this post was submitted on 08 Aug 2024
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LLM are non-deterministic. "What they are capable of" is stringing words together in a reasonable facsimile of knowledge. That's it. The end.
Some might be better at it than others but you can't ever know the full breadth of words it might put together. It's like worrying about what a million monkeys with a million typewriters might be capable of, or worrying about how to prevent them from typing certain things - you just can't. There is no understanding about ethics or morality and there can't possibly be.
What are people expecting here?
If those words are connected to some automated system that can accept them as commands...
For instance, some idiot entrepreneur was talking to me recently about whether it was feasible to put an LLM on an unmanned spacecraft in cis-lunar space (I consult with the space industry) in order to give it operational control of on-board systems based on real time telemetry. I told him about hallucination and asked him what he thinks he's going to do when the model registers some false positive in response to a system fault... Or even what happens to a model when you bombard it's long-term storage with the kind of cosmic particles that cause random bit flips (This is a real problem for software in space) and how that might change its output?
Now, I don't think anyone's actually going to build something like that anytime soon (then again the space industry is full of stupid money), but what about putting models in charge of semi-autonomous systems here on earth? Or giving them access to APIs that let them spend money or trade stocks or hire people on mechanical Turk? Probably a bunch of stupid expensive bad decisions...
Speaking of stupid expensive bad decisions, has anyone embedded an LLM in the ethereum blockchain and givien it access to smart contracts yet? I bet investors would throw stupid money at that...
That's hilarious. I love LLM, but it's a tool not a product and everyone trying to make it a standalone thing is going to be sorely disappointed.