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…

Ich kenne viele, die fahren mit diesen Schrotträdern. Die werden halt nicht geklaut, auch wenn die da mal ne Woche über nen Urlaub stehen bleiben.

Thats pretty cool, although that is not even mentioned in the article unless Im missing something.

Experiments reveal PV-leaves generate over 10% extra electricity compared to standard solar panels, which dissipate 70% of solar energy.

So basically you go from using 30% of solar energy to 33%? Sounds nice but would that really do that much?

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