Must senior engineers evaluate every AI-assisted modification? I consistently encounter emphatic affirmation, though I remain skeptical for multiple reasons. Text adjustments, library updates, or refactoring with comprehensive testing don't require equivalent scrutiny to new security implementations. Risk-stratified review systems aren't novel concepts, but become imperative when generating code at five-to-tenfold previous rates.
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