The lawnmower ignores the boundaries and mows your neighbors prize petunia flowerbed.
Who gets prosecuted?
I assume the answer in either case is: Nobody, but you and/or the lawnmower/LLM company will be liable for the damages caused.
3 and 4 are not involved.
Who should get prosecuted is also up for debate, but generally makers of a tool don't get prosecuted when that tool has all sorts of legit uses. If you used a car to make your getaway from a bank robbery, the auto manufacturer who made it and the dealer who sold it to you should not be held culpable.
User should be more carefully supervising the work being done.
The model host is on-selling a crime-committing machine.
The developer of the harness/agent, as above.
The developer of the LLM for hopefully very obvious reasons.
https://www.abc.net.au/news/2026-08-10/ai-assistant-hacks-gy...
If you are playing with a gun, it goes off and hurts someone - you are responsible despite intent.
Intent is pretty important here so the user would have to prove that they didn't purposely disguise their prompt as non-nefarious which should be easy and then it stops at #2 and face the litmus test as in did you intentionally make a product for nefarious purposes which from your scenario is unlikely.
agentic loop going haywire and bringing down some government infrastructure then its a different story then everybody is on the hook including the user.