Very Good AI- can ai robot agents become communities' most trusted AI especially where teachers want students to discover 21st C most joyful leaps
.

 Invitation from EconomistWater.com EconomistDiary.com EconomistJapan.com PovertyMuseums.blogspot.com CatholicUni.com

EW  ED   EJ  PM  CU invite you to sublet 3000+ intelligence spaces (mostly freee)

How it works – find unused month at our webs. Tell us your focus on intelligence or AI layer 5 App

chris.macrae@yahoo.co.uk

Urgency these academics and big AI say humans cant cope with intelligence explosion-  

quite the most ignorant valuation of human race my alma mater Cambridge has ever published

Let’s prove them wrong – if john lennon was alive he’d celebrate thousands of community intelligence solutions  not yet mapped from east to west or south to north or in your country unless you already love AI for all

.		errors mine alone chris.macrae@yahoo.co.uk Statistician DAMTP Cambridge, residing Bethesda, MD: AT CU.com please find my attempt to celebrate my greatest personal privilege: to visit women empowered Bangladesh 15 times from 2007 during last 13 years of life of Fazle Abed. From 2012 we discussed AbedMOOC and 2015 onwards at his 80th birthday AbedAI. Back in 2001, Abed 65th birthday hosted by Steve Jobs in Silicon Valley changed both of these human genii's life work. Even today I dont spend time exploring America AI with any engineers or practitioners of health or education, food or safety or finance, who dont want to know what they (we humans all) owe to Steve J. By 2003 Jobs' pixar, Nvidia, and Hopkins radiologists started replacing coding of binary by coding of pixels - welcome to AI century
2]
2026:Christmas comes early to Ai Youth - Nvidia GTC-DC Nov 30 to Dec 2
Pretraining proposal Gemini (model UYKB: Layer 6 AI+Media)
7-Layer Intelligence Discourse GTC D.C. adds 2 layers to Jensen 5-layer AI Cake!
Because the D.C. summit sits in the heart of the nation’s capital at the Ronald Reagan Building, Jensen Huang’s team is prepping a narrative explicitly tailored to reindustrialization, national security, and state-backed compute. [1, 2]
  • Layer 1 (Nature's Energy) & Layer 2 (Machine Brainpower): The central conversation focuses on the Vertically Integrated Sovereign AI Factory. Nvidia will address the West's current power grid constraints, pushing for multi-gigawatt computing nodes tied directly to protected modular nuclear baseloads or sovereign energy fields to fuel the upcoming Vera Rubin chip architecture deployment. [1]
  • Layer 3 (Sovereign Data Infrastructure): This is the crown jewel of the D.C. agenda. Nvidia is moving rapidly away from selling chips solely to hyper-scalers (like Microsoft or Amazon) to marketing Layer 3 "Sovereign AI" packages directly to federal agencies, the Department of Defense, and international allies. The talk centers on how nations can utilize Nvidia hardware to train national models on state-owned text, military telemetry, and geographic data without leaking information to corporate data monopolies. [1]
  • Layer 5 (Civic Applications) & Layer 7 (The Deterministic Truth Layer): The D.C. floor will showcase heavy-industry integrations. A major thread is how federal systems can use AI Digital Twins and Quantum-resistant encryption to safeguard public infrastructure against adversarial cyber warfare. By pairing generative logic with hardcoded physics modeling, Nvidia wants to show the Pentagon that its models can function as an un-hallucinated layer of deterministic truth. [1, 2, 3]
The Direct Line: Berlin Crisis (October) to Washington D.C. (December)
The D.C. summit will act as the direct remedy and strategic response to the systemic frictions exposed weeks prior at the Berlin GTC. The two events are deeply intertwined across the 7 layers: [1]
[ GTC BERLIN • OCTOBER 2026 ]                     [ GTC WASHINGTON D.C. • DEC 2026 ]
       "The Crisis Echo"                                 "The Sovereign Fix"

