Debugging
Root-causing under uncertainty — reproducing, isolating, and fixing without guessing.
evidence: 2 proving documents · 1 companies
proving documents
Making a flaky end-to-end suite deterministic without hiding failures
Turned a non-deterministic end-to-end suite (25–37 failures varying per run) into 302 tests passing with zero failures, without skipping tests or weakening assertions — and, in review, empirically proved that three of four proposed production changes were unnecessary.
Correcting production data safely with reversible, auditable tooling
Corrected tens of thousands of corrupted production records (~33k in one case) with no maintenance window, using reusable CLI commands with dry-run, rollback files, batch auditing and event re-publishing — a "correction command" pattern the team then reused.
exercised at