By time-sharing, does he mean sharing computing time on a cluster? I work on my university's cluster and on bad days, my jobs are queued for 4 hours and then run for 20 minutes...
https://en.wikipedia.org/wiki/Time-sharing
esr also has a good article: http://catb.org/jargon/html/T/timesharing.html