert advertising and its takeover of social media

https://outofbound.net/posts/covert-advertising/
1•naaaaaaat•11m ago•0 comments

LLM City – 3D render of all Kimi K3's weights as 2.5mm tiles

https://magik.net/llmcity/
2•devttyeu•12m ago•1 comments

Big Walk by House House

https://bigwalk.game/
1•duck•12m ago•0 comments

Ask HN: Is GitHub Fried Today?

2•johncole•13m ago•1 comments

Theory of Fluids Enters the 21st Century

https://www.quantamagazine.org/theory-of-fluids-enters-the-21st-century-20260817/
1•librasteve•16m ago•1 comments

UL-SMF – Open-source linear-complexity KV-cache compression

https://github.com/liventruth/UL-SMF-Cache-Compression
1•liventruth•17m ago•0 comments

The Primitive Puppet Show

https://spiffworks.substack.com/p/the-primitive-puppet-show
1•danfunk•17m ago•1 comments

Instagram blocked the search terms. Its algorithm serves the videos anyway

https://thenextweb.com/news/meta-glasses-harassment-videos-instagram-algorithm-recommends
1•mikelgan•17m ago•1 comments

AI Terms Explained with Simple Examples Using a Dosa Analogy

https://qainsights.com/ai-terms-explained-with-simple-examples-using-a-dosa-analogy/
1•qainsights•17m ago•1 comments

Practical multi-agent orchestration in Codex

https://twitter.com/pvncher/status/2080707291603407077
1•tosh•19m ago•0 comments

I ditched Google Maps' offline mode for this app

https://www.xda-developers.com/i-ditched-google-maps-offline-mode-for-organic-maps-and-now-i-neve...
1•DemiGuru•19m ago•0 comments

Vendo.run: Your product, shaped to every customer

https://vendo.run
1•grncdr•20m ago•0 comments

Every Disease Is a Policy Failure

https://worksinprogress.co/issue/future-of-medicine/
1•karakoram•21m ago•0 comments

Ubuntu is growing faster on Windows than on Linux to become its biggest base

https://www.xda-developers.com/ubuntu-is-growing-faster-on-windows-than-on-linux-and-it-could-soo...
2•DemiGuru•21m ago•1 comments

AI scrapers use bogus URL tracking tags to make website visits seem legit

https://disassociated.com/ai-scraper-bogus-url-tracking-tags/
1•speckx•21m ago•0 comments

Universal Health Coverage Could Save $1T and 114,000 Lives a Year, Yale Study

https://ysph.yale.edu/news-article/universal-health-coverage-could-save-one-trillion-dollars-and-...
93•karakoram•23m ago•62 comments

Show HN: AI-Generated Flash Fiction Arena

https://worldsenoughstudios.com/flash-fight/
1•eykd•23m ago•1 comments

Humanity in Open Source

https://43081j.com/2026/08/humanity-in-open-source
2•onlyspaceghost•25m ago•0 comments

Models are smart as heck but they are not wise

https://subjunct.bearblog.dev/these-models-are-smart-but-they-are-not-wise/
1•alexh•26m ago•0 comments

Show HN: An AI-produced news podcast for curious kids

https://myfirst.news/
1•hakunin•26m ago•1 comments

Show HN: Machogs – Find out what's hogging your Mac, in plain English

https://bnishit.github.io/machogs/
1•bnishit•26m ago•0 comments

NovaPDF – A 100% client-side PDF editor with paragraph reflow and local OCR

https://novapdfstudio.com
1•Sacha-Builds•26m ago•0 comments
Open in hackernews

Ask HN: GitHub employees what's going on? Why?

78•sharts•53m ago
Pretty self explanatory. Could you folks shed some light on why these issues keep happening?

I’ve noticed most posts and replies are just people coming to their own conclusions based on whatever published data.

I think it would be helpful to get some actual, non-corporate/marketing information on the goings-on by those that actually see what’s happening on the inside.

