AI5.0 since 2022, best AI = scaling exponential purpose of partners in what analyses with billion times smarter mathematician than individual human brains. If you dont know what best ai is scaling, being ordered by classical economists can't save you... why not an ai mooc on every university's home page?-
previously AI meant 4 different things up to 2018; , from 2012, at 2009, at 2002

100000$ student debt universities are now total waste of education system time of students and teachers.

Agentic AI stories 1 Billion times greater maths brain & 10**18 More Tech...There isn't a skill known to universities which is not being changed by Agentic AI and human impacts:Reasoning, celebrating Data Sovereignty and how world class cities through next 10 years deploy digital twins to capitalise on opportunities of driverless cars and humanoids

IN 1983 we founded 2025Report genre around hypothesis agentic ai would arrive by 2025 and would make millennials generations best of time provided transformation in how education systems spend time of both teachers and students. Today's western 100000k 4 year student debt liability if it has prevented you from understanding engineering  and deep social action triads like those shown including those changing so intel fast today that you'd be better off parsing latest contributions of eg Huang Hassabis and Musk (aka builders of billion times more maths brain power) than other curricula

Architects of Intelligence Partnerships- from 1989 we published architecture genre of visionary leading partners - eg Economist Intelligence Unit - Brand Architecture Chartering. Today we help generations map deepest Agentic AI partnerships eg
Nvidia Huang:US 1 ::2 & Berkeley:Taiwan:India:EUPublic tv:UK:Japan:France;Saudi
Deep Mind Hassabis
Yann Lecun
Elon Musk
Help mediate student celebration clubs
Agentic AI stories of Billion times greater maths brain. & 10**18 More Tech.
***Huang*Hassabis*Musk Billion Times Greater Maths Brain
***Neumann*Einstein*Turing

Computer&Brain*1905 Natures Deep Maths*Coding deep data
Huang*Yang*Tsai
Doudna*Su*Koller
Lecun*FFLei*Bloomberg
Macron*Mensch*Lecun
W0 SJobs*FAbed*MYunus
upd 9/25 Ai Global Health RoyalSTropical
JFKennedy*UKRoyals*JapanRoyals Sovereignty AI..

Japan Emperor*Softbank*Sony
1 Modi*Ambani*Singh
H Li*Guo*Chang
LK Yew*LK Shing*H Li
Borlaug*Deming*McLean
( China)
.
AP July 2025, Jensen Huang: 1730 It is vital that everyone engages AI right away. Every adult, every working person, not working person, every child should address and engage AI right away. And the reason for that is because AI is the greatest equalization equalizing force. It is the first time in history that a technology as incredible as artificial intelligence is useful for someone who knows how to program software, no historical experience of how to use a computer. This is the very first time in history that all of a sudden that computer is easy to use. If you don't know how to use AI, just open up the website, go to Chad GPT, go to Gemini Pro - just ask a simple question. . And you could even say, "I have no idea how to use AI. Can you teach me how to use AI?" And if you don't know how to type, hit the microphone button and speak to us.. And if you don't understand English, you can speak whatever language you like. It is an extraordinary thing. And I also think it's incredible that if the AI doesn't know that language, you tell the AI go learn that language, right? And so so I think everybody needs to to engage AI. It is the greatest equalization um uh equalization force that we have ever known and it's going to empower.. it's going to enable... it's going to lift society of all you know everywhere.upd Jy 2025'1    CISCE, Beijing

sep 24.1   oct24.1  nov24.1  dec24.1    Ja 25.1  2   mar 25.1  may 0 25.1     3  jn25.1   2   3
Family Huang 2009 whose first  100 engineering partners linking Nvidia, Silicon Valley West Coast and Taiwan East coast - gave stanford engineering AI's Deep Learning Lab core of stanford worldwide Science and Engineering Quadrangle.

30 day stack recall to May 13 : axios health, payments, press; 555 india summit, womens intel, lisa su, science diplomacy summit; ITIF critical meds. merci beaucoup Yann Lecun!!.. TOkens: see your lifetime's intelligence today
nvidia Physical A1 -Robots
.
Will Jen-Hsun's GTC26 big reveal be a superagent AI tutor k-12 whom we can all CC in email?
By 1987 Taiwan's 20 million people have inspired intelligence of all billion humans - special thanks to Godfather of Taiwan Tech: Li & ... Guo, Chang, Huang, Yang, Tsai and millennial taiwanese - see eg podcast straitforward or Taiwan Digital Diplomacy net.
I0 India generics Yusuf Hamied (Cipla) i.
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 surgeons 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


nvidia Physical A1 -Robots
More Newton Collab.&& Foxconn Digital Twin
NET :: KCharles :: Morita : : Borlaug :: Deming Moore
Abed: Yew :: Guo:: JGrant
ADoerr :: Jobs:: Dell .. Ka-shing
Lecun :: L1 L2 :: Chang :: Nilekani :: Singh
Huang . : 1 : Yang : Tsai : Bezos
21stC Bloomberg ::Daniels
Satoshi :: Hassabis : Fei-fei Li
Shum : : Ibrahim : CTandon
Ambani : Modi :: MGates : PChan : Kariko :: Francia
Oxman (&EB) ::: HFry:: Yosuke
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 :...
2:: Agri AI
..

