Evals for agent systems, with the statistics done right: CI gates, nightly checks, production monitoring from Langfuse/OpenTelemetry traces, and which models a smaller one could replace.
Evolve an agent's harness (prompts, tool descriptions, settings) from its own failure traces, accepting only changes that beat measured run-to-run noise.
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