As AI coding tools accelerate development, Continuous Integration pipelines have become costly bottlenecks that delay pull requests. To overcome this, an engineering team rearchitected their CI system by optimizing infrastructure, work scheduling, and test parallelization, successfully reducing both wait times and operational costs.