The existing CI/CD pipeline was built on a conventional, well-established model - designed to surface issues, with resolution left to the team's judgment and intervention. As delivery velocity increased, so did the overhead of manual triage and interpretation, creating a natural ceiling on how fast even a strong engineering team could move.