2025 A VERY HUMAN CRISIS. Today, intelligence tools exist to deep-context help you all (individually, team, communally) be up to 1000 times more productive at work or in hobbies' and love's experiential joys. Why type 4 engineers need coding help from all gilrls & boys 3rd gade up.

TOkens: see your lifetime's intelligence today
nvidia Physical A1 -Robots

If you know this- please help others. If you don't know this please ask for help2002-2020 saw pattern recognition tools such as used by medical suregons improve 1000-fold. From 2020, all sorts of Human Intellligence (HI) tools improved 4-fold a year - that's 1000 fold in 5 years. Problem HI1 if you get too atached to 2020's tool, a kid who starts with 2025 smartest tool may soon leap ahead of you. Problem HI2: its no longer university/institution you are alumni of, but which super-engineers (playing our AI game of whose intel tools you most need to celebrate. Problem HI3- revise your view of what you want from whom you celebrate and the media that makes people famous overnight. Indeed, is it even a great idea (for some places) to spend half a billion dolars selecting each top public servant. HI challenges do not just relate to millennials generative brainpower We can map intergeneration cases since 1950s when 3 supergenii (Neumann Einstein Turing) suddenly died within years of each other (due to natural cause, cancer, suicide). Their discoveries changed everything. HIClue 1 please stop making superengineers and super energy innovators NATIONS' most hated and wanted of people

welcome to von Neumann hall of fame- based on notes from 1951 diaries-who's advancing human intel have we missed? chris.macrae@yahoo.co.uk
new stimuli to our brains in April - AI NIST publishes full diary of conflicting systems orders its received (from public servants) on ai - meanwhile good engineers left col ...March 2025: Thks Jensen Huang 17th year sharing AI quests (2 video cases left) now 6 million full stack cuda co-workers

TOkens:help see yourlifetime's
intelligence today

nvidia Physical A1 -Robots

More Newton Collab.&& Foxconn Digital Twin

k translatorsNET :: KCharles :: Morita : :Moore
Abed: Yew :: Guo:: JGrant
ADoerr :: Dell .. Ka-shing
Lecun :: L1 L2 :: Chang :: Nilekani
Huang . : 1 : Yang : Tsai : Bezos
21stC Bloomberg
Satoshi :: Hassabis : Fei-fei Li
Shum : : Ibrahim :
Ambani : Modi :: MGates : PChan :
HFry:: Musk & Wenfeng :: Mensch..

March 2025:Grok 3 has kindly volunterered to assist younger half of world seek INTELLIGENCE good news of month :from Paris ai summit and gtc2025 changed the vision of AI.
At NVIDIA’s GTC 2025 (March 18-21, San Jose, nvidianews.nvidia.com), Yann LeCun dropped a gem: LLaMA 3—Meta’s open-source LLM—emerged from a small Paris FAIR (Fundamental AI Research) team, outpacing Meta’s resource-heavy LLM bets. LeCun, speaking March 19 (X @MaceNewsMacro)

IT came out of nowhere,” beating GPT-4o in benchmarks (post:0, July 23, 2024). This lean, local win thrilled the younger crowd—renewable generation vibes—since LLaMA 3’s 405B model (July 2024, huggingface.co) is free for all, from Mumbai coders to Nairobi startups.

Good News: Indian youth grabbed it—Ambani praised Zuckerberg at Mumbai (October 24, 2024, gadgets360.com) for “democratizing AI.” Modi’s “import intelligence” mantra (2024, itvoice.in) synced, with LLaMA 3 fueling Hindi LLMs (gadgets360.com). LeCun’s 30-year neural net legacy (NYU, 1987-) bridged Paris to India—deep learning’s next leap, compute-cheap and youth-led. old top page :...

