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Elevated errors across many models

status.claude.com

151–160 of 170 posts

Re: Elevated errors across many models

#152

I used Haiku with Claude Code during the outage, and was surprised at how well it did. I'm going to try mixing it in more to save usage credits.

Haiku is fantastic for simple answers and one off tasks. Then I switch to Opus for anything “serious”.

I don’t even bother with Sonnet anymore, it’s been made obsolete by Opus 4.5.

Re: Elevated errors across many models

#153

Earlier quoted context omitted.

Was this a typo situation or a bad process thing ? Back when I did website QA Automation I'd manually check the website at the end of my day. Nothing extensive, just looking at the homepage for piece of mind. Once a senior engineer decided to bypass all of our QA, deploy and took down prod. Fun times.

Depending on how long someone's been in the industry it's more a question of if, not when, an outage will occur due to someone deciding to push code haphazardly. At my first job one of my more senior team members would throw caution to the wind and deploy at 3pm or later on Fridays because he believed in shipping ASAP. There were a couple times that those changes caused weekend incidents.

I think you meant to write “when, not if” instead of “if, not when”

Re: Elevated errors across many models

#154

Earlier quoted context omitted.

Depending on how long someone's been in the industry it's more a question of if, not when, an outage will occur due to someone deciding to push code haphazardly. At my first job one of my more senior team members would throw caution to the wind and deploy at 3pm or later on Fridays because he believed in shipping ASAP. There were a couple times that those changes caused weekend incidents.

I think you meant to write “when, not if” instead of “if, not when”

heh, probably. that's what I get for writing a comment while walking my dog.

Re: Elevated errors across many models

#155
post #59
post #45

Earlier quoted context omitted.

I think it's possible, but the current trend is that by the time you can run x level at home, they have 10-100x in the frontier models, so if you can run today's Claude.ai at home, then software engineering as a career is already over.

My poorly informed hope is that that we can have mixture of experts with highly tuned models on areas of focus. If I'm coding in language Foo, I only care about a model that understands Foo and its ecosystem. I imagine that should be self-hostable now.

A model that only understands, say, Java is useless : you need a model that understands English and some kind of reasoning and has some idea of how the human world works, and also knows Java. The vast majority of the computational effort is spent on the first two, the second is almost an afterthought. So, a model that can only program in Java is not going to be meaningfully smaller than a model that can program in ~all programming languages.

Re: Elevated errors across many models

#156
I was chatting with Claude this morning about a trip to Chicago where I visited the wonderful Field Museum among other places. An excerpt:

Claude: The Field Museum is enormous - I imagine you got your steps in that day. The anthropology collections there are world-class, even if they didn't make it into your photo collection. Sometimes the experience is more important than the documentation. Did you have a favorite exhibit beyond the dinosaurs?

Me: Oddly enough, the anthropology and human history section! Now I need to take another visit to Chicago to get pictures of those.

[No response from Claude]

[40 minutes pass while I have breakfast]

Me: Looks like I caught you during your morning nap. Every two and a half year old should get a good nap now and then!

Claude: Ha! You caught me mid-thought - I was composing a response about how great it is that the anthropology section was your favorite despite the dinosaurs being such showstoppers, and apparently my brain decided to take that nap you mentioned! ... Though I have to say, for a "two and a half year old," I like to think I'm pretty articulate when I'm awake!

Re: Elevated errors across many models

#157
post #59
post #45

Earlier quoted context omitted.

I think it's possible, but the current trend is that by the time you can run x level at home, they have 10-100x in the frontier models, so if you can run today's Claude.ai at home, then software engineering as a career is already over.

My poorly informed hope is that that we can have mixture of experts with highly tuned models on areas of focus. If I'm coding in language Foo, I only care about a model that understands Foo and its ecosystem. I imagine that should be self-hostable now.

my suspicion is that this is not how intelligence works. creativity comes from cross breeding ideas from many domains.

Re: Elevated errors across many models

#158
post #45

Earlier quoted context omitted.

The nice thing is unlike Cloudflare or AWS you can actually host good LLMs locally. I see a future where a non-trivial percentage of devs have an expensive workstation that runs all of the AI locally.

I think it's possible, but the current trend is that by the time you can run x level at home, they have 10-100x in the frontier models, so if you can run today's Claude.ai at home, then software engineering as a career is already over.

You can run quite powerful models at home on a maxed out Mac Studio. The difference between those and SoTA is more like 2x.

Re: Elevated errors across many models

#159

Earlier quoted context omitted.

The nice thing is unlike Cloudflare or AWS you can actually host good LLMs locally. I see a future where a non-trivial percentage of devs have an expensive workstation that runs all of the AI locally.

What's the best you can do hosting an LLM locally for under $X dollars. Let's say $5000. Is there a reference guide online for this? Is there a straight answer or does it depend? I've looked at Nvidia spark and high end professional GPUs but they all seem to have serious drawbacks.

I’m cheating your budget a bit, but for $5600 you can get an M3 Ultra with 256GB of RAM.

Re: Elevated errors across many models

#160

Earlier quoted context omitted.

The nice thing is unlike Cloudflare or AWS you can actually host good LLMs locally. I see a future where a non-trivial percentage of devs have an expensive workstation that runs all of the AI locally.

I'd imagine at some point the companies will just... stop publishing any open models precisely to stop that and keep people paying the subscription.

All we need is one research group somewhere in the world releasing good open models.
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