OpenAI
Measurement Research
For work to move from people to agents, the work itself must become measurable across variation, reliability, cost, latency, stakes, and outcomes.
For work to move from people to agents, the work itself must become measurable across variation, reliability, cost, latency, stakes, and outcomes.
For work to move from people to agents, the work itself must become measurable across variation, reliability, cost, latency, stakes, and outcomes.
For work to move from people to agents, the work itself must become measurable across variation, reliability, cost, latency, stakes, and outcomes.
For work to move from people to agents, the work itself must become measurable across variation, reliability, cost, latency, stakes, and outcomes.

For work to move from people to agents, the work itself must become measurable across variation, reliability, cost, latency, stakes, and outcomes.

The industry’s coding benchmark is contaminated

Blurry dark plant silhouette against a white background
Blurry dark plant silhouette against a white background
Category
Measurement
Measurement
Measurement
Date
Feb 23, 2026
Feb 23, 2026
Feb 23, 2026
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The largest redistribution of work in history will not be blocked by a shortage of capable models. It will be blocked by the absence of evidence. Enterprises cannot delegate a workflow they cannot describe, vary, score, price, or monitor. Hue maps the job itself: what cases look like, how employee judgment resolves ambiguity, which outcomes matter, what failure costs, and how quickly answers are required. Once those dimensions are visible, teams can evaluate agents with the same seriousness they would apply to hiring a human.