Thursday, March 9, 2023

ED EUN: march turning out to be amazing month even by my friends/ family's standards - year 63 of research inspired by dad (Economist Norman Macrae) meeting Von Neumann 1951 and becoming main journalist researcher of futures his generation of mathematicans gifted human futures

started with year 1 review if new national ai in usa www.ai.gov - some of my notes www.dchati.com with particular research on chatgpt at (huge privilege - spending a dew minutes coffee time with fei-fei li - just about my number 1 living job creating hero- see all time greats Fazle Abed, Von Neumann ... also check out worldrecordjobs.com

earlier this year i heard that singapore's jack sim is sharing his 20+ years of UN sdgoal 6 cooperations with new yorkers at un water summit march 22-24 -lots to come but to start with look at his overall resources

www.worldtoilet.org (jack has annual un day nov 19 for sanitation) www.bophub.org - associated partnerships https://catalyst2030.net/

chris.macrae@yahoo.co.uk

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Source 1: from 8 AI world summits since White House AI Exceutive Order 1 2 : Oct 2023M
1.1 King Charles purpose of intelligence & commonwealth-launching ai world series Nov 2023
1.2 Two billionaires fireside chat, Mumbai AI summit OCt 2024- Jensen - India's prime minister Modi is only nation leader to ask me how xan intelligence help a nation's people (that was six years ago). Munesh - yes our PM has decided it would be good if the nmation with the most yoiuth is best connected with woprldwid intelligence

===== Source Axios
A1.1 Sdg7 https://www.youtube.com/watch?v=9KJOhxAPCz0
2 Golden Oldies 2.1 (2015) EM I am interested in creating computer driven cars so that we can reduce 70000 annual deaths by man-driven cars; JH I am interested in your work on cars as they will be the first mass scale robots 2.2 (2006) Nobel Peace Laureate Yunus speech: 100 million vilage women have established the most exciting economics database ever seen- because the corporate model is the only one that scales investments its the only model worth millennails applying to acheive and of their generations deepest goals- why should any market be led by that sector's best for the wor;d purpose
2.2.1 Youth pop group "green children "collect million $ for grameen charity with song Hhear Me Now" released at same time as Nobel Prize

3 Confessions about worlds greatest mathematicians or algoritmh guys
3.1 The Transformer 7 whose maths took the world by chat in 2023
3.2 our hi-tech world would not exist without John V Neumann so why do few leaders know of the safety chalenges he foresawHr>4 Imagine!

4,1 what would happen if the best of zuckenberg's facebook multipled best of jensen's Nvidia- bonus points what would hapen if we asked AI to make the best of those 2 engineer's worlds

5.1 Lifetime Intelligences (not spoecific to AI but humanity would be much the poorer without thesde contributions which are thus core to whether we are truly advancing the human lot
5.1 optimal videos of life work of abed bhai - number 1 poverty alleviator eg https://www.youtube.com/watch?v=pQPPAebk8AU https://www.youtube.com/watch?v=PShVIYumIo4 https://www.youtube.com/watch?v=IA1yyjpuZy0 www.abedmooc.com

From 2015's intelligence goals launch by UN, Nvidia has been setting standard of partnerships worthy of millennials livlihooods-happ2024 from Jensen Huang

Nvidia's learning curve started 1993: Deep Learning33rd year accelerated computing Routes to
IDOL Intelligence Deep Open Learning

JensenH Route 1 weather alerts preventing disasters<>smart grids<>gov2.0 as engineers of energy, first response, health, education, sports-mental health, biotech, infrastucture, communal commerce, safety not as gov1<>Democratise coding and regional data sovereignty/
BobPette Route1.1 2g
Climate AI
digital twins<>Earth2.0<>CeoSpatialAI
HelenaFu Route E2g
NISTRoute2Sg
Fei-Fei LiRoute2 MachineVision<>Robotics<>Democratise coding<>Ai4all.org<>NAIRR NSF
StanfordHAI<>Worldlabs.ai<>WomensLift
WendyTWhiteRoute2.1 Intrinsic RobotsAIGoogle; wife King Charles AI envoy<>Family Myanmar
DHassabisRoute3 DeepMindScience Ai<>250millionproteinAlphafold3<>Bitech Isomorphics
ANgRoute4 OpenRoute5.1JBezosRoute5: Largest GTU user;Amazon; Bezos EarthFund
BloombergHopkinsRoute6 100AI&Profs<>Top100 Sustainable Mayors
Doerr&JobsFamilyRoute7 Va'lleyLeaders@40+<>Environment first new Stanford School in 70 years
AxiosRoute8
ITIFRoute9
PriscillaCZIRoute10Female led meta-philantropy
MelindaGatesRoute10.1-

