Copilot boosts performance in brownfield tasks but decouples from comprehension unless users actively verify generated code, with verification frequency predicting understanding at r=0.96.
arXiv preprint arXiv:2312.11431 , year=
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VisDoc uses a GenAI pipeline grounded in CTML to restructure OSS onboarding docs, with small evaluations showing higher task success and lower cognitive load.
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