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The agent might install hostile software, e.g. a npm package. Unfortunately, very common problem nowadays.

There are documented instances of LLMs casually using LPEs in order to achieve an objective: https://xcancel.com/sluongng/status/2060746160558543217

And that's without anything like prompt injection happening.

They do try privilege escalation unprompted.