Review
Efficient human-AI collaboration for code review
The results show that AI effectively lowers cognitive barriers by summarizing pull requests, detecting minor localized errors, and helping developers discover system-level problems, but AI tools must adopt a "do more with less" design philosophy where the design should focus on high-reliability features and not overload the users with information.
Oscar Karlsson
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