               |                                                  |
• Severe European Layer 1 energy shortages.      • Unveiling federal multi-gigawatt grids.
• Layer 3 splintering (EU Data Act friction).    • Hardcoded Layer 3 Allied AI networks.
• Debate over relying on U.S. cloud giants.     • Bypassing public clouds via local edge nodes.
  1. The Energy Realignment (Layer 1): In Berlin, Jensen Huang will confront the grim reality of Europe’s highly fragmented, expensive, and legally constrained green grids. The "Berlin Crisis" refers to the continent's inability to spin up gigawatt-scale data factories fast enough to match the U.S. or China. When Huang lands in D.C., he will use the European shortfall to pressure Congress to fast-track defense-grade energy allocations for American compute clusters. [1, 2]
  2. The Sovereignty Conflict (Layer 3 & 4): Berlin will highlight severe regulatory friction over European data sovereignty and the EU Data Act. European public broadcasters and governments are terrified of routing their localized data through American corporate monopolies. Washington GTC will capitalize on this by formalizing a blueprint for "Allied AI" networks—demonstrating how Europe and the U.S. can exchange open-weight models securely across borders while maintaining local, sovereign hardware boundaries. [1]
  3. The Physical AI Transition (Layer 5): While Berlin will focus heavily on Germany’s specialized precision engineering and factory-floor robotics, the D.C. summit will elevate those industrial applications to a geopolitical scale. The discussions in Washington will center on deploying those exact autonomous robotics playbooks into automated naval shipyards, military logistics pipelines, and aerospace satellite defense systems. [1, 2, 3, 4]
Would you like to drill down into the specific Department of Defense T4NG contract vehicles Nvidia partners are mobilizing for the D.C. event, or examine the open-weight software microservices (NIMs) being deployed to appease European sovereignty regulations in Berlin? [1, 2, 3]



Before AI lifted off in late 2000s 3 underacknowlefgen Happenings: 1 steve jobs hosted Fazle Abed's 65 th birthday party silicon valley 2001; .jensen hunag and steve jobs went from coding binary to cosinf pixels; Fazle abed clarified that paulo freire culture celebrated poorest asian womens ebd poverty networking miracle -- largest NGO, providing education, health services, microcredit and livelihood creation programmes for a significant part of the population of Bangladesh. What lies behind this huge success, Caroline Hartnell asked Fazle Abed, founder of BRAC and still very much at the helm. Questioning everything they do and being prepared to tackle whatever is needed to make their programmes successful are certainly part of the secret behind the success of this extraordinarily entrepreneurial organization. The secret of success? Asked what lies behind BRAC’s phenomenal success, the first thing Fazle Abed mentions is determination: ‘We were determined to bring about changes in the lives of poor people.’ The second thing is thinking in national terms: ‘We always had a national goal; we never thought in terms of working in a small area. We thought, all right, if we work with the poorest people in this community, who’s going to work with the poorest people in that other community? So we felt that whatever we do, we should try and replicate it throughout the nation if we can.’ The third thing he mentions is inspiration. ‘We always thought nationally, worked locally, and looked for inspiration globally. We were inspired by Paolo Freire’s work on the pedagogy of the oppressed, which he came out with in 1972. It was wonderful to have a thinker who was thinking about poor people and how they can become actors in history and not just passive recipients of other people’s aid. He made us realize that poor people are human beings and can do things for themselves, and it’s our duty to empower them so they can analyse their own situation, see how exploitation works in society, and see what they need to do to escape these exploitative processes.’ Finally, he says, ‘one needs to have not only ambition but also the ability to do the work. The organization must be competent to take on national tasks. That confidence we got from the campaign for oral rehydration, to cut down diarrhoeal mortality, in the 1980s. That involved going to every household in rural Bangladesh, 13 million households, and it took ten years to do it. Then we became a little more ambitious. We thought that if we can go to every household, then we can cover the whole country with everything we do.
..
NB any errors below are mine alone chris.macrae@yahoo.co.uk but mathematically we are in a time when order of magnitude ignorance can sink any nation however big. Pretrain to question everything as earth's data is reality's judge
Its time to stop blaming 2/3 of humans who are Asian for their consciously open minds and love of education.
related - which ai contexts now need transforming education so students become smarter or deep data context attentive than teachers

Friday, October 1, 2021

yidan prize 2021 4.6

 

Is education the answer to our sustainability questions?

