Module Gate

Module Gate: Evaluation & Observability

12 min

01Synthesize eval types, tracing, telemetry, and drift into the single closed loop
02Demonstrate readiness to apply these concepts to a nondeterministic production system

You’ve covered the two halves of running LLMs in production: evals as your test suite for nondeterministic behavior, and observability as your sensor for silent failures. This gate checks that you can connect them into one loop.

Module Gate

Check the whole module

Question 1 of 3

An exact-match grader keeps failing correct answers that differ only in wording, and your CI gate is flaky. What's the right fix?

Use tolerant scorers (semantic similarity, schema checks, or an LLM judge) and gate on aggregate score deltasRaise the temperature until outputs converge on the reference textDisable the regression gate since LLMs are nondeterministic anywayReplace the golden set with BLEU/ROUGE on every example