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If you're using ChatGPT directly as opposed to the API, the system prompts could be driving it.

Also, in section 3.6 of the paper, they talk about just switching fishing email, to email helps.

Or said differently, tell it that it's for a marketing email, and it will gladly write personalized outreach

You can host open source llm offline.

They team specifically "use AI agents built from GPT-4o and Claude 3.5 Sonnet". The question here is "how did they manage to do so" not "what else can do it with less effort".

As those two are run by companies actively trying to prevent their tools being used nefariously, this is also what it looks like to announce they found an unpatched bug in an LLM's alignment. (Something LessWrong, where this was published, would care about much more than Hacker News).

There are many uncensored open-weights models available that you can run locally.

I'm aware what I can do. I was wondering how they did it.