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.

Friday, December 31, 2010

*4 education

http://www.brac.net/sites/default/files/BRAC_education_info_English.pdf

BRAC’s Evolution - part 4 education follows below

 // ref *3 health  2 food/land security  1 finance  5 community partner collabs

1972 Fazle Hasan Abed establishes BRAC 

1973 Activities transform from relief and rehabilitation to long term community development, including adult literacy interventions 

1985 BRAC’s Non-Formal Primary Education Programme (NFPE) is started 

1993 Adolescent Reading Centres are opened 

1994 The Non-Formal Primary Education programme is replicated in Africa 

1995 The Continuing Education programme is started

 1997 BRAC Pre-Primary Schools commence operation 

1999 The Adolescent Peer Organised Network (APON) course is created

 2001 BRAC University is established. 

 The Post-Primary Basic Education (PBEn) programme is set up 

2002 BRAC commences development work in Afghanistan 

2003 The Continuing Education and Post Primary Basic Education programmes are integrated into a single programme called the Post Primary Basic and Continuing Education (PACE) programme 

2004 BRAC University establishes the James P. Grant School of Public Health and the Institute of Educational Development 

2006 BRAC’s development programmes in Africa commence 

2008 BRAC’s education programme initiates capacity building of government and registered non-government primary schools

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

Sir Fazle Hasan Abed’s immense contribution to education is through the pioneering work of BRAC, a development organisation he founded and led to his death in 2019. When Abed established BRAC in early 1972 as a relief and rehabilitation project in a remote village in Bangladesh, immediately following the country’s war of liberation, the literacy rate was below 20%.

Despite the population more than doubling since then, the country has made remarkable progress in providing access to education. Almost all children now enroll in the first year of primary school. Uniquely among poor countries, the gender gap in enrollment in primary and secondary education has also been eliminated. Alongside government and private sector efforts, BRAC’s groundbreaking education programme, a brainchild of Abed, is a key factor in these achievements.

 From the beginning of his foray into development work, Abed viewed education as a crucial catalyst for change. In his youth, he was influenced by the teachings of his maternal grandfather, an education minister in the government of Bengal. Later he was inspired by the ideas of the likes of Brazilian educator Paulo Freire. Soon after starting BRAC’s relief and rehabilitation activities, Abed realized the need for sustainable development efforts. When BRAC shifted its focus to long term community development activities in 1972, education naturally became a key area of work. Abed’s very first development plan for BRAC aimed to make literate the entire adult population of the 1.1 meta-village in which it was then working and get all primary school dropouts back into school.

But Abed understood that education was about more than just schools and books. He ensured that functional education was an underlying fundamental in BRAC’s organizing principles. Initially, this encompassed awareness building and literacy and numeracy skills for adults. Abed had BRAC develop its own learning materials in the form of posters, flip charts etc. By the end of the 1970’s, BRAC had developed a comprehensive educational system, including a community development and literacy and numeracy curricula, training, research and publishing. But functional education for adults would not ensure sustainable progress for such a large population. For that, Abed believed there was a need to ensure primary level literacy for all children. In 1974, BRAC started engaging with the primary education sector through a monthly magazine for children which was sent to all 45,000 public schools in the country. But poverty, distance, corruption and poor quality of education were keeping a large majority of children from the public school system.

So, in 1985, Abed initiated a pilot non-formal primary education programme. He wanted to demonstrate that education could be made relevant, cost-effective and of a high quality and that retention rates could be improved and gender imbalance could be rectified. In conducting this experiment, Abed sought help from expert educators at local universities. What emerged was a revolutionary model in primary education – a one-room school where a teacher who is a member of the local community takes a class of 33 children through the entire 5-year primary curriculum in four years. The school’s customized curriculum and books were designed using state-of-the-art teaching-learning methods and strong involvement of both parents. 

Abed had always believed that women, though worst affected by poverty, could play a crucial role as agents of change. He understood that educating girls would not only empower them and help improve their status in their families and community, but also ensure their future family’s wellbeing. Educated women would make better decisions regarding family planning etc. and subsequently their children’s health and education. So, as with all BRAC initiatives, gender became an essential ingredient for BRAC’s education programme from the very beginning. To offset the existing gender imbalance in Bangladesh’s education system, Abed set a target of 70% for the enrolment of girls and encouraged the recruitment of mostly female teachers. His extensive reading helped Abed keep up with the latest thinking on development issues. He reached out to educators in the Netherlands, New Zealand and England to help develop interactive learning material for BRAC schools.

