Comment by jillesvangurp

Comment by jillesvangurp 2 days ago

3 replies

Why wouldn't these tools be available suddenly? Once you answer the question, the challenge then becomes mitigating that situation rather than doing things the old way. Like having backup systems, SLAs from network and other providers, etc.

Actually, the last thing you probably want is somebody reverting back to doing things the way we did them 20 years ago and creating a big mess. Much easier to just declare an outage and deal with it properly according to some emergency plan (you do have one, right?).

CI/CD are relatively new actually. I remember doing that stuff by hand. I.e. I compiled our system on my Desktop system, created a zip file, and then me and our operations department would use an ISDN line to upload the zip file to the server and "deploy" it by unzipping it and restarting the server. That's only 23 years ago. We had a Hudson server somewhere but it had no access to our customer infrastructure. There was no cloud.

I can still do that stuff if I need to (and I sometimes do ;-) ). But I wouldn't dream of messing with a modern production setup like that. We have CI/CD for a reason. What if CI/CD were to break? I'd fix it rather than adding to the problem by panicking and doing things manually.

reycharles 2 days ago

> Why wouldn't these tools be available suddenly?

Take a look at how ridiculously much money is invested in these tools and the companies behind them. Those investments expect a return somehow.

  • vineyardmike 2 days ago

    The models are already made. They can just run the very useful models they have indefinitely, and they’d be profitable. Or when they go under someone else can buy the rights to the weights.

    Anthropic, a common coding model provider, has said that their models generate enough cash to cover their own training costs before the next one is released. If they stopped getting massive investments, they should be able to coast with the models they have.

  • jillesvangurp 2 days ago

    I look at this as cost savings waiting to happen. Nvidia extorts companies to the extent of tens of thousands for a GPU. Somebody's going to undercut them. At the same time, people are working on optimizations as well. Using cheap CPUs for inference instead of expensive GPUs. Doesn't work for anything but if your model is small enough you can get away with it. Using lower bit quantization makes the models cheaper to run. Using hacks like prompt caching makes subsequent calls more efficient. Etc.

    Your base assumption is that it is expensive and therefore these companies will eventually fail when they keep on making less money than they are spending. The reality is that they are indeed spending enormously now and making a lot of very non linear progress. At the same time a lot of that stuff is being widely published and quite a lot of it is open source. At some point you might get consolidation and maybe some companies indeed don't make it. But their core tech will survive. Investors might be crying in a corner. But that won't stop people from continuing to use the tech in some form or another.

    I already have a laptop that can some modestly largish models locally. I'm not going to spend 40K or whatever on something that can run a GPT 5 class model. But it's not going to cost that in a few years either. This tech is here to stay. We might pay more or less for it. The current state is the worst it is ever going to be. It's going to be faster, bigger, better, cheaper, more useful, etc. At some point the curves flatten and people might start paying attention to cost more. Maybe don't burn a lot of gas in expensive and inefficient gas generators (as opposed to more efficient gas power plants) and maybe use cheap wind/solar instead. Maybe get some GPUs from a different vendor at a lower price? Maybe take a look at algorithm efficiencies, etc. There is a lot of room for optimization in this market. IMHO surviving companies will be making billions, will be running stuff at scale, and will be highly profitable.

    Maybe some investors won't get their money back. Shit happens. That's why it's called venture capital. The web bubble bursting didn't kill the web either.