Adam H. Sparks 
If you're using @Posit's r-lib/actions/setup-r and {pak} (or even if not using {pak} you might switch for this), set `use-public-rspm: true` for your Ubuntu runners on GitHub actions. Took a ~20 minute job down to ~8 by installing binaries, e.g., https://github.com/AAGI-AUS/AAGIQuarto/blob/af32781a3b18eac9216b225b90f9afef524310c3/.github/workflows/publish.yml#L30. #RStats #GitHub #CI
danwwilson @adamhsparks @Posit I haven’t used {pak} yet, but if you’re saying it’s good, I might just do that.
@danwwilson @Posit it's handy for installing system level libs if building from source, and in this case, grabbing Linux binaries for a quicker CI session.
Olivier Leroy@adamhsparks @danwwilson @Posit
I am still unclear if i want to go the guix path for that (and do not if It will be correct) but always good to have other options!
@defuneste @danwwilson @Posit I’ve never used guix. TBF, I don’t even really know what it is. How/why would I use it here with GHA?
@adamhsparks @danwwilson @Posit
guix is a functional package manager, you can use it in gha since most of your action probably run in linux (it will prob be slower than getting binary but I could be wrong). I hope it gave us some unified way of managing environment.
Mehrad 
@defuneste
@adamhsparks @danwwilson @Posit
Regarding #Guix, for Github Actions, take a look at this:
https://github.com/marketplace/actions/install-gnu-guix
And as for using pak or Guix, I personally use both. I use pak on my laptop for quick scripting, and when it is functional code, then I create a Guix environment for it.
At work, I exclusively run all my projects in Guix time-machine. I have explained my workflow here:
https://mehrad.ai/posts/20251106-reproducible-r-enviroment-using-guix/
@Mehrad @adamhsparks @danwwilson @Posit
I am slowly reaching the level to understand your blog :)
@defuneste
If there is any ambiguity, send me a message and I'll gladly try to explain my understanding. I'm no expert in Guix or scheme, but I'll do my best to help 🤓
@Mehrad No ambiguity I am just sloowww (and like to understand) !