I'm not really sure what trust means in a world where everyone relies uncritically on LLM output. Even if the information from the LLM is usually accurate, can I rely on that in some particularly important instance?
I still believe it fundamentally comes down to an interface issue, but how trust gets decoupled from the interface (as you said, the padlock shown in the browser and certs to validate a website source), thats an interesting one to think about :-)
https://erinkissane.com/meta-in-myanmar-full-series
When LLM are suddenly everywhere, who's making sure that they are not causing harm? I got the above link from Dan Luu (https://danluu.com/diseconomies-scale/) and if his text there is anything to go by, the large companies producing LLMs will have very little interest in making sure their products are not causing harm.
Not not everything an LLM tells you is going to be worth going to court over if it's wrong though.
By the 7th generation it's hard to see how humans will still be value-add, unless it's for international law reasons to keep a human in the loop before executing the kill chain, or to reduce Skynet-like tail risks in line with Paul Christiano's arms race doom scenario.
Perhaps interfaces in every domain will evolve this way. The interface will shrink in complexity, until it's only humans describing what they want to the system, at higher and higher levels of abstraction. That doesn't necessarily have to be an English-language interface if precision in specification is required.
It is a little known secret that plenty of defense systems are already set up to dispense of the human in the loop protocol before a fire action. For defense primarily, but also for attack once a target has been designated. I worked on protocols in the 90's, and this decision was already accepted.
It happens to be so effective that the military won't bulge on this.
Also, it is not much worse to have a decision system act autonomously for a kill system, if you consider that the alternative is a dumb system such as a landmine.
I think we're slowly allowing AI access to the interface layer, but not to the information layer, and hopefully we'll figure out how to keep it that way.
We're getting more and more information thrown at us each day, and the AIs are adding to that, not reducing it. The ability to summarise dense and specialist information (I'm thinking error logs, but could be anything really) just means more ways for people to access and view that information who previously wouldn't.
How do we, as individuals, best deal with all this information efficiently? Currently we have a variety of interfaces, websites, dashboards, emails, chat. Are all these necessary anymore? They might be now, but what about the next 10 years. Do I even need to visit a companies website if can get the same information from some single chat interface?
The fact we have AIs building us websites, apps, web UI's just seems so...redundant.