I can’t tell if you’re actually asking or if your question was rhetorical but I’ll go ahead and answer. This is over simplified but this is basically what is being reported:

The RAM companies know how much RAM each of their factories can make in a given hour, day, month, year, etc.

To keep math simple, let’s say the RAM company owns 1 factory. They can make 100 chips in that factory per year. In January 2026, Company A orders 50 chips, Company B orders 50 chips, Company C orders 50 chips, and Company D orders 50 chips. It’ll take 2 years to complete those orders. Maybe each company gets some chips every month for 2 years or maybe it’s first come first serve. Regardless, 2 years. The factories are at max capacity, they physically can’t make them faster.

The only way to make more chips is to build another factory which takes time. But what if you make a lot of money overcharging customers? What if you think AI might be a bubble and demand will go down? Speaking as a company, building a new factory might not be worth the investment.

I use yt-dlp to download the audio from a YouTube video and then use MacWhisper to transcribe, and summarize the audio. Not sure what a windows or linux equivalent of MacWhisper would be

I run Qwen2.5 Coder 14B locally for boiler plate stuff that I then edit myself and it’s been great. I write code irregularly so using an LLM is nice when I know what I want to do, how to logically do it, but I’ve since forgotten the syntax.

Edit: I figured this would be a little contentious. If you write scripts so often that you feel like it’s worth it to invest time in becoming better at them, then by all means. This is just a hobby for me. As much as I’d love to do so, investing time in getting better at scripting is unfortunately a waste.

I have 4x 8TB WD Red Plus drives in my NAS. I started with 2 and added 2 later. 1 of the original 2 failed a little under the 4 year mark. I replaced it with another 8TB WD Red Plus drive. I’m happy with them. I wouldn’t say they get particularly loud unless I’m writing a bunch of data to them.

SMART Power_On_Hours (converted to years):

sda = 5.42
sdb = 1.58
sdc = 3.85
sdd = 3.85

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And file away your scanned papers separately

This^. No matter how many layers of backups I have for paperless, I’m still keeping the most important physical documents in a file cabinet.

Oh got it. Thanks!

How does Hetzner work? I just looked at their storage box prices, and it seems too good to be true? €40/mo for 20TB. And they break it down to €0.0651/hr. Does that mean I could run the backups only when needed and pay less than €40/mo?

I have a NAS with a couple of SSDs configured in a ZFS mirror that backs up to a Raid Z2 storage pool on the same NAS. Again, on that NAS, I run Paperless-ngx in a docker container. Finally, I use the iOS app Swift Paperless to upload documents to Paperless-ngx. All done over Tailscale.

My load bearing NAS has a lot of redundancy but no offsite backups so I still keep some important documents in the cloud. I’m saving up for another NAS that I can keep at a family members house but prices are insane right now :/

If you can follow the 3-2-1 storage rule without using the cloud, that’s awesome. However, the upfront cost can be expensive depending on how much you are storing. Just do the best you can using whatever you have available to you, even if that means using iCloud as part of your setup.

I agree. I’ve got a 9060XT 16GB card running some version of gpt-oss:20b. I understand how to program more or less but I do it so infrequently that I forget the syntax of whatever language I’m working in. It’s ability to spit out boiler plate code that I can edit for my needs has been a huge time saver and I’m extremely happy with my setup.

Is it already time for the lead GrapheneOS developer’s annual crash out? Where do the years go?

The house I bought had one of these installed already. Works great with the homeassistant ZWA-2 antenna.

No, you actually caught be at the perfect time, the transfer to my temporary pool is almost done. I was just curious how inheritance worked on a pool but after giving it some thought, your recommendation makes more sense; turn it on when I know I need it vs turn it off when I know I don’t. Thanks for the advice.

Let’s say I did turn on compression on root. I can’t then turn it off on a per file system basis where it isn’t needed?

Yeah I’m not excited about the write and rebuild times being slower but the read times should still be pretty good. Considering I don’t have any more space for drives in my server and I don’t know how crazy hdd drive prices will get in the next 12 months, the guaranteed 2 drive failure resiliency is more important to me at the moment. My current 1 drive failure resiliency, 2 if I’m lucky, has me worried. My backups are on shucked drives and I don’t want to be put in a situation where I have to rely on them to restore 😅

Thank you for this

I’ll look into it, thanks.

I’m still in the information gathering phase. Do you know if the element client works with the continuwuity server? Is it as easy as entering the domain, user, and password in the client?

Fair criticism. I just don’t have a lot of free time. I can invest in Element but I wanted to crowd source information to see if it was worth it or if there was an easier way. It doesn’t get much easier than Docker

Out of curiosity, what makes it better?

A quick search says it’s a package manger for kubernetes. Besides plex, everything I selfhost is just for me. Would you say helm/kubernetes is worth looking into for a hobbyist who doesn’t work in the tech field?

Linux has gotten really good over the last ~15 years. It used to be that if you didn’t have the most up to date packages, you would be missing game changing features. Now, the distribution you use almost doesn’t matter because even the older packages are good enough for most things.

To answer your question, if it weren’t for gaming, no I wouldn’t mind using Debian as my daily driver. If I ever needed a new package for whatever reason, I would use flatpaks, snaps, docker, or Distrobox to get it.