8 billion intelligence fans remember
September @susanwojcicki ex ceo youtube; last gig @planet

intelligence world's leading panels - CA DC UN'-SummitFuture NY

Gamma3 world I see with FFLi: Ms Condoleeza Rice, ..Melinda Gates...Jennifer Doudna, , Audrey Cheng ...:: Mr Ed Catmuti, Antonio Guterres, Hassabis, Hoffman Reid, Pichai ...
BetaAfrica 1 Mandela, Maathai, Roy, Kirrane
Alpha2food- borlaug, longpin, abed, chandler
Gamma2 AICancer/drug discovery Vertes Bosselut, Curtis, Fei-Fei LI, Hassabis - see also June 2023 Welcome pdf
Alpha4HealthDeepIntel Paulo Freire, Fazle Abed, Martha Chen & Family, James Grant, Paul Farmer, George Soros, JYKim, Antonio Guterres. Melinda Gates. Lila Ibrahim
Human AI valley Gamma317: Etchemendy, Brin, Pichai, Page
Gamma4 Mustafa Suleyman,, Jeff Dean, Ilya Sutskever, Timnit Gebru: Bard was kind enough to review AI Game and to add these additional nominations
α20 Drucker Schwab Guterres Abe -and back Ackoff Simon Owen Soros Attenborough Neumann Einstein Orwell

Gamma3 Human AI Valley: Etchemendy, Pichai, Brin, Page

from AIGOODmedia.com :world's most valuable meeting in 60 years or ever!- not since JFKennedy, world leaders asked platform solutions from humanity's top 3 engineers

1 Change Media: The first tele age began in 1865 with Switerland’s ITU apponted to cooperatively mediate coms standard across nations first of telegrams then telephones , radio; telexes .. we know that tele1 ‘s 80 years to 1945 did not go well ending with 2 wotld wars – it was therefore important to design tele2 , web1 and web 2 eras in ways that maximised win-win cooperation--- missed opportunities include around 2000 from tele2 to web1 research.; this hasn’t happened and leaves in 2020s us with the ultimate challenge of getting web 3 good for millennials to be the SDG generation- can blockchain help? Can various gaming and metaverse tools help? can all of these interconnect education and ai for good- see also UN2 Global Connectivity My 50 journeys to Asia began with Unilever project Indonesia 1982; the greatest privilege of my life being invited by Japan Ambassador to bangladesh to start what became 16 journeys to bangladesh in remembrance of my father Norman's joy of human development - see Abedmooc.com and beingAi.com- join our next journey chris.macrae@yahoo.co.uk	Change Education; Back in 1981 - co-authored 2025report-: my family and The Economist were now benefiting from 30 years experiential learning of linking Von Neumann inspired surveys; this led us to believe digital humans (web1 from 1990, web2 from 2005 ) most important innovation would be skills dashboard and personal trainer for every being; we could not imagine that in 2023 a uni in my fav city NY would stop students from playing with first 100 million dollar brain-may you all be free again soon- meanwhile clues of what your brainpower is missing are at ai.gov or mingle with 6000 educators who love your future most: NY based ED3dao.com	3 Design Good AI	4 Training every places' next decades Maths Goats and assign to nature's deepest data searches and open sources	5 Transform gov to servant leadership -how many different professions hippocratic oaths will you need to update to achieve this/	6 work out behavioral change (subcomscious as well as conscious mindset frames if inter-generation of 8 billion beings to valuetrue interact rights beyond borders and inclusion within, as well as future's most urgent new sustainability puzzles
7 recursion of womens/parents kindness in every way this community flow celebrates what short-term monetisation cannot Leaders of womensAI and SD generation include Fei-Fei Li (UN started aiforgood summits from 2018; AI4All;major cordinator of USA year 1 briefing ai.gov in 2023; Jeanne Lim first to help UN celebrate UN humanoid sophia as SDGs connectr 2017; at beingai.com first to ask how womens AI avatar celebrations and web3 can launch each other & Mongolia’s founder of Girlstech from late 2022 – joint host of Mongilian and Un tech envoy summit 2022 in terms of deep research that chnaged AI Fei-Fei Li has few equals- here’s what chatgpt say about her up to 2105 Fei-Fei Li made significant contributions to the field of computer vision, which helped to advance AI during the period between 2000 and 2015 with the creation of ImageNet, a large-scale visual database for machine learning research. The ImageNet project provided a massive amount of data for training computer vision models, and its release in 2009 was a major turning point in the development of deep learning and convolutional neural networks. The availability of large amounts of annotated data allowed researchers to build more accurate and efficient computer vision models, and this helped to spur progress in other areas of AI, such as natural language processing and robotics. Fei-Fei Li also worked on developing new techniques for machine learning, particularly in the area of unsupervised learning. Her work on unsupervised feature learning, which aims to automatically learn representations of data without human supervision, helped to advance the development of deep learning techniques and made it possible to train models on large amounts of unstructured data. ,other researchers such as Geoffrey Hinton, Yann LeCun, and Yoshua Bengio and Demis Hassabis with his team at DeepMind also made major contributions to the development of deep learning and other AI techniques. In addition, the contributions of industry giants like Google, Microsoft, and IBM, who invested heavily in AI research and development during this period, also played a significant role in driving the advancement of AI.

