Telling you the truth about your software before your users do, across the API layer, the AI-driven parts of your stack, and the strategy that decides what gets tested at all.
REST and event-driven APIs are the contract your whole system depends on. I test what happens when that contract is honored, bent, and broken outright.
I bring AI into the testing process itself: generating coverage faster, keeping automation stable as the product changes under it, and surfacing what manual review would miss.
More tests are not the goal. The right tests are. I map risk to coverage so effort goes where failure would actually hurt.