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
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.
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]
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]
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.
It is time for the UN and other international bodies to move beyond a singular focus on enrollment numbers and grapple with the problem of quality in education. A child’s potential is truly unleashed only when he or she learns to spot and seize the opportunities his or her parents never had.
DHAKA – As the World Education Forum meets in Incheon, South Korea, it is time to confront some unsettling facts about the state of education in the world today. More than 91% of children of primary school age are now enrolled in school, but progress on educating the remaining 9% has slowed to a near standstill. The numbers have barely moved since 2005, and girls are still disproportionately left behind.
Worse, the headline figures do not describe the true depth of the problem. In poorer countries, even children privileged enough to have access to a classroom often do not receive a good education. According to UNESCO, of some 650 million primary-school-age boys and girls, an estimated 250 million will not learn to read or count, regardless of whether they have gone to school.
Moreover, in many parts of the developing world, state school systems are leaving tens of millions of children behind because of poverty and discrimination. These children’s true education will be that of the soil or the streets. They will grow up working as smallholder farmers, sharecroppers, and wage laborers, and will struggle to send their own children to school.
It is time for the United Nations and other international bodies to move beyond a singular focus on enrollment numbers and grapple with the problem of quality in education. In September, my organization, BRAC, joined a collaborative effort, led by Hillary Clinton and former Australian Prime Minister Julia Gillard, that puts more girls in school while addressing the problem of quality for both genders.
As part of that effort, BRAC, which is already the world’s largest private secular education provider, plans to invest at least $280 million to reach 2.7 million additional girls and train 75,000 teachers by 2019. We call on others to make similar investments.
All too often, poor countries’ approach to education remains stuck in the colonial era, favoring rote memorization over true learning. Schools do little to impart the life and work skills needed to prepare young people for the twenty-first-century knowledge economy. Children are awarded higher grades for writing sentences exactly like the ones they see in textbooks than for coming up with ideas of their own.
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This is an approach that fails to foster curiosity, self-confidence, and independent thinking. It is also especially ill-suited for children from poor backgrounds, who find much of what they are taught in the classroom to be irrelevant to their daily lives.
I was pleased when, in May, a panel tasked by UN Secretary-General Ban Ki-moon came up with a post-2015 development agenda that included quality education, not just universal access, as one of its recommendations. Setting targets based on quality rather than quantity will be difficult but not impossible.
Basic outcomes of literacy and numeracy are imperative. But so are standards for social and emotional learning, which stresses the importance of recognizing our emotions, learning how to deal with them, and fostering empathy for others. These skills, known as “emotional intelligence,” are just as important for children in poor countries as they are for children in rich countries.
In conflict and post-conflict environments like Afghanistan or South Sudan, a safe and peaceful future will depend on a new generation being able to heal its emotional and psychological wounds, just as it did in my native Bangladesh after our Liberation War in 1971. Even in countries not scarred by war, navigating one’s way out poverty requires emotional intelligence, in addition to problem-solving skills and critical thinking.
Given recent cuts in aid for education, some might object that focusing on quality and emotional intelligence are luxuries that we cannot afford. This is not the case. In Bangladesh, we have found a way to bring quality education to the poor, with schools that cost just $36 per student per year. With community support, local women are trained to teach children to think for themselves. One-room schools operate out of rented and borrowed spaces to save costs. A majority of the students in every classroom are girls.
We need to promote universal standards for education, not just universal access, for both girls and boys. A child’s potential is truly unleashed only when he or she learns to spot and seize the opportunities that his or her parents never had. This is the standard we should set, and it will be a great moment indeed when it is universally adopted.
DHAKA – As the World Education Forum meets in Incheon, South Korea, it is time to confront some unsettling facts about the state of education in the world today. More than 91% of children of primary school age are now enrolled in school, but progress on educating the remaining 9% has slowed to a near standstill. The numbers have barely moved since 2005, and girls are still disproportionately left behind.
Worse, the headline figures do not describe the true depth of the problem. In poorer countries, even children privileged enough to have access to a classroom often do not receive a good education. According to UNESCO, of some 650 million primary-school-age boys and girls, an estimated 250 million will not learn to read or count, regardless of whether they have gone to school.
Moreover, in many parts of the developing world, state school systems are leaving tens of millions of children behind because of poverty and discrimination. These children’s true education will be that of the soil or the streets. They will grow up working as smallholder farmers, sharecroppers, and wage laborers, and will struggle to send their own children to school.
It is time for the United Nations and other international bodies to move beyond a singular focus on enrollment numbers and grapple with the problem of quality in education. In September, my organization, BRAC, joined a collaborative effort, led by Hillary Clinton and former Australian Prime Minister Julia Gillard, that puts more girls in school while addressing the problem of quality for both genders.
As part of that effort, BRAC, which is already the world’s largest private secular education provider, plans to invest at least $280 million to reach 2.7 million additional girls and train 75,000 teachers by 2019. We call on others to make similar investments.
All too often, poor countries’ approach to education remains stuck in the colonial era, favoring rote memorization over true learning. Schools do little to impart the life and work skills needed to prepare young people for the twenty-first-century knowledge economy. Children are awarded higher grades for writing sentences exactly like the ones they see in textbooks than for coming up with ideas of their own.
Subscribe to Project Syndicate
Our newest magazine, The Year Ahead 2022: Reckonings, is here. To receive your print copy, delivered wherever you are in the world, subscribe to PS for less than $9 a month.
As a PS subscriber, you’ll also enjoy unlimited access to our On Point suite of premium long-form content, Say More contributor interviews, The Big Picture topical collections, and the full PS archive.
SUBSCRIBE NOW
This is an approach that fails to foster curiosity, self-confidence, and independent thinking. It is also especially ill-suited for children from poor backgrounds, who find much of what they are taught in the classroom to be irrelevant to their daily lives.
I was pleased when, in May, a panel tasked by UN Secretary-General Ban Ki-moon came up with a post-2015 development agenda that included quality education, not just universal access, as one of its recommendations. Setting targets based on quality rather than quantity will be difficult but not impossible.
Basic outcomes of literacy and numeracy are imperative. But so are standards for social and emotional learning, which stresses the importance of recognizing our emotions, learning how to deal with them, and fostering empathy for others. These skills, known as “emotional intelligence,” are just as important for children in poor countries as they are for children in rich countries.
In conflict and post-conflict environments like Afghanistan or South Sudan, a safe and peaceful future will depend on a new generation being able to heal its emotional and psychological wounds, just as it did in my native Bangladesh after our Liberation War in 1971. Even in countries not scarred by war, navigating one’s way out poverty requires emotional intelligence, in addition to problem-solving skills and critical thinking.
Given recent cuts in aid for education, some might object that focusing on quality and emotional intelligence are luxuries that we cannot afford. This is not the case. In Bangladesh, we have found a way to bring quality education to the poor, with schools that cost just $36 per student per year. With community support, local women are trained to teach children to think for themselves. One-room schools operate out of rented and borrowed spaces to save costs. A majority of the students in every classroom are girls.
We need to promote universal standards for education, not just universal access, for both girls and boys. A child’s potential is truly unleashed only when he or she learns to spot and seize the opportunities that his or her parents never had. This is the standard we should set, and it will be a great moment indeed when it is universally adopted.