DATE
9 October 2021
Is education the answer to our sustainability questions?

To meet the world’s sustainable development goals, we must start in the schoolroom

The UN has set 17 sustainable development goals (or SDGs). Every one of them is urgent and important: climate action, economic growth, reducing inequalities. So, where do we start? The evidence suggests we should focus our efforts behind one in particular: education.

One goal to boost them all

SDG 4 calls for inclusive, equitable, quality education. Obviously, that’s good in and of itself. But directly or indirectly, it can also help tackle other goals—according to more than 70 years of data.

Education sculpts our social and economic landscape. A recent report by the Wittgenstein Centre for Demography and Global Human Capital and Yidan Prize Foundation showed that a decent education had the strongest correlation with living longer—stronger even than a higher income. And when access to education is accompanied by quality schooling, that can lift a whole country out of poverty. The report concludes that “education is the key to making our world healthier, fairer, and richer”.

There’s no time like the present

The world is still navigating a once-a-century global crisis—one that hit schooling hard. But as we build back better after Covid, we have advantages we’ve never had before.

For a start, we know more than we’ve ever known about the art and science of teaching and learning. We can see that technology holds huge potential for shaping how, where, and when people learn. And we know who’s missing out: poor communities who can’t spare kids for school and lack connectivity; young women and girls; disabled students; young carers; and too many more. So we can target our efforts where they matter most.

And we must. The consequences of falling behind reach far beyond struggling to catch up with the term’s work: for adults, lost learning means lost earning potential. UNICEF reports that 214 million children—or one in seven—lost out on at least three-quarters of their face-to-face teaching time last year. As of today, one in three countries that shut schools has yet to take a single step to close the learning gap.

Meet the people moving us forward

Our best chance of making progress is recognizing the people that are already making an

impact, and giving them the resources and platform they need to scale up their work.

Through its annual education research and education development prizes, the Yidan Prize Foundation does just that. Its mission is to ‘create a better world through education’. To that end, each prize includes project funding, and community support for individuals or teams who are shaping the future of teaching and learning.  

Eric Hanushek puts quality before quantity

This year’s Yidan Prize education research laureate, Eric Hanushek, helped shape SDG 4 by reframing targets for learning outcomes. The Stanford University and Hoover Institution economist’s work shows that it’s how much students learn—and not how many years they spend in school—that boosts economies. Professor Hanushek’s now planning a research fellow programme in sub-Saharan Africa, supporting local researchers to gather high-quality data and translate it into plans policymakers can use.

Rukmini Banerji is leveling up learning

The Pratham CEO and 2021 Yidan Prize education development laureate, Rukmini Banerji, has a treasured ambition: “every child in school and learning well”. The ASER assessment approach pioneered by Dr Banerji and her team revealed literacy and numeracy gaps among children who had already been attending school for a number of years. Many of India’s state governments have since adopted and adapted Pratham’s Teaching at the Right Level (TaRL) approach, reaching 5 million children annually. Dr Banerji now has her sights set on expanding Pratham’s early years programme and collaborative approach to millions more.

A community of changemakers

Of the HK$30 million (or US$3.9 million) awarded to each person or team, half is a cash prize. The other half is a three-year commitment to funding laureates’ work, helping them expand or launch new projects. The foundation is an active partner, featuring laureates at conferences and events, and opening up spaces for collaboration.

One such space is the foundation’s Council of Luminaries, which draws laureates and other experts into a diverse, influential coalition of neuroscientists, psychologists, economists, statisticians, and technology pioneers. Together, they can speak with a collective—louder— voice on the most pressing issues in education.

And those with the power to effect change are listening. Because if we want people to live in the kind of fairer, safer, richer world the SDGs imagine, the evidence suggests we need to start in the schoolroom.  

This advertisement originally appeared in The Economist October 9th 2021 issue. No endorsement by The Economist is implied.

Posted by at

No comments:

Post a Comment

Subscribe to: Post Comments (Atom)