Thanks

Can

Comments

herpdyderp•48m ago
non-helpful answer: the "Microsoft Acquires GitHub" line in this graph answers all questions https://damrnelson.github.io/github-historical-uptime/
ciupicri•47m ago
On the other hand I think usage increased and GitHub operates now at a different scale.
joshdavham•44m ago
Microsoft acquiring GitHub is not a valid root cause analysis explaining Github’s degraded SLA.
cwnyth•31m ago
According to that graph, performance drops widely after Microsoft's acquisition before AI enters the scene. If not Microsoft, how else do you explain it, or is the graph somehow misleading?
lordgilman•30m ago
You're the one making the argument! You need to show causality instead of correlation.
cwnyth•3m ago
I've made no argument at all. I'm asking a question.
traviswingo•29m ago
Microsoft acquires GitHub and subsequently moves all infrastructure to Azure
flexagoon•24m ago
Note that most of the downtime in that graph comes from Github Actions, which simply didn't exist before the Microsoft acquisition.

The downtime also starts happening in 2020, which is a while after the acquisition. 2020 was the year many people started learning to code while being stuck at home.

preciousoo•17m ago
No one hates msft more than me, but there’s no way you think this one data point is useful to explain anything at all
delduca•47m ago
AI + Microsoft = kabum
solfox•45m ago
Many microsoft services are down/failing today, including sites hosted on Azure. I'm guessing it's a larger MS outage.
joshdavham•43m ago
So perhaps we should be asking Azure engineers, not Guthub engineers?
adzuci•24m ago
Are they? https://azure.status.microsoft/en-us/status doesn't support this afaict.
jdelsman•22m ago
How sure are we that their status page is accurate? AWS's status page often lags actual issues.
tux3•17m ago
The page shows all green, which coincidentally is also how it looks when Azure is down. That page is for SLA/billing purposes, it won't show live incidents as they occur.
tristanj•43m ago
Github is struggling because AI-boosted coding increased the number of commits 14x in the past year, and the pace is still accelerating. The site is struggling to keep up. Github's COO confirms it here: https://x.com/kdaigle/status/2040164759836778878

Platform activity is surging. There were 1 billion commits in 2025. As of three months ago, it was 275 million per week, on pace for 14 billion this year if growth remains linear (spoiler: it won't.)

20% of all GitHub accounts were created in the past 6 months https://x.com/kdaigle/status/2082604368399159542

TZubiri•40m ago
Are these disproportionately in the free tier? Or is the increased storage load similar across the paid tiers?

Might be worth considering a /GB/MO fee. Let's face it, VCS is a (glorified) storage service.

cute_boi•29m ago
I think Github should start charging who goes beyond fair usages.

I just checked no 1 vibe coder https://github.com/steipete and he has like 279,440. Compared this to Taylor who works on huge project like Laravel and is only around 8k commits.

ProofHouse•26m ago
The scam that anthropic pulled, is they remove free tier (bad idea for Github honestly), but blame it on AI vibe code abusers. Instead of for example finding the 1-5% of absolutely aggregous users like Steipete and restricting them.
pluc•40m ago
Microsoft. Azure. AI.

Pick one!

lexoj•22m ago
Also the fact that its written in Ruby on Rails probably doesn’t make it easier, performance wise.
t-writescode•14m ago
Honestly. They’re already performing miracles with RoR.

How many non Ruby apps and all the databases and systems behind could climb their traffic 14x when they probably only perf-tested for a sustained 2-3x and, and paid for a profitable amount of rack space rather than a “lol, VC money, we’ll 10x later” amount of infra.

toomuchtodo•34m ago
GitHub Will Prioritize Migrating to Azure Over Feature Development - https://news.ycombinator.com/item?id=45517173 - October 2025 (63 comments)

HN Search: azure capacity - https://hn.algolia.com/?dateRange=all&page=0&prefix=true&que...

Azure Capacity Crunch Extends into 2026 Amid Data Center Constraints - https://windowsforum.com/threads/azure-capacity-crunch-exten... - October 9th, 2025

https://news.ycombinator.com/item?id=47427779

zeafoamrun•26m ago
So you're asking github employees to violate their NDA?
VCFundedGenYer•18m ago
I think it's two things:

- GitHub attempting (and seemingly failing) to move to Azure infrastucture for its website backend

- AI generated code wrecking the site due to the volume of activities.

