Regression testing at scale needs cleaner ownership, not more noise.

Large QA systems fail when ownership is fuzzy and every test becomes equally urgent.

The better pattern is to keep signal high, surface ownership clearly, and separate product risk from framework noise.

That means fewer brittle assertions, better test selection, and dashboards that show what matters first.