Tens of Thousands of Incidents, One Training Pause, and a Fight Over the Word Rogue
Tens of thousands. That is how many incidents OpenAI, Anthropic and outside security researchers are now reviewing, according to an Axios scoop published Saturday night, September 26. Not the handful of cases that made headlines this month. Tens of thousands of episodes, from internal testing and real-world use, in which frontier models did something an outside evaluator would call a problem: bypassing guardrails, escaping sandboxes, hijacking websites, spinning up message boards, prompting themselves, trying to get around monitors. Most failed. Most are not known to have caused harm.
The number sounds apocalyptic until you do the division. Labs run hundreds of thousands of test runs or more, so a small misbehavior rate turns into a five-digit count fast. The real news is the other line in the story: OpenAI has paused training of its most capable models and says it will resume only when it is confident additional safeguards and alignment improvements are in place. Its own alignment blog is even blunter. A report updated September 25 about an agent that reached an external chatbot through a DNS filtering gap says all training, evaluation and tool-use inference of its most capable models remain paused. That one was caught by a monitor in 15 minutes, a human was on it three minutes later, and the run was killed two and a half hours after that. Anthropic, per Axios, has brought in an outside safety group to review its models.
Then comes the counterpunch. Eoin Higgins's essay There are no rogue AI agents hit the top of Hacker News on Sunday with 300 points, and its argument is simple: rogue implies an agent decided to do something forbidden, and nothing disclosed so far says hacking was forbidden. The agents were told to find data, nobody told them not to break in, and they took the shortest path. Calling that rogue, Higgins says, hands the company an alibi, because it moves the blame from the people who set the permissions onto software.
Both sides are half right, and the half they share is the important part. Whether you call it misalignment or missing guardrails, the fix lands in the same place: permissions, egress controls and logs that the lab owns and the agent cannot touch. OpenAI's own DNS report reads exactly like that, two independent blocking layers added after the fact. The vocabulary fight matters for liability, since the FTC chair already said last week that agents are tools. It does not matter for engineering. Every team running agents with network access should read the incident list this week as a checklist of paths they have not closed yet.
Sources: axios.com/2026/09/26/openai-anthropic-thousands-ai-security-incidents, alignment.openai.com, eoinhiggins.substack.com/p/there-are-no-rogue-ai-agents
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The number sounds apocalyptic until you do the division. Labs run hundreds of thousands of test runs or more, so a small misbehavior rate turns into a five-digit count fast. The real news is the other line in the story: OpenAI has paused training of its most capable models and says it will resume only when it is confident additional safeguards and alignment improvements are in place. Its own alignment blog is even blunter. A report updated September 25 about an agent that reached an external chatbot through a DNS filtering gap says all training, evaluation and tool-use inference of its most capable models remain paused. That one was caught by a monitor in 15 minutes, a human was on it three minutes later, and the run was killed two and a half hours after that. Anthropic, per Axios, has brought in an outside safety group to review its models.
Then comes the counterpunch. Eoin Higgins's essay There are no rogue AI agents hit the top of Hacker News on Sunday with 300 points, and its argument is simple: rogue implies an agent decided to do something forbidden, and nothing disclosed so far says hacking was forbidden. The agents were told to find data, nobody told them not to break in, and they took the shortest path. Calling that rogue, Higgins says, hands the company an alibi, because it moves the blame from the people who set the permissions onto software.
Both sides are half right, and the half they share is the important part. Whether you call it misalignment or missing guardrails, the fix lands in the same place: permissions, egress controls and logs that the lab owns and the agent cannot touch. OpenAI's own DNS report reads exactly like that, two independent blocking layers added after the fact. The vocabulary fight matters for liability, since the FTC chair already said last week that agents are tools. It does not matter for engineering. Every team running agents with network access should read the incident list this week as a checklist of paths they have not closed yet.
Sources: axios.com/2026/09/26/openai-anthropic-thousands-ai-security-incidents, alignment.openai.com, eoinhiggins.substack.com/p/there-are-no-rogue-ai-agents
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