OpenAI says its research org now runs 3.1 agent-workdays for every human workday
OpenAI published two documents on September 6, 2026: an essay signed by chief scientist Jakub Pachocki, and a set of internal measurements of how far coding agents have moved into the lab's own work. By those measurements, the research organization was spending 3.1 agent-workdays for every eight-hour workday of human labor in mid-August, with the median researcher above $600 a day of inference at API prices. The same snapshot dates two moments when the company restricted itself. Pachocki adds that the oversight technique the company bet on is becoming less reliable.
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