ultraqa

Automated QA verification works by running repeated validation cycles against project tests, build, and lint outputs. It parses results, applies architect-style diagnosis for targeted fixes, and revalidates until the goal is met or retries exhaust.

Yes, you can use autonomous diagnosis to repair failing tests by applying targeted fixes and revalidating across interactive service checks. It stops early when detecting repeated failures or environment errors to avoid infinite loops.

Using a stateful QA workflow with bounded retries is the best way to run repeated QA cycles without manual intervention. It tracks progress across cycles, applies targeted fixes, cleans up state, and exits early on repeated failures.

Yes, this automated QA loop works with custom verification checks and interactive service checks requiring clear pass or fail outcomes. It applies failure diagnosis, fix application, and revalidation to custom success patterns in local development workflows.

Avoid using an autonomous repair loop when environment errors or repeated issue patterns persist across cycles. The stateful workflow triggers an early exit on repeated failures to prevent infinite loops and signal that manual intervention is required.