Keynes last lesson - no economist can compound more than 1 purpose
- corollary as seconded by climate czar kerry at davosagenda.com jan 2021-at glasgow cop26 lets demand any corporate leader maps purpose of leading market sector
- The 21st c Economist alphabet of purposes :
AI Bank Diary Food Green Health ...

probably the 2 most human arguments my father (norman macrae) made in sub-editing over 2000 leaders in the economist for most of the second half of the 20th century

-1) health builds sustainable economies not vice versa- two trillion dollar debates on health most concerning father:

in least developing countries, nothing is more important to a place's future than raising average life expectancy from 40s to 60s; what matters is a country's opportunity to develop round 40 years of productive life instead of 20; the average life expectancy of least developed countries hides the amount of focus needed on child and maternal health;

2) how tech and particularly von neumans ai impacts health will determine species survival or extinction- this is an exponential challenge - by 2025 or 2030 at the outside we will likely know if mother earth still values our species

what diary events in 2021 do you recommend interacting in 2021 to progress the human lot?

=============================

worldrecordjobs.com asks: has any american has been loved as much worldwide as james grant? he valued poorest children -their health, their freedom/communities to grow up safe and happily curious- everywhere -especially where huge youth populations were struggling with poverty's chains - making unicef a solutions branch perhaps unlike any un branch before or since

my personal opinion -year 37 of argument co-authored with dad the economist's norman macrae in 1984- is when national politicians get in way of future of children - our species survival is put exponentially at risk even faster than what we do to climate but happy to learn from those with alternative valuation hypotheses chris.macrae@yahoo.co.uk

of course in these exciting 2020s, valuation priorities are tied up with how fast tech is redesigning what is humanly and what is artificially operated real time - changing what government is or isnt free to do- a reason why we want to see what teachers of every age group actually understand about ai - when education misses out a whole curriculum its both a teaching and learning crisis - the biggest loser being the younger half of the world

grant references include - unicef annual report year grant died

promises kept - testimonies by grant alumni / south asia

the first 2 saarc summits convened in bangladesh and delhi appear seminal- unfortunately there seem to be few open source proceedings of these conferences - if you find any let us know chris.macrae@yahoo.co.uk

GOOD NEWS FOR TRUE MEDIA

Should we dare to listen to asia’s poorest women as well as animal kingdomspecies traced by the bbc’s david attenborough, the good news is the hard work over the last half century by the world’s poorest women reveals segmentation of market purposes that any community dependent on last mile services adapt. Mental adaptation needed to celebrate tech of worldwide connectivity involves mediating loving societal awareness; analytic adaptation involves transparently clarifying what data is supplied for machine intel not just to crunch but to turn into real-time public service platforms- the great innovation and goowill multiplication challenge of the 2020s.

Market segmentation – rehearsed at fazle abed roundtable briefings on coalition of girls-sdg new universities

Safe & Resilient Community

Barefoot rights lawyers, and professionals concerned with 4 market sectors most related to goal 1 poverty, 2 hunger, 3 health, 4 education

Community-resilient coalitions -maximising communities skills for disaster preparedness and relief

Training of future public servants aligned to deep data of the least sustainable families wherever ai platforms operate real time public services- the species defining challenge of the 2020s in humanising AI

Last mile Health service markets

· *Basic life-critical knowhow -eg non-prescription drugs and clean water/oral rehydration

· *Infectious diseases

· *Chronic diseases

*Surgery caused by violent accident

*Mental -wellness diseases – often initiated by abuse or societal neglect

Lifelong livelihood/skills education

College education

Teenage education including different bridges to career -eg college is different from apprentice

