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How to Find the Agent Failures Your Evals Miss

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Scott Clark discusses operating language-model systems whose failures are difficult to anticipate with offline evaluations. He distinguishes telemetry, known-signal monitoring and production analytics, and describes using trace representations and clustering to discover emergent behaviour and feed improvements into evaluations and training.

Topics

Scott Clarklanguage-model systemsoffline evaluationstelemetryknown-signal monitoringproduction analyticstrace representationsclusteringEmergent Behaviourtraining

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