Classic CI/CD pipelines choke on LLMs; new release gates fix it
LLM outputs drift silently, so deterministic pass/fail tests never flag regressions. The article proposes release gates that monitor eval drift, distribution shift, and cost/latency, turning CI/CD into behavior‑based checks. Applying these guards prevents silent failures like outdated recommendations reaching users.