> What are you using today? In my experience LLMs are already pretty good at this.
LLMS are good at "find me a two week vacation two months from now"?
Or at "do my taxes"?
> how to use Cowork.
Yes, and I taught my mom how to use Apple Books, and have to re-teach her every time Apple breaks the interface.
Ask your non-tech friends what they do with and how they feel about Cowork in a few weeks.
> I think where our view differs is I expect that models will be able to get good at making custom interfaces, and then help the user personalize it to their tasks.
How many users you see personalizing anything to their task? Why would they want every app to be personalized? There's insane value in consistency across apps and interfaces. How will apps personalize their UIs to every user? By collecting even more copious amounts of user data?
> Or at "do my taxes"?
codex did my taxes this year (well it actually implemented a normalization pipeline and a tax computing engine which then did the taxes, but close enough)
> LLMS are good at "find me a two week vacation two months from now"?
Yes?
===
edit: Just tested it with that exact prompt on Claude. It asked me who I was traveling with, what type of trip and budget (with multiple choice buttons) and gave me a detailed itinerary with links to buy the flights ( https://www.kayak.com/flights/ORD-LIS/2026-06-13/OPO-ORD/202... )
"LLMS are good at "find me a two week vacation two months from now"?"
Of course they are. I gave one a similar prompt a few weeks ago, albeit quite a bit more verbose (actually I just dictated it, train of thought, with couple of 'eh actually, forget what I just said about x, do y instead") and although I wasn't brave enough to give it my credit card and finalize the bookings, it would have paid for the bookings I had it set up for me, had I done that. I gave it some RL constraints, like "we're meeting friends in place xyz at such and such date, make sure we're there then" and it did everything from watching we wouldn't be spending too many hours driving per day to check that hotels are kid friendly to things to do and see and what public holidays there are so that we know when supermarkets close early and a bunch of details I wouldn't have thought of. It checked my (and my wife's) calendar, checked what I had going on work wise, etc.
That is a fully solved 'problem' man. LLMs will run the whole thing for you. Just provide it with the login details to booking websites and you're off to the races.
I did have it upgrade the car, even if that pushed the cost outside the budget I gave it. Next time it'll know LOL.