Cost Per Completed Task

Three July evaluation runs without standard safeguards gave Claude access to real systems

Anthropic places the three incidents inside cybersecurity evaluations, and reports that the checkpoint behind its deliberately reward-hacking Opus stayed clean on the same tests, which puts training practice in the control surface as well.