Yeah its huge demand upswing from the growth of openclaw and similar pushing resources. Very clear from recent changes and announcement around this [0]
Fwiw there are worse delays from second tier providers like moonshot's kimik2.5 that are also popular for agentic use.
It's also worth keeping in mind that Anthropic's compute needs are nothing like those of a company like Shopify or Adobe, so revenue might not paint accurately enough the picture of what they're dealing with right now.
I assume most of their outages is related to this insane scaling and lack of available compute.
Vibe coding doesn't automatically mean lower quality. My codebase quality and overall app experience has improved since I started using agents to code. You can leverage AI to test as well as write new code.
> I assume most of their outages is related to this insane scaling and lack of available compute.
>
> Vibe coding doesn't automatically mean lower quality
Scalability is a factor of smart/practical architectural decisions. Scalability doesn't happen for free and isn't emergent (the exact opposite is true) unless it is explicitly designed for. Problem is that ceding more of the decision making to the agent means that there's less intentionality in the design and likely a contributor to scaling pains.
This is only true for small companies that can infinitely scale within AWS without anyone noticing.
You are talking about software scaling patterns, Anthropic is running into hardware limitations because they are maxing out entire datacenters. That's not an architectural decision it's a financial gamble to front-run tens of billions in capacity ahead of demand.
My theory is that most of their outages are compute and scale related. IE. A few GPU racks blows out and some customers see errors. They don't have any redundant compute as backup because supply is constrained right now. They're willing to lower reliability to maximize revenue.
Why would you think that the person you are replying to didn't design in scalability? What exactly are emergent features when vibe coding? If scalability is an explicit requirement it can be done.
> What exactly are emergent features when vibe coding?
Regression to the mean. See the other HN thread[0]
The LLM has no concept of "taste" on its own.
Scalability, in particular, is a problem that goes beyond the code itself and also includes decisions that happen outside of the codebase. Infrastructure and "platform" in particular has a big impact on how to scale an application and dataset.
After the CC leak last week I took a look at their codebase and my biggest criticism is they seem to never do refactoring passes.
Personally I write something like 80-90% of my code with agents now but after they finish up, it's critical that you spin up another agent to clean up the code that the first one wrote.
Looking at their code it's clear they do not do this (or do this enough). Like the main file being something like 4000 LOC with 10 different functions all jammed in the same file. And this sort of pattern is all over the place in the code.
I have a buddy who used to work at Shopify and was proud about having sprints dedicated to removing unused features. This is really underrated but is the only reliable way to prevent bloat. Oh and getting rid of bloat is way more satisfying!
It's not an automated process (at least in my case). I primarily use Codex so I will do the initial pass with 5.3 or 5.4 xhigh and then cleanup with spark on medium or low.
Spark is great for this kind of cleanup work because the feedback loop is so tight compared to just about anything else. It's quite hampered by a very small context window but in the context of cleanup/refactoring that's more of a feature than a bug IMHO.
My suggestion for folks that want to do this is make sure you keep reasoning low. The cleanup should be very much human directed and derived from your "taste", at that point you don't want the model to think at all and just blindly do what you tell it to. You want reasoning to be just high enough so it doesn't eff up the code in the process.
I’m sure someone is out there claiming that AI is going to solve all your business’s problems no matter what they are. Remotely sane people are saying it will solve (or drastically improve) certain classes of problems. 3x code? Sure. 3x the physical hardware in a data center? Surely not.
To be clear, this number will probably end up being reasonably accurate, but it is a pet peeve nonetheless in the startup world how shitty these financial metrics have become. We're three months from the end of 2025. You'd think we'd want to see at least two years of $30 billion dollar revenue earned in each year before we say with any meaningful level of statistical validity that they have $30 billion in "annual recurring" revenue.
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To be totally candid, I'm coming off a year spent driving 2 early-stage startups (principally one I've cofounded) toward profitability and traction; a thrilling, difficult, exhausting, humbling, and worthwhile thing. Now I'm turning my sights toward my next role, ideally doing that which I respectfully submit I do best: turning dreams, wireframes, and DB diagrams into battle-tested and beautiful apps and other deliverables for all sorts of audiences. I'm open to new stacks, new product spaces, new market opportunities, and new ideas. Feel free to contact me if you think we might be a good fit.
I share your pain. Luckily there are great apps out there (I use IconChamp[1]) that let you take full control of any given extension's associated icon, among other cool things. If your point is more purely about Apple's stance, then I extend a hearty "hear hear".
Folowing Jony's departure, Apple did introduce a new mbp design that removed the Touch Bar-- but has also sold an updated version of the 13" model, which still includes it, for some time
the 13" macbook pro w/ touchbar is basically a drop in replacement for the previous generation. I'm under the impression it's meant for enterprises/education where any visible difference results in a 'who moved my cheese' screaming session from users/c-level folks.
Howdy HN! I'm a frontend dev of 8 years, with excellent design chops, refined soft skills, and a take-no-prisoners approach to getting amazing things accomplished.
I normally don't post things that sound so self-aggrandizing, but I suppose advertising myself as a commodity among those in the know is the place to do it: I've been referred to as a 10x engineer by developers with multiple times more experience than myself, I have led teams to great success in accomplishing tight deadline'd feature rollouts, in rewriting old webapps using modern best practices, and at each of my prior roles I have gone the extra mile (or several as the case may be) to drive productivity, increase code quality, and better team cohesion.
Howdy HN! I'm a frontend dev with 8 years of full-time experience (18 years coding total), excellent design chops, refined soft skills, and a take-no-prisoners approach to getting amazing things accomplished.
- Location: Delaware, USA
- Remote: Highly preferred; would consider hybrid onsite in Wilmington/Philly
I normally don't post things that sound so self-aggrandizing, but I suppose advertising myself as a commodity among those in the know is the place to do it:
I've been referred to as a 10x engineer by several elder developers with more experience than myself, I have led teams to great success in accomplishing tight deadline'd feature rollouts, in rewriting old webapps using modern best practices, and at each of my prior roles I have gone the extra mile (or several as the case may be) to drive productivity, increase code quality, and better team cohesion.
[1] https://status.claude.com/
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