As you say an amount depends on the server resources, but also on how big your 
build history will be and how you have configured the jobs.

More then 1k jobs is used in the field, not sure anyone has got to >10k but 
from what I have heard it is getting close.  That's not too say that more jobs 
is not doable just I don't know of anyone who has that many. When you get to 
that many jobs its not just the server scaling but the ui and navigation etc 
which is not Jenkins specific

As for slaves I'd don't know as I support approx 1k jobs with 12 slaves. So 
scaling into the hundreds isn't even on  the radar for my setup!

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