Giolito has struck out 12, walked one and thrown 89 pitches Tuesday night.
An All-Star last year, the right-hander retired the first nine Pittsburgh hitters before walking Erik Gonzalez to start the fourth.
The Pirates, hitting a collective .229 this season, brought the majors’ worst record into the matchup.
Chicago leads 4-0.
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