Frontier model safety thresholds

Humans stepped in on over half the four-to-eight-hour agent tasks OpenAI graded successful

OpenAI reports 3.1 agent-workdays of agent runtime for every human workday, then spends much of the same report explaining why research did not get 3.1 times faster. The residue lands on review, compute allocation and deciding what to run.