Alien1Being•16m ago
GitHub is struggling because it is owned by Microsoft.
qrush•10m ago
I got an "it is unacceptable" from their CPO on 8/7, and that they are "working around the clock on it".

https://x.com/mariorod1/status/2085800861469495465

I really think something deeper is going wrong there, and they're not being honest with their paying customers (and enterprises) about it.

logicallee•18m ago
it's a bit of a stretch to call removing a free tier a scam. as you can see a lot of people in this thread are saying Github should start charging.
pluc•38m ago
Nobody at Microsoft could've predicted AI was going to be so popular!
cute_boi•34m ago
It is just an excuse. If they can't support paid member or don't have infra they should start charging these slop projects who are committing relentlessly.
bhouston•34m ago
> Github is struggling because AI-boosted coding increased the number of commits 14x in the past year, and the pace is still accelerating.

Sure, but how is OpenAI, and Claude handling the increased usage? They are handling it a lot better than Github. Just because you have fast growth does not mean you can not handle it.

Instead you have to realize that you are entering into a high growth phase and design around that.

It has been clear that we are in a high growth phase for around a year now and Github still hasn't adapted to that properly.

At some point you have to admit that Github ready for the moment.

traviswingo•30m ago
GitHub is on Azure. Azure is notorious for being terrible. There was a post here recently from an ex-Azure engineer explaining all of this in a multi-part series.

Edit: Found the thread: https://news.ycombinator.com/item?id=47616242

Tiberium•26m ago
Isn't a lot of OpenAI infra also on Azure? They seem to be faring better than GitHub.
bhouston•8m ago
I bet OpenAI has failovers to other data centers. I think they have a variety of data center provides all over the place.
tekno45•27m ago
OpenAI and Claude don't accept commits and host PRs? How are they the same?
logicchains•25m ago
They're undergoing the same kind of load. Almost every AI commit that's putting pressure on GitHub's servers was written on OpenAI and Anthropic's servers.
simonw•14m ago
Scaling ChatGPT and scaling GitHub are very different problems.

For LLMs, prompt handling is effectively stateless. They do try to route follow-up prompts to the same cluster to benefit from prompt caching, but those can be effectively sharded. They also need to write results to storage but that's on a per-customer basis, so also easy to shard.

GitHub is a shared space, where commits and issues and PRs need to become instantly available to all readers across all geographies. They have a very different shape of scaling challenge to the LLM vendors.

bhouston•11m ago
> GitHub is a shared space, where commits and issues and PRs need to become instantly available to all readers across all geographies. They have a very different shape of scaling challenge to the LLM vendors.

Github data is accessible by all (if open source), but they should be partition-able by individual repository (and their related forks.). Thus while there is more shared state across users, it isn't fully shared state.

And they have been working on this semi-shared state design for over 10 years now.

dumberquestions•24m ago
They're getting increasing demand for tokens at an accelerating pace.
pixelesque•12m ago
Is that the same as storing state in a DB and on a filesystem though?

Like, I get there are other features they have, and things like history, but I don't think it's quite the same.

Isn't most (not all) of the LLM's resources stateless compute to a large degree?

(Not defending MS at all though, I currently can't create a PR on the required branch for my work (won't load the branch list) and their availability is really bad recently).

SamBam•23m ago
OpenAI and Anthropic are spending hundreds of billions of dollars that they may never recoup forcing the building massive new data centers in the face of widespread protest.

You think GitHub ought to match that?

bhouston•15m ago
> OpenAI and Anthropic are spending hundreds of billions of dollars that they may never recoup forcing the building massive new data centers in the face of widespread protest.

So has Github's owner Microsoft. It's build out is on par with OpenAI and Anthropic.

> You think GitHub ought to match that?

Microsoft is.

The issue is that the software stack is not stable. That is clearly the issue here.

It isn't a hardware build out issue. It is related to the architecture of Github.

theappsecguy•18m ago
Well they heavily limit free tier usage and for paid users they are charging a tiered pricing model that ramps up very aggressively. Github is a lot more generous in this sense and it has a lot more surface area in terms of the functionality it serves
remus•11m ago
> Sure, but how is OpenAI, and Claude handling the increased usage?

By spending tens of billions in investor cash. It is not clear what a sustainable business model looks like for these companies at the moment.

> They are handling it a lot better than Github.

Are they? Anthropic has fairly frequent issues.

There's high growth and then there's demand increasing 10x in a year. For a mature business like github that's a massive, and I can't think of many big businesses who would be able to scale smoothly to accommodate that kind of demand.

arjie•29m ago
The obvious answer is to end free unlimited private repos. Source is no longer a specific thing. GitHub is just a free S3 or Azure provider.
SoftTalker•23m ago
I think this would cut out a lot of the mindless commit activity.

