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.

Monday, July 5, 2021

1.3 ultra poor graduation

 ultra poor partners leadership since 2020 - fazle abed son shameran abed & bracupgi.org

brookings in washington dc seldom discusses this - here's an exception that proves the rule!

programs so we can finally eradicate extreme poverty from the face of the earth. Admittedly, in the words of BRAC’s founder, Sir Fazle Hasan Abed, “asking policymakers to invest in optimism and self-worth may sound like a vague, soft-hearted appeal.”38 It is anything but that, thanks to the emerging science of hope. When combined with the right amount of material support, an injection of hope and self-esteem can break the poverty trap for millions. 38. Fazle Hasan Abed, “Building Human Capital Means Investing in the Science of Hope,” Thomson Reuters Foundation, October 17, 2018  ( http://news.trust.org/item/20181017120852-ak1io/ )

ultra at twitter  

2 comments:

  1. oct 2018 Fazle Hasan Abed is the founder and chairperson of BRAC, a Bangladesh-based anti-poverty organization.

    At the World Bank's annual meeting in Indonesia last week, there was much talk of “the human capital project,” reflecting the institution’s efforts, under the leadership of Jim Yong Kim, to move beyond investments in physical capital such as roads, bridges and airports. Building human capital means investing in people -- in their health care and education, and in the work skills that make up a nation’s productive potential. With that in mind, Kim and his team of economists have created a human capital index, akin to the institution’s closely watched “ease of doing business” ranking. The idea is that policymakers will watch their country’s position and try to do better, year by year.

    This is undoubtedly a positive move. The human capital project will bring us closer to the eradication of extreme poverty, which is a realistic goal for the first time in human history. But we have to be clear about what constitutes a true investment in human capital. It is not a mechanical exercise of building more schools and hospitals, or creating job training programs for underemployed youth. Real human capital initiatives must activate people’s sense of self-worth, which remains dormant for much of the world’s population.

    There is science behind this. One recent study measured a psychology-based “personal initiative training” for entrepreneurs in Togo and found that it outperformed internationally accredited business training in terms of increasing firms’ profits. Boosting confidence pays huge dividends. In Uganda, a BRAC program for adolescent girls pairs vocational training with “life skills” on issues like menstruation, peer pressure, sexual health and emotions. Researchers found a 48 percent rise in income generation for girls in villages with these clubs compared to control villages, which is remarkable considering that most standalone job training programs in low-income countries have almost no impact.

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  2. abed note continued


    Around the world, “graduation programs” for the ultra-poor help destitute women on the fringes of society, often living on a meal a day or less, move into sustainable livelihoods. The programs give people assets like cash, goats and cows, supplementing these with one-on-one coaching in entrepreneurship, healthcare, and the myriad social problems these women face. Research shows that the assets and training have only limited effect when given alone. The real transformation comes through the one-on-one support, which gives the women hope that things can change.

    In my native Bangladesh, where I have worked for decades to improve the lives of people in poverty, public health conditions have improved dramatically. In just over 40 years, the under-5 death rate went from 1 in 4 to less than 40 per 1,000. It was not simply because we opened more hospitals. Impoverished people began to feel they had a measure of control over their families’ healthcare, thanks to programs like oral rehydration therapy, which trained mothers to mix their own oral saline and thus drastically reduced childhood deaths from diarrheal dehydration. Through similar human capital investments, we have an opportunity now to make inroads against malnutrition and stunting, which blunts lifelong potential in the earliest days of life.

    Building schools will do little to improve failing national education systems if the quality of learning remains as it is now. Education programs succeed when they create an atmosphere of joyful learning. They fail when they rely on rote memorization, as they often do in developing countries. The educator cannot shape his or her students the way an artist creates a painting or a sculpture. In the words of the great Brazilian pedagogue Paulo Freire, true education “makes it possible for students to become themselves” by nurturing their capacity to think independently, critically and creatively.

    Asking policymakers to invest in optimism and self-worth may sound like a vague, soft-hearted appeal. It is anything but that. For too long, people thought poverty was something ordained by a higher power, as immutable as the sun and the moon. This is a myth. We would do well to start paying attention to the evidence, which says that giving people hope and self-esteem may be the greatest investment in human capital that any country can make.

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