Practical Application

Use the following validation pipeline for every completed issue or small group of issues:

1. Implementation agent completes the task with tests and a commit.
2. Fresh automated reviewer examines the diff against the issue and coding standards.
3. The implementation is corrected or a follow-up issue is created.
4. A human reviews the tests first, then the production code.
5. A human runs the integrated behavior manually.
6. Every defect, usability problem, or missing requirement becomes a new backlog item.
7. The implementation loop continues until the result is acceptable.
8. Only then is the work shared for broader team review and merge.

Keep the review unit small. The more issues an autonomous loop completes before review, the harder it becomes to understand causality and maintain a small pull request.