Stuff Slurm. On these instances, it's very important that you manage your Cloud credentials correctly. Helped me protect my cloud ID and credentials. I don't back. That's a pretty general question. But this is pretty nice. Yeah. So first, it's much more tutorial. It's like this is and this is the difference. So let's, let's actually, I'm going to start a new chat just from a comparison perspective. And I'm going to say, write Python to create a server on Google Cloud. So no, prelim, no walking it through. And I was interested, I'm interested to see what it does. So similar, let's say, very different layout, basically, just stuffing. So this, this is one of the things I wanted to explore. So over here, we actually walked through what we wanted. And it generated sort of real, what I would consider real Python code where it finds a whole bunch of instances and walks things through this case, and I use the I use 3.5. So I intentionally use the dumber model. And it gave us some things about fixing the zone. But it literally just jumped dumped a whole bunch of JSON, a JSON blob in the middle of the code, and then stuffed it into the API. Yeah, interesting. Yeah. And then this one actually has details s about x about pricing. Come back over here. Yes, this is. So this is where I think people think GPT is going to just do the job for me. And I could, but it's actually providing some information about, you know, least privilege. How can I install Slurm on this computer? Super smart enough to know that this computer is the cloud key that it does, look at that Slurm? That cloud instance? So this is this is to me remarkABLE. Yeah. Like it's, it's saying, you know, and understand when I see this computer what it means. Yeah. And this is about how to install Slurm. Which I'm not sure this is actually doing a make. So what is walking through in this install path processes, it's telling me I need to build Slurm I need to do my light. The library is sometimes handy because I've tried to write an install for Slurm. About a year ago, but I don't want to do a make it let's see is there so I can actually come back. And so the challenge is now I'm adding my intelligence to say I don't want to run make, say. So in this case, it came back through it's looking at a whole bunch of Slurm stuff. If we wanted a container based approach, we could do it with Docker. So let's let's say Docker sounds good. Actually, I was playing with somebody with this and they were like it's too chipper Can you can you ask it to be grumpier? It wasn't very good about being grumpy. It was a little bit got a little bit grumpier. Ask it how it's feeling today I'm being a little bit more specific. Yeah. Still generating a won't do it won't let me do well. So here's the Docker. Here's my Docker Compose. That actually built all the containers for Docker compose that's pretty nice. Starting the cluster I didn't know people still use Docker compose and they might not despite this is sort of a this is the challenge right? This is it this is looks pretty darn reasonable. Yeah. I don't know enough about composed to know if it actually is Docker CentOS? Actually this is not particularly reasonable REITs and because CentOS seven is not that recent?