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Running local models is good now

vickiboykis.com

41–50 of 651 posts

Re: Running local models is good now

#41
post #15

After having been a happy user of Qwen3.6-27B for a few weeks, due to being away from the hardware, I'm currently forced to use Claude Sonnet 4.6 It is such a downgrade. I don't understand how that's even possible. The thing has so many strongly-held opinions I did not ever ask it for, talking just way too much and generally feeling somehow dumber. Of course, being significantly larger, it will encode more knowledge,…

Yep, I daily drive Qwen3.6-27B (including for work), have done pretty much since it came out. IMO it's the only (small-ish, local) model worth using, if you can run it. It might not be as good as Opus at "add X large feature" but I don't want that in a model. I want to do the thinking while it does the typing. And Qwen 3.6 27B is perfectly good at that (while in my experience models like the 35A3B and gemma are signi…

> (starts to get a bit dumb above 160k ish)

If open models can ever hold roughly 600k token windows, I'll be really excited, I found that around 300 ~ 400k of Claude reading through your codebase results in better outputs. I also have Claude read official docs instead of "guessing" as to how to do something.

Re: Running local models is good now

#42

I’m keen to understand speed here etc etc. if I bought a Mac studio with 96GB - what can I realistically run, how’s it compare to fable/opus etc and how fast is it? Currently maxing out two Claude code accounts every x hours when working on large code migrations or setting up new iOS apps etc - most of time it’s fine but occasionally it’s mega frustrating!

I strongly recommend trying LM Studio - it's the lowest friction way to try out models, you can browse https://lmstudio.ai/models and click "Get" and then "Run in LM Studio" to download and run a model.

With 96GB I'd start with the Gemma 4 and Qwen 3.6 models. Any of those should work fine.

Re: Running local models is good now

#44
post #7

This is the kind of thing that Anthropic et al should be worried about. As it becomes easier and easier to run local models, the ceiling of what they'll be able to charge will get lower and lower. Not that nobody will be willing to pay $$$$$ per month, but a lot of people are going to multiply the per-month charge by 12 or 24 and say "Could I set up a local model for less than that, and have it pay for itself within…

These local models can do some of the work the non-frontier models can do but for me, that's not worth much. If I am just using Sonnet 4.6, I can pretty much work all day on the $20/month plan. And Sonnet is still a way more powerful model than a one you could self host on an M2 mac.

If things change to token usage billing for everyone, maybe I'll be singing a different tune but on a subscription, I don't think it makes sense financially.

Fun? Yes. Financially sound? No.

Re: Running local models is good now

#47
post #15

After having been a happy user of Qwen3.6-27B for a few weeks, due to being away from the hardware, I'm currently forced to use Claude Sonnet 4.6 It is such a downgrade. I don't understand how that's even possible. The thing has so many strongly-held opinions I did not ever ask it for, talking just way too much and generally feeling somehow dumber. Of course, being significantly larger, it will encode more knowledge,…

Very curious what hardware you're running this on!

Re: Running local models is good now

#48
post #20

Earlier quoted context omitted.

A Strix Halo with similar RAM is considerably cheaper. Still not cheap , mind, but performance is OK (not great) and it will run more or less the same models.

At least for me, it's been pretty great, but I bought my system when it was $1800, now looks like the same system is $2700 and out of stock. I still haven't quite been able to run 120B parameter models under Windows, but for Qwen Coder 30B, it works pretty darn well for my at home needs.

Yeah, they have gone up a lot since I bought mine too. I did get Qwen3.5-122b running on all-GPU (on a 128GB machine) under a minimal Arch Linux setup (I do my GUI work on a much cheaper box). It worked, but Qwen3.6-35b is performing almost as well and a lot faster.

Still cheaper than a new Mac. Maybe not cheaper than a used one.

Re: Running local models is good now

#49
post #34
post #7

This is the kind of thing that Anthropic et al should be worried about. As it becomes easier and easier to run local models, the ceiling of what they'll be able to charge will get lower and lower. Not that nobody will be willing to pay $$$$$ per month, but a lot of people are going to multiply the per-month charge by 12 or 24 and say "Could I set up a local model for less than that, and have it pay for itself within…

What I don't understand is that on one hand we read 'what they charge is much less than it costs them' and on the other hand this thread seems to suggest that 'what they charge is more than it would cost me'.

Bigger models that Antrophic want to sell cost disproportionately more (e.g. 100% more cost for 5% performance improvement) than small models you would use locally

Re: Running local models is good now

#50

Earlier quoted context omitted.

He is using a 2022 M2, which you can get that for about $2k used. That is beyond reasonable.

Global Affordability Estimate: Top 10% of global earners (~800M people) can afford a $2,000 device without major financial strain. Top 25% (~2B people) could afford it with some budget adjustments. Bottom 50% (~4B people) would find it prohibitively expensive. So for a SV top income, maybe that might look more like the weekly pet brushing budget, but for most people out there this is not that much of a no-brainer.

Yes, because the bottom 50%, mostly impoverished or near impoverished folks were spending money on Claude Code subscriptions instead /s
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