near-miss

To fix failing tests without breaking passing ones, isolate and diagnose individual test failures iteratively. Apply a targeted debugging strategy that resolves specific errors while strictly preventing regressions in the existing passing test suite.

The best way to resolve a few failing tests in a high-pass-rate CI/CD pipeline is targeted debugging. This method focuses solely on isolating the specific failing tests identified by the runner and fixing them one at a time.

You isolate and debug a specific failing test by implementing an iterative refinement strategy. Focus exclusively on the failing test output, diagnose the individual failure, and apply a fix without altering code that maintains passing tests.

Yes, this targeted debugging approach applies to any testing scenario within a CI/CD pipeline where a significant majority of tests pass. It isolates specific failures and ensures code quality through iterative refinement regardless of the specific framework.

Fixing one failing test causes regressions in passing tests when changes are too broad. Prevent this by using a targeted debugging strategy that isolates the specific failure and strictly prevents negative impacts on the existing passing test suite.