I don’t think that is even necessary. If you download the .torrent file from a trusted source it will already contain a secure hash of the final file. Also every piece you receive also comes with a hash that can also be verified through the .torrent file. If you don’t trust the source enough to provide a valid .torrent, I don’t see how downloading the image directly from them makes any difference. Read more: Official BitTorrent BEP BitTorrent V2 and SHA-256

Using “AI” has been beneficial for example to generate image descriptions automatically, which were then used as alternative text on a website. This increased accessibility AND users were able to use full text search on these descriptions to find images faster. Same goes for stuff like classification of images, video and audio. I know of some applications in agriculture where object detection and classification etc. is used to optimize the usage of fertilizer and pesticides reducing costs and reducing environmental impact they cause. There are ofcourse many more examples like these but the point should be clear.

While this will get you a selfhosted LLM it is not possible to feed data to them like this. As far as I know there are a 2 possibilities:

1. Take an existing model and use the literature data to fine tune the model. The success of this will depend on how much “a lot” means when it comes to the literature

2. Create a model yourself using only your literature data

Both approaches will require some yrogramming knowledge and understanding of how a llm works. Additionally it will require a preparation of the unstructured literature data to a kind of structured data that can be used to train or fine tune the model.

Im just a CS student so not an expert in this regard ;)

Is there a difference between tab stacking and something like tree style tabs?

Just FYI Drew DeVault also started a fork recently https://codeberg.org/redict/redict/

Somehow I only had issues with CrowdSec. I used it with Traefik but it would ban me and my family every time they used my selhosted matrix instance. I could not figure out why and it even did that when I tried it on OPNSense without the Traefik bouncer…

Bailing out, you are on your own. Good luck.

I dont think I overestimate peoples technical skills. Just a week ago I had to explain to my university lecturer how to mirror screens and the concept of having multiple screens was just as new as using them for the same thing at once. Thing is that the design for a lot of functions is the same in linux and windows. Some examples: Search menu, right click, desktop, files, drag and drop, task bar and its widgets and application shortcuts. Sure there are many differences too but I would argue that using some sort of app store is easier than finding an executable online. What I want to say is: For very basic usage like using a web browser or searching files you will have the same or very simila patterns between OSs.

Well but that is mostly because windows is installed on evrything. If there was linux pre installed it would not require a lot of technical understanding for basic usage (depending on the distro).

I like Schildichat, Element is nice aswell though. If you dont need the newest features and beta stuff you can go try Fluffychat. Also Cinny is fancy but not available on android sadly.