The dev team is shipping fast. Their sprint velocity has genuinely jumped.
But the QA queue is three days long. The pipeline takes 45 minutes to run. Every fast PR is sitting in a holding pattern, waiting for a human tester who has a backlog of 23 tickets. The testers are working harder than ever, and they're still the constraint.
The bottleneck didn't disappear. It just moved to a different part of the org.
This is the pattern that shows up in every organisation that installs AI coding tools and leaves QA unchanged. The developer transformation is real, but it runs ahead of the testing and pipeline model it depends on. The sprint doesn't speed up; the queue just builds up somewhere new.
This is Post 3 in the Vibe Thinking series ↗. The posts covered so far are:
