IlyaShpitser comments on Starting University Advice Repository - Less Wrong Discussion
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On the margin I think its usually better to take less and/or easier courses. It is better to do very well on an easier schedule than do "ok" on a hard schedule. If you apply for a job or grad school everyone will look at your gpa. If a semester is too easy this is not a serious problem. You can always read an extra textbook or do some coding projects in your spare time. Next semester you can up the difficulty. If a semester turns out to be too hard and you do badly the penalties are real (though survivable).
As a professor looking for promising graduate students, I don't care about GPA very much. Well, I suppose a super low GPA is a signal (but even then does not rule you out).
Admission committee might care.