AI Code Contribution Limits: Why 40% Is Your Quality Threshold
AI-assisted PRs rose 20% while incidents climbed 23.5%. Data points to a 25-40% sustainable ceiling for AI-generated code before quality degrades. Here's how to monitor and enforce it.
Connectory: organizational memory for your whole company, plus PR reviews that use it. Free to start.
AI-assisted PRs rose 20% while incidents climbed 23.5%. Data points to a 25-40% sustainable ceiling for AI-generated code before quality degrades. Here's how to monitor and enforce it.
AI-generated code ships fast but compounds technical debt silently. Data from GitClear and real incident postmortems reveals the 90-day spike pattern and how to stop it.
Engineering teams track PRs merged and lines written. Almost none track whether AI-generated code survives 90 days in production without incident. Here's what to measure instead.
Copilot and Cursor code passes traditional review but fails 30-90 days later. The unique failure modes of AI-generated code demand new quality gates and longitudinal tracking.