
Modern engineering teams frequently find themselves trapped in an exhaustive cycle of manual log analysis and iterative patching whenever a mission-critical CI/CD pipeline experiences a sudden failure. The sheer volume of telemetry data generated by modern microservices architectures often obscures the actual root cause of build errors, leading to prolonged downtime and developer burnout. In 2026, the reliance on human










