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According to Andy the timeframe depends on the level of the integration they want to achieve. Andy said he could see an Ubuntu version arriving in the next probabably 24 months, longer to be at the point where the major linux distributions are supported and lets say 90% of Linux is supported.
TL;DR: No further info or ETA.
https://youtu.be/Dp7ght2fMR4?t=2584 (Interview is from December 2023)
Generally, as a Linux user, I'd suggest the interview above.
Here is an alternative Piped link(s):
https://piped.video/Dp7ght2fMR4?t=2584
Piped is a privacy-respecting open-source alternative frontend to YouTube.
I'm open-source; check me out at GitHub.