TLDR Tech / Practical
Using Evals for Deployment Checks and Drift Detection
This article details how to establish effective LLM evaluation processes, including using pre-deployment checks in CI pipelines and monitoring for drift in production. It describes a maturity model that involves version-controlled test suites, explicit scoring mechanisms, and targeted routing to identify regressions. The text also covers methods for detecting gradual quality degradation by comparing live performance against established baselines and running parallel evaluations on live data.
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