What helps is treating agent output as a first draft. My workflow: let the agent generate, then spend equal time reviewing as if a junior dev wrote it. If I cannot explain every line in the diff, it does not ship.

The culture shift matters too. Teams should normalize asking "did you review this yourself?" without it feeling accusatory. A simple PR template checkbox like "I have personally tested these changes" sets the right expectation.

At first glance, this could seem to be redundant (downstream) of the suggested anti-pattern. But reviewing code doesn't necessarily mean reading all of it. A reviewer might want to unpack a function you already know well, because you specified it and saw it work (but never read).