bug-fix

Fix CI failures by enforcing a stop-the-line protocol that freezes changes on test or build failures, triages the root cause across affected layers, implements a minimal fix, and adds a regression test. This prevents compounding failures from speculative edits.

Debug failing tests by capturing exact evidence, localizing the failure to its causal layer, reducing to a minimal failing case, and verifying the root-cause fix end-to-end with lint, typecheck, and test suites. This disciplined workflow ensures durable bug resolution.

Yes, you can fix lint and typecheck issues using a test-driven workflow that requires reproducing the issue, localizing the failure, adding a regression guard, and running full verification suites. This applies across UI, service, data, and external dependency layers.

Isolate root causes of hanging builds by applying a triage sequence: reproduce the failure, localize it to the causal layer, reduce it to a minimal failing case, and implement a minimal root-cause fix. End-to-end verification ensures the hang is resolved.

Avoid speculative refactors when resolving software defects because they bypass root-cause triage. Instead, freeze changes upon failure, collect reproducible evidence, and apply minimal edits directly to the causal layer to ensure the fix is durable.