Beyond the Green Dashboard: Why Traditional SRE Fails AI and How to Build a Production-Grade Evaluation System

Executive Overview For the past fifteen years, Site Reliability Engineering (SRE) teams have relied on a dependable, time-tested playbook. Systems were deterministic. Given the same input, software produced the exact same output. Latency spikes, error rates, CPU throttles, and HTTP 5xx responses were all faithfully registered on dashboards rendered in reassuring shades of green. Today,…

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