ultraqa

Automated QA verification loops run checks, diagnose failures, and apply fix recommendations iteratively until your tests, linting, type checks, or builds pass without manual intervention.

An autonomous QA-fix cycle repeatedly executes build verification, detects failure patterns, and applies coordinated fixes until a success goal is met or a defined stop condition is reached.

Interactive service validation is automated by running custom output-pattern checks within iterative QA loops, diagnosing failures, and applying fixes until the service meets the validation goal.

Automated QA loops support custom output-pattern checks by running the verification, tracking cycle state, detecting repeated failures, and recommending fixes until the custom success pattern is matched.

Failure pattern detection works by maintaining cycle state across repeated build and typecheck loops, identifying recurring errors, and coordinating assistant tasks for diagnosis and execution until resolved.

When a QA verification loop is cancelled or completed, the system performs state cleanup to remove operational tracking files, ensuring no residual cycle state affects future development workflows.