specswarm-fix

Systematically fix bugs by creating regression tests first to reproduce the issue, then applying and verifying the fix. This Skill automates the full workflow—from problem extraction through test creation, fix implementation, and verification via re-runs—ensuring lasting solutions without cascading failures.

Yes. This Skill automates end-to-end bug resolution with confidence-based handling for high, medium, and low-confidence scenarios, auto-retries up to two times, and stops after verification to prevent unintended deployment, requiring only explicit user intent to trigger.

This approach handles any malfunction report including failures to load, crashes, and features not rendering. It applies regression-test-first methodology to extract the problem, create reproducing tests, implement fixes, and verify effectiveness across all relevant test suites.

Regression testing captures the original bug behavior in a test case before implementing any fix, then re-runs all relevant tests after the fix is applied. This chain-bug detection prevents the fix from introducing new issues or reintroducing the original problem.

Use this structured approach when you need repeatable, verifiable fixes with comprehensive test coverage. It's ideal for bugs reported by users—like authentication failures with special characters—where confidence-based handling and automatic verification reduce the risk of incomplete or regressive solutions.