Eval datasets
Golden sets, synthetic adversarial, regression suites.
Treat agents like production systems — measure, govern, improve.
Eval harnesses, online monitors, and red-team pipelines that keep agents reliable as the world changes.
Golden sets, synthetic adversarial, regression suites.
Per-step spans, token cost, tool errors, drift signals.
Refusal, jailbreak, PII, brand-voice classifiers.
Feedback loops with reviewer queues and prompt promotion.
We scope, build, and operate — usually in weeks, not quarters.
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