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.

Sunday, September 24, 2023

AIGames.solar we invite everyone to play AI Games by naming who they see as most unique;y having advanced the human lot 1950-2025. Here is 2023-2-24  top 20. There is so much to be done if the younger half of the world is to be the first sustainability generation that our selections are passed towards the living - only tow have passed. (1 Steve Jobs and Fazle Abed). If we were to make this representative of all 75 years ; the first maths great we'd include Von Neumann; the agricultural great Borlaug; the quality systems great deming; JF Kennedy the most pro-youth world leader. UNICEFs health great James Grant would defimtely need theit intelligenvce integrated.

 Of course there is no perfect selection- whats the ,ost urgent crisis facing the community yo care most about? We welcome other nominations - but here's a quck tour around these 20 as well as what to see now esdpecialy if you are teacher or student 23-24 wanting milennaisl to be first sdgeneration

More than anyone else it was the inteligence of Borlaug and Abed that raised life expecatncies in pooresdt nations of the 20th century from low 40s to at least 60. That builds an extra generation into family building - making eg higehrer education more viable. Until that happens almost every undedeveloped country priotises boys lives over girls Even as the 20th c came tio a close its not that clear that thre ehalves of the world , women youth, porest get more than 10% voice in the future and to be in ll three of those populations - the main group an=bed lived to empower needed the most unique intellignece. Styeve Jobs also had an unique intelignece. So it was great that he chsoe to host silicon valey's 65th birthday wish party for fazle abed in 2001. The two of them agreed they would do everything they could to transform 21st c university at least as far as afemale empowerin =ng alumni wished to colaborate around the inteligencve abed was now 30 years into building and little more than 5 year of partnersbrining him solar and mobile to vilages previousy without any grids (no electricity- no telecomsd- no piped wayer) 


we have put fei-fei lei and hasabis in teh centre since it has bene their combined work since fei-fel li aladed at stanford asnd was greeted by ng and yang, that has revolutionised AI. In fact mathematically its reconnecetd with von neumann's depeest questions on neuroscience- what will the mutually good impacts of human brain and computer brain be. Both london based hassabis and fei-fei li had doen neurosceience doctiraes and concluded if we spend however long it takes to code computiang machines so vision what humans see including everuthing humans have written, then totally diferent comoutaional pssibilities will merge than when programing langaues are as abstract as the binary 0/1s they are fiunded on. 


The oarterships both interpersonal and organisational betwwe groupd 5,9,8, 6 are very interedting - thise based in silicon valley may have more info- what we can do is foolw r=through what both fei-fe and demis did from 2009 as well as add details when theyu connect with paricuar people

hassabis was an early winner of fei-fei li imagent competition funder by nsf hosted out of stanford; he was pretraining compouters on the game of go; he needed huge computing resources so was happy to make a merger with google in 2014; at which stage it is believed he made a billion dollar donation to fei-fei li's rearch; probanly brin and page had already taken notice- anyhow as alumn of stafird they started investing there and at 2017 conclusion annuage imagenet unvited fei-fei yo co-direct google cloud unit; by 2017 she had already been noticed by melinda gates who was starting her own philanthropy - gates and ceo of v=nvidia became first funders if the schools ai curricula edited by fe-fei li www.ai-4-all.org; 2017 saw guterres take lead of the un and its 17 sdgs; jim kim and others had shated with guterres (they were old friends from guterres red cross days) ; so guterres asked melinda gates to co-chair a year long stsem tranfirmation raodmap - see un tech envoy- by 2017 geneva' itu had pit aiforggod inthe centre of gov 2 roadmapping; melimda gates 3rd move with her foundation is poublishing women empowermnt books "momemt of lift" fei-fei book worlds i see will be the feature of 23-24; by now support with melinda gates and other leading women around silicon valley includes prisciloa chan , condoleezza rice, jennifer doudno; back in 2017 qqatars first lady sheu=il moza was un hub of all refugee education- she had been building theoworld's number 1 womens educational camoud, and histed the global ed laureaes with faxle abed as fer first prize winner- back in 2023 sheika moza co-chiaring un panel with guterres


one of un relative weakness along withb whileb multilaterals is thatybits experts dont explain their practice intel often inside usa thiugh it could be e=usa -it a huge possibility if brooklyns 2 great benefactirs of womens and inner city adavances can someho help un stage win-win events- mrs tsai has founded the main neuroscience schools in stafrd and yale; she owns several sports platform offering a way to develop women sports o=possible inoacts on youth 


mrs tandon is benefaxtir of brr=oolyn nyu engineering college and suporter of women in maths and engineering as well as potential connector with india- amandeep gill un tech envoy is india-un civil servant

This party awakened silicon valley people in at least 2 senses. Gates and all westren health inteleigencs for the poorest saw and parnered fazle abed in what became known as the globla. Within this fund Abed had the mostefefetice solution for fighting rural tuberculosis. TB and hiv also multiplied each other somethung that Jim Kim made sure both the who and us nationa l industries of helth recoginsed - it was kim who linked te dpeest partners of making hiv emdicine affiradbale eveywgere as well as expedeiting its research

With two thirds of humans in asia, and perhaps less than 25% directly anu=imating arcto ocean trade, the deepest data advances are needed out of east and south. At stanfrd this concerned mooc founder ng and koler, as well as yang who was selling out his foudners stake of yahoo to help maximise 360 degree alumni at stanford.



 My main professsional role since 1973 Postgrad Diploma Stats at Cambidge Maths Lab DAMTP has been surveyoong peoples behavior and explaining to powerful decision makers something their daya had not shown them before. This dobetailed with my afther's life work which was a joint diaris of von neumann's life work and thet if Economist founder James Wilson.

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