

David G: “What happens after the bubble pops? What do we do amongst the wreckage of what was once the AI bubble?”
Tante: “A question that really concerns me is [the data centres that have been built]; who will they [the future owners of data centres, after the hyperscalers stop paying] turn to, to get their money back? The only entities that I can think of that have the money to make this worth it, is the military, and the security apparatus. […]
“That is useful for a lot of shit that we don’t want. That is a problem that really concerns me. Who has problems that fit to pattern-matching machines; and who has the money [to pay data centres to address those problems]? And that’s gonna be a lot of military applications, that’s gonna be a lot of security apparatus applications, that we all probably should not want.”
David G: “That’s wonderfully probable and depressing.”
Tante: “I’m fun at parties.”





The major selling point for these LLM services is that people don’t need to learn a strict formal query language to interact; the LLM consumes instructions and data all as an undistinguished stream, and statistically infers a plausible response with absolutely no regard to the input’s meaning.
That is: despite the media reporting these as “injection attacks”, that term means nothing when all its input is treated as data and instruction simultaneously. This isn’t some special class of attack; it’s a fundamental designed-in flaw of the system.
The correct way to ensure protection from these vulnerabilities, is to never treat the input data as instructions, but instead to have a separate channel for query instructions and to reject bad input on that channel.
But of course that would kill the major appeal for most people who love these things, the fact they don’t need to learn any strict formal language and can just say anything at all and get some useful-looking response. Take that away, and you lose any hope that the masses will want to use these systems.
And so the makers and promoters of these systems will never make the one change that could even feasibly allow safety from these attacks; they will never make any improvement to security that might reduce the apparent ease of use of these things.
For as long as that remains, these systems will continue to inevitably have these exploits, and there’s no way to close the exploit surface. These are staggeringly insecure by design, and can’t be fixed without being completely replaced.