If your Management thinks it's acceptable to increase velocity by shipping crappy code, I'm surprised they never thought to do this before AI.

From what I've seen, companies using AI well are shipping better code because of all the artifacts (supporting context like Architectural Design Records, project-specific skills and agents, etc.) and tests needed to support that. I understand that many are not using AI well.