Challenge 1
Quality is structurally serial
The pipeline can't compress past the slower branch. As development accelerates through AI-assisted code, QE becomes the brake engineering tries to bypass.
- Tests run after code; confidence doesn't accumulate, risk does
- QE compressed into a final all-or-nothing release push
- Development velocity widens the serial gap






