Modern hardware with the latest kernel is advised for operators of the current and maintained #QubesOS version 4.3.
The features of the system are nearly the same as the previous generations. One interesting innovation is the possibility to change
VM Persistent/User modes in Qubes Manager when updating or configuring
http://www.dds6qkxpwdeubwucdiaord2xgbbeyds25rbsgr73tbfpqpt4a6vjwsyd.onion/wiki/Sysmaint

Compare with #Whonix in Vmware
https://fekir.info/post/immutable-machines-with-virtualbox/

Considier RO in regard to Stateless Relays (a gateway, a browser, a relay server)
Bandwidth-Weighted algorithm (performance vs security trade-off)
"Tor relays build reputation over time: a relay that has been running for months earns bandwidth flags that make it more useful to the network"
@torproject @FreedomofPress

live RAM Relay
http://uy3qxvwzwoeztnellvvhxh7ju7kfvlsauka7avilcjg7domzxptbq7qd.onion/websites/lists.torproject.org/pipermail/tor-talk/2015-July/038493.html
#Gentoo @gentoo @installgentoo

#FreedomOfThePress #FreedomOfThePressFoundation #Press #News #Journalism #ComputationalJournalism #Stateless #Immutable #ConfidentialComputing
#infosec #Qubes #Fedora #Tor #Innovation #Science #CS #IT #Linux

Tantalizing! But problematic, including discriminating raw material from instructions (I'm ignorant thus surprised).

"Despite their promise, LLMs introduce several new problems to document processing. Among them, they can introduce confabulations or hallucinations (plausible-sounding but incorrect information), accidentally follow instructions in the text (thinking they are part of a user prompt), or just generally misinterpret the data."

#ComputationalJournalism

https://arstechnica.com/ai/2025/03/why-extracting-data-from-pdfs-is-still-a-nightmare-for-data-experts/