1) Hallucination. Data doesnt hallucinate. Models are only as good as data they access just like a librarian's advice depends on information access.
Many nations have declared that there isnt a market, there isn't a skill by 2030 without some sort of ai tool's use being integral to that job
It is useful to see how king charles helped launch ai world series in 2023; by 2026 host India was clarifying that 5 community action aps are connected to 4 ai models used are connected to 3 country's ai infrastructure investment to 2 chip/supercomputer design to 1) energy (water critcal minerals)
When Geneva hosts ai summit in 2027 it is hoped that every community sdg is integrated into this map because otherwise the UN will have done the immoral thing of advertising goals (sdg/millennial) for 27 years (ie across 2 generations) without training needed to develop such minimums families need communities to serve. Please note Geneva is where standards of telecomns and electricity grids have been linked worldwide since the late 1800s; see also ITU plenopotentiary fall 2026 which will update 6G/5G/4G/3G ie access to digital
There is a correlation between nations rankings in teaching high school maths and enjoying AI era. Whilst those who innovate ai need to be mathematicians or engineers; Nvidia's Jensen Huang recommends try out ai and see which ai are being trasnparently by people like you, like your skills or community needs.
As early as 2015 tech-trust nations like singaore were asking k-12 teachers to join in curiosityon what ai helps learner cenytric education advance at what age. Students cant learn ai where teacghers are afraid of it
when we talk about ai all tech chnage ois connected - we are talking about space, robotics, science advances which Einstein posted in 1905 eg e=mscquared but which natire interacts at micro levels that we havent had the tools to see them (eg covid virus) or the machine brain power to analyse. Today the best supercomputer delivers billion times more maths brainspower than separete human minds.
In fact 3 expoentials have driven million fold more tech waves and it instructive to see which nations designed win-win trades around
silicon chip design 1965-95
Jasnesns chip design 1993-2023
data distributing telecoms networks including todays clouds of data linkedin to every community on planet (1995-2025)
Chats are only small part of ho0w ai is changing the workd but they are pretty good at answeing questions on whioch places advanced which win-wins with ecah of these tech leaps if you want to see how humans today are co-creating fastest innovations ever - innovation brings risks and opportunities; education needs to be in middle of helping next generations map this.
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