Upstream code review slashes CI churn by catching design flaws early
Moving code review upstream—reviewing design intent and specifications before any code is written—catches defects earlier, cuts CI/CD churn, and shifts the approval gate from merge time to intent capture. With AI-generated code, this upstream focus becomes essential to maintain quality while preserving development speed.