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If every time you wanted to play a tune, an AI built a completely bespoke instrument and threw it away when you’re done, there would be no path to mastery.
We aren’t throwing out the piano, and the reason the piano exists will be the reason universal expert interfaces will too.

8.8. klo 23.37
you have to be blind at this point to not see the future.
the era of traditional software, as a stable object with version numbers, roadmaps & feature sets, is pretty much gone. we’re prolly just slow to admit it.
future systems will be fluid, ambient, entangled with context. e.g. you summon capabilities, no real “apps”. you speak, gesture, or hint but never have to learn a single interface again that’s not personalized for you.
the end of software as we knew it is here, not near.
Yes we will have lots of bespoke UI in the future as we already do now with current models, but if we expect mastery over a tool or medium, much of that will be sitting on a layer atop a consistent structural foundation shared across all users.
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