
Automation now tunes Kubernetes faster than any human can validate under load, yet production engineers still demand proof before letting it act on live systems because reliability, accountability, and real-world variance leave little room for guesswork. This tension defined the recent shift in platform operations: algorithms are ready, but autonomy advances only at the speed of trust. As clusters multiply










