I've been avoiding posting in this thread, because it was started by a student. But - I will venture in, at my peril.
I have flown over-gross in the past. I survived. My reasons are perfectly sane to me, and only to me. To anyone else, your airplane will instantly disintegrate and you will all die a horrible death.
My case only: The plane has an increase of 40HP over the factory offering, an increase of approx 22%. My plane is rated to utility category up to gross weight. My plane is eligible for a 200Lb increase in gross weight by addition of tip tanks(I don't have them). In place of tip tanks, I have the later model wing tips which provide an additional wing area to distribute load. My plane was offered as a militarized version with an additional 250Lb weight increase with no change to the airframe except a canopy, tail, and seating accommodation.
The plane is older than dirt. It shows no fatigue, however, similar airplanes of similar vintage have suffered catastrophic wing separation after a high number of high G maneuvers which I don't do, and hasn't occurred in my plane.
YMMV, don't try this at home, pro driver on close course, objects in mirror are larger than they appear, contents have settled, and may cause anal leakage.