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.

Tuesday, December 31, 2019

5.5 brac worlds largest ngo adaptability collaboration - state as at madrid cop end 2019

 Liakath Ali, Director of the Climate Change Programme in BRAC [image by: Joydeep Gupta]

Going by the number of people involved as members or partners, BRAC is the world’s largest NGO. At the December 2-13 UN climate summit in Madrid, it announced that it will now tailor all its development programmes to minimise climate risk in Bangladesh. thethirdpole.net spoke to Liakath Ali, Director of the Climate Change Programme in BRAC, about the new plans of the organisation.

Excerpts:

Incorporating or mainstreaming climate change in development is the responsibility of governments; Why is BRAC taking on this responsibility?

The magnitude of the challenges posed by climate change needs action from all parties – both government and non-government – to solve the crisis and continue existence on the only planet we have got.  To make resilience mainstream is the key.

Since its inception BRAC has been working with the government of Bangladesh. The organisation has a reach of over 120 million people in Bangladesh and 11 other countries. We think mainstreaming climate resilience not the responsibility of governments only. It is our collective responsibility to face the biggest threat in human history.

What are the expected impacts of your new approach?

Conventional and business-as-usual approach in the development sector is not effective in overcoming the climate challenges. A comprehensive drive is a must. To do this in quick time and to cover more vulnerable people, mainstreaming is necessary. The concept of resilience talks about not only adaptation. It covers adaptive capacity, anticipatory capacity, adsorptive capacity and transformation. Through its various programmes, BRAC can do it faster than others.

For example, if we think of providing livelihood support without considering future climate change impacts, the support may not attain its objectives. If the climate change impacts are considered from the very beginning then the support could be more effective.

How are you mainstreaming climate resilience in your projects?

The most important initial action in mainstreaming is to assess organisational readiness, followed by proper capacity building, appropriate activity designing and allocating resources. BRAC has done an in-depth assessment of its readiness in mainstreaming climate change, formulated related policies such as BRAC climate change strategy, environmental and social safeguards, and an environmental policy. It also tries to align with governments’ policies, strategies and plans to deal with climate change.

The organisation has been doing capacity building of its staff. Right at the project design stage, we screen programmes through a climate lens. All programmes are made climate smart so that they are sustainable.

How many people have you reached? What is your target?

In 2018 alone, we reached 1.7 million people in around 336,000 households through integrated climate-resilient solutions. In 2020, the figure will reach 2.65 million.

Can you explain the services through which you are reaching people?

We support people with adaptive and climate resilient water, sanitation and hygiene (WASH) services, low cost resilient housing in urban and rural contexts, adaptive agricultural technologies, and livelihood options. We also provide climate information in our education curriculum, plant trees and provide solar home systems. We connect people to access finance, build capacity of our staff and create awareness. We are building capacity among the communities we work. We focus on working with the youth, our future leaders who will have to tackle climate change.

What are the challenges you face?

We are working in a dynamic situation. Sea level rise, salinity, frequency and magnitude of the climate-related disasters like floods and cyclones are increasing. Finding appropriate technology in every context is a big challenge. Another big challenge is to find money for climate-resilient projects. Yet another is the absence of long-term climate impact projections at a local scale. Due to this, it becomes more difficult to plan climate-resilient projects. For example, the Haor (wetland) areas in [north-eastern] Bangladesh usually experience flash flood in mid-May. But in 2017, the region had flash floods three weeks earlier, when around a million farmers were waiting to harvest their only crop. Two million tons of foodgrains were damaged. If we had known about this possibility, we may have advised farmers to sow crops that mature faster.

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