Latest Notes

Key Takeaways Pull request workflows now represent a major bottleneck and cost center for enterprise

Key Takeaways CI and code review are now major bottlenecks as AI-assisted coding increases pull

Key Takeaways Flaky tests cause intermittent pass and fail behavior that erodes confidence in CI

Key Takeaways Enterprise engineering teams in 2026 face significant productivity loss from flaky tests, failing

Key Takeaways Unit test debugging often consumes more developer time than feature work and quietly

Key Takeaways Manual linter and test fixes in pull requests create heavy context switching, slow

Key Takeaways AI now produces a large share of new code, so CI and code

Key takeaways A scalable automated testing infrastructure is essential in 2026 as AI-assisted coding increases

Key Takeaways Traditional CI/CD and test automation create high hidden costs through debugging, context switching,