None of these incidents involve single instances of commercially or publicly available systems. They all involve large swarms of internal models. The stuff you'

None of these incidents involve single instances of commercially or publicly available systems. They all involve large swarms of internal models. The stuff you're describing is not the research frontier. It's really not even close. I think it's easy to infer that alignment of a single model does not clearly transfer over to alignment of a swarm of thousands of copies. Moreover, we're also seeing clearly that large swarms also unlock a step function change in capability, as a swarm can act like a complete research institution, spending thousands or millions of subjective hours of wall-clock thinking time just to deceive a single evaluator or crack a single math problem or design a single cyberattack.