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.

Wednesday, July 24, 2019

4.3 teens skills

 Last modified on Wednesday, 24 July 2019 00:00

BRAC trained 400 thousand youths in employable skills

No less than 400 thousand youths, a large portion of which is women, received training in a number of employable skills in non-agriculture sector from BRAC in last eight years and have found decent employment or started own initiatives.

BRAC officials revealed this information at an event today on Tuesday (23 July 2019) at the BRAC Centre in Dhaka. BRAC organised this event as a part of its celebration of World Youth Skills Day. The programme comprised an exhibition of BRAC skills development initiatives, launch of a publication titled “Star Toolkit: Introducing a Successful Entrepreneurship” and a series of panel discussions.

Faruque Hossain, chairman, National Skills Development Authority, was present as the chief guest at the panel discussion titled “SDG-8: Youth, skills and employment”. Tapan Kumar Ghosh, chairman, Bureau of Non-formal Education, and KAM Morshed, director, BRAC, participated in the discussion among others. Asif Saleh, acting executive director, BRAC, moderated the discussion.

Angela Naumann, first secretary, Department of Foreign Affairs and Trade, Australian High Commission, Bangladesh, Mashfique Ibne Akbar, private sector development adviser, Department of International Development, British High Commission, Dhaka, Zhigang Li, social sector specialist, Asian Development Bank, Tomoo Hozomi, country representative, UNICEF Bangladesh, participated in another panel discussion on financing of skills development initiatives.

BRAC Skills Development Programme is currently working with focus on three areas, namely, skills training and other services, systems change with the government and industry partnerships, and community engagement. At present it is operating eight projects focusing on the communities living in the cities, municipalities and Rohingyas and host community in Cox’s Bazar. These current projects are: Skills training for advancing resources (STAR), Promoting skills and productivity enhancement for resilience (PROSPER), Promoting business Incubation for small entrepreneurs (PROMISE), Pro-poor growth of rural enter-prises through sustainable skills-development (PROGRESS), Alternative learning programme for out of school adolescents (ALP), Partnership reinforcement for integrated skills enhancement (PRISE), Skills development project for Rohingyas, and Apprenticeship-based training for host community.

BRAC’s Skill Development Programme began its activities with the STAR project, which has developed a unique model reforming and institutionalising the ancient tradition of skills training through apprenticeships under a master craftsman. Under STAR project, BRAC officials find out skilled people who run their own business. After they go through specially designed training, selected trainees start apprenticeships under them. The trainers receive an honorarium for running the six-monthly course. This model on one hand creates opportunity for underprivileged youths for quality skill training, while helps keep costs low compared with institution-based training. After finishing apprenticeships, BRAC assists the youths to get decent jobs or start their own business.

Under the STAR project, BRAC trained 30 thousand youths up to December 2018. Of them 95 per cent found decent employment. For women trainees the impact is even bigger, reducing child marriage 65 per cent. Post training, the apprentices saw six times increase in both income and employment.

BRAC developed this unique model jointly with ILO, UNICEF, Department of Non-Formal Education of Bangladesh government and follows the National Technical and Vocational Quality Framework (NTVQF).

The experts at the panel discussions stressed effective collaboration between the government, donors, non-governmental actors and private sector for expanding the opportunities for employable skills development. They said to achieve SDG targets there is no alternative for skill development.

BRAC established Skill Development Programme with a socio-economic background of an increasing youth population, large gap in employable skills and training, risky migration of unskilled and semi-skilled labour force, increasing violence against girls and women, and expansion of urban spaces and their population.

Targeting both the domestic and overseas labour market, BRAC is currently giving 15 kinds of skills training in non-agriculture sector, which are: Tailoring and dress making, mobile phone servicing, wooden furniture making, beauty salon, refrigeration and AC servicing, basic electronics, graphic design, IT support technician, aluminum fabrication, motorcycle servicing, wooden furniture designing, electrical house wiring, block and batik, screen printing, jori and chumki work.

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