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AI Code That Works but Doesn't Fit Your Codebase

AI code explosion: 8x duplicate blocks in 2024. GitClear finds copy-paste overtaking refactors as AI generates same utilities repeatedly.

Octopus Team·

AI Code That Works Is the Most Dangerous Kind

AI code looks cleaner but hides dangerous regressions. Octopus Review uses full codebase context to catch subtle bugs that slip past traditional reviews.

AI Code Churn Is Up 41%. Your Reviews Aren't Ready.

AI tools increased code churn 41% while refactoring dropped to 10%, creating invisible technical debt. Octopus Review uses codebase-aware AI to catch drift.