Value Statement

Ensure the issue title clearly reflects the value of this user story to the
intended persona. (Explain the "WHY")

As a developer,
I want to leverage AI tools to refactor the multicluster-global-hub E2E test codebase by removing at least 20% of redundant test cases, simplifying log outputs, and optimizing code structure,
so that the E2E test suite is leaner, logs are easier to read, and the codebase is more maintainable, reducing test execution time by 20%.

Definition of Done for Engineering Story Owner (Checklist){}

• AI tools analyze the E2E test suite and flag redundant/obsolete test cases, suggesting log and code optimizations.

• At least 20% of test cases are removed, verified by CI/CD pipeline reports.

• Remaining test cases maintain 100% coverage of critical functionality.

• Log outputs are simplified (e.g., consistent format, reduced verbosity) across the E2E codebase.

• Code structure is refactored (e.g., modularized functions, reduced complexity) based on AI recommendations.

• CI/CD reports (starting July 28, 2025) show progress toward 20% test case reduction and 20% execution time improvement.

• Team review confirms improved log readability, code maintainability, and no critical test loss by September 30, 2025.

Development Complete

Tests Automated

• [ ] Unit/function tests have been automated and incorporated into the
  build.
• [ ] 100% automated unit/function test coverage for new or changed APIs.

Secure Design

• [ ] Security has been assessed and incorporated into your threat model.

Multidisciplinary Teams Readiness

• [ ] Create an informative documentation issue using the Customer

Portal Doc template that you can access from [The Playbook](

https://docs.google.com/document/d/1YTqpZRH54Bnn4WJ2nZmjaCoiRtqmrc2w6DdQxe_yLZ8/edit#heading=h.9fvyr2rdriby),

and ensure doc acceptance criteria is met.

• Call out this sentence as it's own action:

• [ ] Link the development issue to the doc issue.

Support Readiness

• [ ] The must-gather script has been updated.