
The intricate digital architectures powering modern commerce and communication stand on a foundation so complex that a single, unforeseen anomaly can trigger a cascade of failures across the globe. For years, the DevOps movement championed speed, successfully accelerating software delivery to an unprecedented pace. Yet, this very velocity has created a new class of operational challenges. The sprawling ecosystems of










