finalrun-test-and-fix

Automated end-to-end testing and triage is orchestrated by cycling through test generation, execution, and artifact-driven diagnosis to apply focused fixes until a green run is achieved. This loop distinguishes whether failures originate in the application code or in the tests themselves.

Feature validation after UI changes is best handled by orchestrating an end-to-end testing loop that explores the feature, authors tests, and iterates on fixes until a green, auditable run is achieved. This ensures all requirement updates are thoroughly validated before release.

Fixing failing end-to-end tests safely involves triaging failure artifacts to pinpoint the root cause, then applying narrow, focused edits strictly limited to test or app code. The orchestration loop repeats these iterations until the run turns green.

Yes, you can trigger end-to-end tests via CLI commands and receive artifact-driven diagnostics. The orchestration loop manages the entire generate, run, and fix cycle, reviewing these artifacts to determine if failures require test or application code adjustments.

Planning acceptance criteria for automated test generation involves defining the expected feature behaviors before triggering the generation phase. Once defined, the orchestration loop uses these criteria to author tests and validate the application against the planned outcomes.