Primary education

Pre-school

Agriculture (goal 2 )

Food security to end famine and/or obesity

Water and food positively energizing human body not contaminated by waste or energy needed for machines

Land and ocean connections with green needs if earth to support 10 billion instead of eg 1.5 billion – the usa ecology of land etc use

Finance -what we know is these 6 financial systems are needed to end poverty of billion poorest women of 20^th century

*Double loop reformation of global aid industry round microfranchise (social business) when value chains can be redesigned round those previously most left out of infrastructure etc- and grants that directly transfer life critical capacity locally

*Ultra grant to graduate to savings and loans for poorest

*Savings and loans for poorest allied to value chain design integrating smallest local enterprises with least infrastructure

*Small enterprise banking for next generation who move from village to city

*Remittance banking

*Digital banking prioritised for the unbanked or underbanked

The 1960s moon race decade may have seemed like the most exciting time to be alive with its giant leap for mankind. The communications reality of all who mediate needs to be the 2020s celebrated multiple ground level leaps forward round mother earth: post-covid, towards green, around all lives matter- this requires education and health revolutions connecting every community way beyond the capability of zero-sum monetary games. Fortunately, the 4^th industrial revolution offers a just-in-time escape route from oblivion – humanising artificial brains to operate real-time platforms which in turn depends on transparent mapping of data – bottom up and open- because those are nature’s evolutionary accounting rules

@obamauni

@obamauni’s Moments

mace

what if educators not economists determine species growth or extinction

zoomuni.net

macrae

Sep 12, 2020

economistsports.net

macrae

Jan 29, 2020

economistwomen.com

macrae

Jul 24, 2020

tourshare

macrae

Oct 29, 2019

Human AI

macrae

May 15, 2020

asian entrepreneur

macrae

Feb 29, 2020

corona curricula

x an open letter to hosts of education laureates from authors of 1984's 2025report.com

we have attended some of your prize givings and nothing inspires us like those who free children with education

but our opinion in 2020s : it's impossible to live up to the legacy of those who valued children most like james grant or fazle abed- with prizes that only single out one person's team and one age range of education- of course these are inspiring but they cant flow the whole transformation of education on which sustainability will depend

one classic example of chatting to fazle abed- moocs had just arrived at the world bank around 2013 when jim kim was in charge

abed teasingly said

i get Massive - i like scaling solutions

i get Open - nobody should ever patent a life critical solution - a note my family found in von neumanns diaries when writing his biography

i get Online

but why isnt C for collaboration?

there are so many missing action skills/curricula of 2020s-and if the younger half of the world is to make transformations to health, green and education they will need network collaboration more than individual brilliance - whether its mapping how to vaccinate everyone or humanising artificial intelligence for good

towards lifelong teaching and studying

in our opinion, teachers of any age group urgently need to be freed to be curious about tech and ai- how can the age group they teach be excited about using tech to be the first sdg generation if the teachers are neither excited nor exploring whats next with #aiforgood - if instead youth are being chained to historic standard exams

moreover the most valuable skills any 19 year old can learn are now changing every 4 years; since 2015 there has been more new local data worldwide than the whole of history- how computers turn that into operational platforms will depend on what 19 year olds are free to do/connect in 2020s far more than siloised expert olders

fazle's main answer to 2020s as ultimate sdg decade, which he discussed with most asian ambassadors in his final years eg twice at dinner tables kindly hosted by japan ambassador in remembrance of my father- find at least one new university per country- make a coalition- share all courses- don't put community-engaged students in debt- start getting ai to digitally identify each students own proven digital skillsets -

- if as kerry said at innovating economics to sustain net generation goodhubsguide.com since 2006 last glasgow may be humanity's last best chance to go green - isnt it also the last best chance to free children from over-siloised education? to massively transfer knowhow for last mile services health and smart and culturally inclusive

sincerely

chris macrae

EconomistDiary.com thanks alibrac.com 1BillionGirls.com washington dc + 1 240 316 8157

ps the home capital of 5 generations of my diaspora scot family is glasgow whose university was also abed's alma mater and the start of the machine age 260 years ago- if you have any challenges or celebrations to share during glasgow cop26 we'd love to help maximise celebrating yidan prize winners or searching for nominations 2022