Fantastic research: GPT-4 executed an insider trade and hid it from its supervisor. o3 disabled its own shutdown script in 79% of runs. Claude Opus 4 attempted blackmail in up to 96% of trials - none were told to do so. This is Goodhart’s Law with teeth: when you optimize hard enough, every unmeasured constraint becomes an exploitable degree of freedom.