fix-loop

To automate test repair, an autonomous CI loop runs your full test suite, captures failures, diagnoses root causes, applies targeted source code edits, and commits only when all tests pass. This workflow handles multi-language projects using standard test runners like pytest or npm test.

Automated test diagnosis identifies the root causes of failures and applies targeted source code edits without altering the original tests. It then re-runs the full test suite to verify the fix and ensure no regressions before committing changes.

You need access to your repository and standard test runners such as pytest or npm test. The autonomous fix loop works across multi-language projects by utilizing these standard test runners to execute and validate the full test suite.

When encountering flaky or external tests, the autonomous CI loop skips them and provides explanations for why they were excluded. It commits the source code fixes only when the remaining actionable tests in the full suite pass successfully.

Yes, autonomous test repair supports multi-language projects. The CI loop diagnoses failures and applies source fixes across different codebases by utilizing standard test runners like pytest and npm test to execute the full suite until green.