SlopRider
Do you actually understand your codebase?
AI writes 41% of code. Git blame says you own it.
But can you explain what it does?
Comprehension debt is the hidden cost of AI-assisted development.
17%
lower comprehension
with AI assistance
40%
AI code rewritten
within 2 weeks
1.7x
more issues in
AI-generated PRs
- Quiz your team on the code they own — measure real comprehension, not git blame
- Map ghost ownership — find code nobody understands but everyone depends on
- Route reviews by understanding, not authorship
- Detect attention gaps — important code that nobody maintains or comprehends
- Track comprehension decay as AI writes more of your codebase
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