or we can ask how do neural network algorithms increasingly enable machines 1 first to see (then 5 sense) all that humans see, then report back in informative formats like those chats have used since 2023. Both for humans and machines intelligence cant be more complete than what data goes in but the twist is human brainpower mediates emotional intelligences such as trist whereas the computer brain remains the ultimate mathematical machine
Neumann and Turing died prematurely in 1950s but they expected neural network algorithms to be integral to the computers they had birthed and celebrating 4 by million fold tech exponentials (chips computers satellites - which by 2020s have linked 8 billion humans to 10**18 more tech than 1950s. Surely that technology (with AI for humanity) could advance 10 times more health*wealth for all if we advanced 100 times more for all women and men on $1 a day in 1950s (due to being left out of electricity and all engineering goods )
AI CHARTERING (cf Economist Iintelligence Unit: Brand & Leadership Chartering 1995)
AIC1 Until 2023 AI did not hallucinate; it was deployed on saftey's biggest chalenges; it helped roadilogists and surgeons save lives; robotcs leaders had chosen self driving cars as lead project to reduce death by human car drivesAIC2
2 There is so much good in world that 8 billion humans (transgeneration) need to map. So the last thing needed is for most of public to think of AI as chat modeling's fera of extinction Note this problem would npt exist if countries had one law; When AIis deployed to break tyhe law, the organsiation is immediately chatged. If necessary it can take 20 years of legal arguments to reapportion blame but to start up the operator is charged
3 Whats ming grabbing about chat? They have devised the most persuasive presentation and one that matches making pitches. They illustrate problem of not knowing what library each chat draws on/ They cant tell us because they didnt clear all copyright permissions. Admittedly if the owrld wnated best mathjematical ai twe sould adopt neuman's mxim
4 http://www.economistdiary.com/2025 Back, updating 30 years of net legacy 2025 report hypothesises if we get tech good f0or heaslth asnd education next generations can celebarte ai opportunity. Help us vote for ai engineers tranforming edu and health and good. WE don't see altman or amodei as qualifying yer- but welcome open analysis ogf hwo's hi trust ai who.
5 We suggest adding 2 layers to jensen 5 layer ai -
6 go from baf media and lost joy of education to smartest media and edu.
7 Transparent local to flobal governamce og whole supply chians and inteligence libraries -open data. Web1 and 2 ws taken over by fale media- metaverse standards offerv chnace to web3
