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2026 1

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Do AI Coding Agents Log Like Humans? An Empirical Study

cs.SE · 2026-04-10 · unverdicted · novelty 7.0

AI agents modify logging less often than humans in 58.4% of repositories but produce higher log density when they change it; explicit logging instructions are rare (4.7%) and ignored 67% of the time, with humans performing 72.5% of post-generation log repairs.

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  • Do AI Coding Agents Log Like Humans? An Empirical Study cs.SE · 2026-04-10 · unverdicted · none · ref 39

    AI agents modify logging less often than humans in 58.4% of repositories but produce higher log density when they change it; explicit logging instructions are rare (4.7%) and ignored 67% of the time, with humans performing 72.5% of post-generation log repairs.