 Abed is a big believer in scale. “Small is beautiful,”he is known to say, “but in bangladesh big is necessary”. So when the pilot schools, whose terms ended in 1987, proved to be a success, Abed had his team scale up and in just five short years, BRAC recovered almost 20,000 children who had been fallen out of the formal system. By the mid 90’s, BRAC had 19,000 schools and graduated over 500,000 children in Bangladesh and its school model was being replicated in Africa. 

A large majority of BRAC graduates in Bangladesh were going into the public system for higher education. But some, mostly girls, were not continuing their education due to social pressures such as marriage. For these adolescents, Abed set up a‘continuing education’ programme, which encompassed community libraries and adolescent reading centres where these students could stay in touch with books and learning materials. Eventually, these centres became a platform for further functional education and empowerment of adolescent girls. 

Abed understood the need for harnessing the power of the youth – not only those from disadvantaged families, but also the elite. Under his guidance, BRAC set up a university with the mission to build capacity on a national level by creating “functional elites”. In addition to providing a comprehensive liberal education, BRAC University has established several institutes for post-graduate research and training to strengthen human capacity in several key areas critical to national development.

 It was always Abed’s intention that BRAC schools would be a temporary solution to the issue of access to education. He aimed for a deeper engagement with the formal education system. Towards this, one initiative he undertook was the development in 1997 of a network of pre-primary schools to give young children from illiterate households a head start before they entered into the formal primary system. Before this, pre-primary education was a concept reserved for the elite in Bangladesh. It is now being adopted into the national education system. 

The government has since actively involved BRAC in providing educational development services. In 1997, BRAC partnered with the government to develop the teaching and management capacities of public secondary school teachers and administrators. 

In 1999, BRAC took over dysfunctional community primary schools to make them operational. In 2002, intent on spreading the learning of BRAC’s post-war rehabilitation experience in Bangladesh, 

Abed established BRAC’s first international operations in Afghanistan. Education was a key sector there as well, especially for girls. Of the over 70,000 students currently attending BRAC schools in Afghanistan, 85% are girls. Abed has institutionalized cros-cutting concepts of inclusiveness and innovation at BRAC. 

In the education sector, the development of bi-lingual schools and materials for ethnic minority groups, inclusion of special needs children in BRAC schools, training of teachers and communities on special needs issues and equipping schools and students with assistive devices are testaments to this. Constant innovation is a cornerstone of BRAC’s education programme, which has introduced concepts such as computer-aided learning, Multi Strategy Language Teaching, mentoring etc. into both its own operations as well as partner systems. 

No other organisation can match the range, quality, scale and effectiveness of BRAC’s education programme. Present in half of the 10 countries across Asia, Africa and the Caribbean in which BRAC currently operates, it is the largest secular, non-formal education system in the world. More than 35,000 BRAC schools worldwide are providing primary education to more than 1 million students (over 65% girls). Nearly 5 million children (over 65% girls) have already graduated from BRAC’s primary schools and over 95% of them have gone on to formal schooling at the secondary level. It is also one of the most effective - in Bangladesh’s state-conducted primary completion examination in 2010, 99 percent of the BRAC students passed, a rate at least 15% higher than the national average. But what really differentiates BRAC’s education programme from all others is its costeffectiveness. In Bangladesh, the per-child cost for BRAC’s four-year primary education is under USD 30! 

And BRAC’s interventions are not limited to just primary schooling – between early childhood to young-adulthood, almost 10 million people have to date directly benefited from a variety of education interventions run by BRAC. It is the foresight and guidance of Sir Fazle Hasan Abed which has made these achievements possible. He has been the visionary behind most of BRAC’s groundbreaking interventions in education, quietly guiding his team of dedicated development practitioners towards constant reinvention. Of all his successes in ensuring education for all, Abed can be most proud that in the hearts of millions of disadvantaged children around the world he has inculcated a love of learning which they will carry with them for the rest of their lives

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