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Friday, December 31, 2004

goal 4 - compendium 2004 best ever education interventions

TRANSPARENCY NOTE -Back in 1983, The Economist's 33rd year alumni of von neumann daialogues scribbled future history genre 2025 report- core hypothesis sustainabikity of milennials would depend on total tarsnfromation of education system blening real , virtual  and  both - ie not just transformer models for deep computer amalyst chats but for direct between human brains too - see aR/vR Reality summit in DC last month on how children of all ages will boost iqs by 75 provied every member of a class including teacher weras smart specs 

Bangladedsh from 1971 is nation who's 1.0 version was built on education - more precisely action learning for a living

the system became circular but followed what you may thinks is an odd ortder

A first livelihood learning for vialge mothers - specifically small business franchsixes they could consistently make small profit from while delivering life saving value - eg rice production, doordash of most basic meds (one village mother would walk round 300 homes weekly)- over time these women became para-health networkers- they'd know who had which solutions and help with nationwide vaccination  campaigns;

.ed A up to 6
Pre-school labs was first entirely new R&D of Brac Univerity from mid 200s fiorst; Lego became a major first partner; refugee emergency schools accelerated both with Rohunga bangaldewsh and when Qatar firt lady awarded Abed first Global education laureate przize - qataer's 40 nations sharing refugee learning is bemchmark of that kind of education
ed B 6 to 11.
Primary Schools designed from 1982- largest non gov scholling stystem within decade

sunita gandhi  at worlds largest school lucknow celebrated year 50 of her parents school launching 90 day intervention - end illiteraccy at any age; technically this involves 90 by 2- minute sessions of coaching; this is typical of a system where teachers look for intervenytion soilutions where a chiold manace to develop a skill- thats an oposite sustem to one to progressively fail more and more people tjhrough every grade building one top elite
C11 to Livelihood start.
Bangladesh from late80s informal at first what livelihods did 12+ need (together with secondary scholarships to state syste)

12=girls peer to peer health learning system began informally

it is liklely that 2020s promise of raise your iq by 75 in classes of smarts specs will celebrate leaps by teens and those designing entrepreneuyrial livelihoods from teens up at least in thise countries wanting 100% productive people
D Brac Uni with James Grant College of Public Health
began 2001 join venture with steve jovbs and other support Valley tech families.
E livelihood adult
1972 Bangladesh edu sustem begins with learning living - bvilage mnoters microfranchise busienses match ung life criticla community demands- first main reserach lab of brac univbersity; idea had been piklorted in bangaldesh but this lab with partners such as wortld bak has tested brac ultra in 50 countries and won nobel for profs at MIT pverty lab co-sponsored by Abdul Latif (middle east Toyota Franchise0

Nvidia's Deep Learning Institute
.

B about 10 years (circa 1983) after birth of nation sufficient vilage mothers had capability to teach primary in village schools mixing all ages from 6 to 12 (not unlike montesorri but actually paulo freire- there was huge concern where 12 years olds would bridge community with their previoius schooling)

C girls clus for 12 plus - some were trained in eg hairdressing or arts for clotheses design or first aid together with maternal health for a year or two   two; others might shadow a para healthworked and eventiually get a scholarship to a nursing colege

D next came a university- this came about 30 yeras after the start of rural vilage devemlopment- steve jobs family had hosted 65th birthday party of fazle abed who had linked in most vilage solutions with muhammad yunus the secind greatest entrepreneurial livelihoods creator in s asian hoistiry' jobs convenced abed that if he started a university he jobs would sonn put a university in a mobile phone and female graduates would want to share both jobs inteligence and village womens sdg intelligence; 

the university also connected new research voted for by bottom billion vilage mothers:A  ultra povertygrants became so successful in many countries that they motivated a nobel economics citation for poverty labs in rich universities, the james grant school of public health embedded in brac university and merged wuth thge country's chikera lab became a top 7 medical network ; abed had also designed worlds best end tuberculosis in vilage silution needed by bush's globalk fund which had linked abed jim kim paul farmer soros bill gates and others

E play schools 3-6 or in refugee situations any age as having a group sopace where kids see peoples being kind to each other is the hgateway to wanting more education


please tell us chris.macrae@yahoo.co.uk if you have a replicable solutuio and where it fits in Education ABCDE

EDUCATION ABCDE


one of most excitong areas of co-creation is whole mjissinmg curricula

for over decade lancet have said biggest missing currisula is peer to peer health pre-teen age10 up ;where each yera needs to learn next chalenges from a yera bove

in recent times one other curriculum has become top - this is ai for all ages - the msartest curricula on ai have come from 2 oposiyte sourecs- where a nation forts asked teachers from kindergarten up to develop a quiz grade by grade - tghink of this as 21st cv current tech affairs; it was vital tecahers were positively inspirted for the whole education of child 6 to 16 up as coding tech is a practice curriculum -development rickstars - even more so that sports stars

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