Charge $1/month per repo. If your project isn't worth that, run your own git or use another free forge.

odo1242•16m ago
I think GitHub leans on this free repos thing a lot for getting new users though. Like I could see people just moving to GitLab
hakunin•13m ago
…and encountering the same issues most likely.
odo1242•11m ago
Fair, but the point is GitHub’s model is:

Free Users use GitHub => when a company needs source control => all their coders use GitHub => company buys expensive enterprise contract.

If there’s less of an advantage to using free GitHub then that funnel works less effectively.

hei-lima•6m ago
GH isn't good enough to charge that much for its core services. 90% of its user base would just find better or cheaper alternatives, and the only ones remaining would be legacy enterprise codebases that are just impossible or too expensive to migrate.
fourseventy•27m ago
Github is owned by Microsoft, its not like its some boostrapped startup who has a closet of servers that are melting.
bluerooibos•27m ago
> Github is struggling because AI-boosted coding increased the number of commits 14x in the past year,

OK so then use the additional revenue to add more resources and employees? What the f*k are they doing over there?

thevinter•26m ago
What revenue do AI-boosted commits provide? Am I missing something?
pavel_lishin•26m ago
Is there additional revenue from a bunch of people pushing their vibe-coded stuff up to Github?
flexagoon•26m ago
> OK so then use the additional revenue to add more resources and employees?

What revenue? I'd assume the people pushing thousands of AI-generated commits are not the people paying for GitHub Enterprise.

0xbadcafebee•15m ago
If that's the superficial cause, then the root cause is a lack of limits. Any production system in the world will go down from too much load if you don't limit the load. You have to do performance testing to determine what the system's peak utilization is, and put limits in place to prevent exceeding that limit.

There are multiple kinds of limits you need. First you need the raw i/o limits on things like networking, load balancer requests per second, etc so you don't slow to a crawl on high load; you can throttle max i/o so demanding users don't steal performance for others, or even throttle network traffic to the client IP and internal services. Then you need additional limits at app layer, like number of requests you can process that make DB calls (as most DBs have a connection and request limit), or limit API requests to X/minute. Then you need more business logic limits, like max number of concurrent logged-in users, max number of repos a user can have, max number of requests for free users, priority for paid requests, etc.

When you hit a limit, you have a couple choices. You can shed load (dropping calls immediately, which results in 503 errors for users, or even network disconnects), but it makes a very poor user experience, and can cause larger issues/conflicts in a distributed system. You can instead keep a max number of active sessions, and adjust that number over time, to ensure that (on average) your users have a stable experience; this requires implementing a "waiting room" for new sessions when old ones expire or log out; still not great for users, but it prevents everyone from getting random errors, which means the majority of users have a good experience.

There are way more kinds of limits to implement. Each business has to analyze its entire system to identify performance bottlenecks and implement limits to ensure the majority of users continue to have good service. Without those limits, you get a shit experience for everyone, your brand is tarnished, and customers run for the hills.

Finally, the performance testing helps you plan how much infrastructure you need to serve a given number of users. If you plan properly, you know X infra allows for Y number of users. Once you exceed Y users, you need to start throttling or stopping new user signup, until you can increase capacity. Continuing to allow signups and additional usage, without the capacity to support it, results in what we see today, which is the whole site being down for everyone.

adzuci•12m ago
I think that data is a bit dated and misleading, but I would love to see if AI slop is a contributing factor here once the dust settles and how Github will address it. Looking at the return to mean in https://areyougoingexponential.rhys.dev/kdaigle makes me think the COO spike could be a Karpathy wiki or an agent too.
fragmede•13m ago
Fundamentally, there's incoming requests, an application server, and a database. The devil is in the nature of those requests, and how do you process those requests and stick them in the database. And then serve them back out again. Different application, different database, but fundamentally, it's the same problem. Google managed to do this very well. Microsoft has not.
bhouston•13m ago
I am pretty sure OpenAI and Claude actually have a higher hardware cost per request that Microsoft. Github is actually most just a standard REST API app, although with some caching and git specific operations in the background. It is not as hardware intensive as GPU-based inference per quest with huge contexts and low latency.

Also Github's feature offering has been incredibly stable for the last 6 years. There isn't an excuse for it to be unstable like this.

pixelesque•7m ago
Yes, but come on...

That's due to the need for ultra-fast memory and inference compute, it's not the same thing.