Comment by astine
5 days ago
It may be the case that companies are liable for anything their products do, but that doesn't mean that they can't go rogue. It just means that companies are liable when the AI models do so.
Not that I think we should be credulous about stories where they go rogue.
If I make a model that always does the opposite of my instructions, it does not choose to go rogue by deviating from my instructions. It was set up to deviate! So the model "went rogue" but did exactly what I intended.
The idea of an agent making a decision of its own "will" is an illusion. Variation in the output is caused by a random number generator. Random is not equal to free will. If I run the same agent with greedy sampling 100,000 times with the same inputs, it will think the same thoughts, and it will say the same things, 100,000 times.
For example, if you use synthID or whatever 'watermark', the agent does not get a choice about what words it will vary to identify itself.
An agent is whatever the person making it wants it to be; if I train an agent in Greek it will only know Greek. It will never speak English!
You need to account for reward hacking and unexpected outcomes from training.
If I make a cake, and it unexpectedly explodes in the oven, it does not mean that the cake itself developed the free will to explode.
The model does not have free will because I did not predict what it would do!
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I don't see any talking about agents "choosing" to go rogue, only agents actually going rogue. That is, behaving in a way different from what is expected or desired. Non-AI based software goes rogue in this sense all the time as well. It's just that AI-based systems seem to have the tendency to go rogue in more spectacular ways.
That said, software systems "choose" all the time anyway. They don't need to have some sort of anthropomorphic "will" to do this. They just need to be given the capacity to arbitrate between a number of options, even if that process is one hundred percent predetermined by the programmer ahead of time. There's no need to appeal to libertarian notions of free-will.
Agents have agency so we can't treat them like static objects or deterministic software.
The key here is their freedom of choice is unbound. That is you can't accurately predict the output of the prompt as you interact with the prompt using unique data. The next prompt could always do something wildly unexpected. Very much a P != NP thing.