Liang, Garg & Moghaddam
Measurement Research
Production traces arrive too late. Enterprises need evidence before an agent is allowed to generate the signals used to evaluate it.
Production traces arrive too late. Enterprises need evidence before an agent is allowed to generate the signals used to evaluate it.
Production traces arrive too late. Enterprises need evidence before an agent is allowed to generate the signals used to evaluate it.
Production traces arrive too late. Enterprises need evidence before an agent is allowed to generate the signals used to evaluate it.
Production traces arrive too late. Enterprises need evidence before an agent is allowed to generate the signals used to evaluate it.

Production traces arrive too late. Enterprises need evidence before an agent is allowed to generate the signals used to evaluate it.

Models memorized the benchmark, not the skill

Category
Agent Infrastructure
Agent Infrastructure
Agent Infrastructure
Date
Jun 14, 2025
Jun 14, 2025
Jun 14, 2025
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Most evaluation tooling assumes the agent is already deployed. That creates a chicken-and-egg problem: trust is required to deploy, but the measurement signal only appears after deployment. Hue builds the environment first. We reconstruct the workflow from real operational data and the people who perform it, then expose models and agents to the full distribution of cases before they touch live work. The result is evidence at the moment enterprises actually need it: before the bet is made.