Cory Doctorow has a reasonably sane take on all the LLM cybersecurity attacks. At this point, it's not really an LLM but more of a Rube Goldberg machine with an LLM bolted on.
https://pluralistic.net/2026/09/12/god-in-the-box/
He makes a good point that every single one of the scary "emergent" behaviors that everyone is pissing their pants about all have precedents in the training data of CTF hacking competitions. He is not sure why everyone is so spooked by the "coordination" between agents on random message boards.
The chatbot might look in its training data and find instances in which teams broke out of the containment set by the game-masters, for example, by finding random insecure message boards on the internet to pass messages to one another.
This is a time-honored internet tradition! The first time I ever heard about someone doing this was in the 2000s, when Mitch Wagner – then the editor of Information Week – discovered some teenaged girls using the comment section of one of his old blog-posts to evade the school firewall's blockade of chat tools. When ChatGPT's chatbots deployed this tactic, they weren't "setting their own goals" or displaying worrying initiative. They were rolling out a tactic that has been understood by American middle-schoolers for about two decades.
As usual, the real story is OpenAI dedicated tons of resources, using who knows how many very expensive GPUs for weeks, to run hacking tools to find exploits in a completely irresponsible manner. Their logging was so nonexistent that it was several days before they even realized that they hacked Huggingface. They should be thrown in prison for this, because anyone else would be if they committed a felony. But it has nothing to do with the super scary AI becoming misaligned and developing emergent behaviors.
I would not be surprised if in the future, there will be a serious cybersecurity incident resulting from some AI-based attack. Not because AI is going to be much scarier, but because I do not have high expectations for the security of most websites.