Must a developer understand every generated line before using it?
They should understand the changed behavior and important control paths well enough to review, debug, and maintain them. Unclear critical code needs investigation before acceptance.
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More FAQs in What responsibilities remain with the human developer when AI writes the code?
The product owner or responsible developer makes that decision. Treat AI suggestions as proposals and compare them with user needs, constraints, and release scope.
No. Tests provide evidence for specific scenarios, while review examines whether the authorization design and implementation cover the application's actual roles and data boundaries.
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