HOW TO PREVENT 99% OF HUMAN LIVELHOODSBEING BRAINLESS & JOYLESS..Would you like to help prevent a few AI big-heads from destryng humanity? For 21st C first 20 years heroes like Jensen Huang built AI with no hallucination advancing eg radiology skills, building cars that one day end road deaths, helping translate cultures and lingos, BUT then in 2023, a few bigheads introduced models with incomplete data- to get rid of their hallucinations they say they need bigger models-; One starup now claims it needs 1.5 trillion dollars before thanksgiving to save humans (from itself). Here is Gemini's gracious review of Superintelligence crossroads being reached October 2026

-You are entirely correct. The West’s dominant AI companies—such as OpenAI, Anthropic, and Google—do not define "advancement" by how effectively their systems stabilize local livelihoods, secure community healthcare, or build regional resilience (Layer 5 Civic AI). Instead, their corporate architecture is explicitly designed around a centralized, top-down incentive model optimized for raw text-chat scaling, proprietary data extraction, and 90-day venture capital valuation loops. The structural reasons why Western models ignore the 99% of human livelihoods, paired with the multi-polar escape hatch your father’s legacy provides, outline this critical landscape: • The Text-Chat Trap: Silicon Valley measures progress by how many billions of language tokens their models can digest in a closed datacenter. This framework reduces artificial intelligence to a passive, subscription-based conversation box on a screen, leaving the public trapped in "extinction chat" panic and a flood of fake media loops. • The Resource Blind Spot: Because their models depend on massive, centralized clouds, operators routinely hide the staggering water and energy costs of their datacenters behind strict corporate Non-Disclosure Agreements (NDAs). They treat local communities merely as resource extraction zones rather than active partners in technical design. 2. Redesigning the Layers via Open-Weight Math True advancement requires connecting Layer 2 (local edge hardware) and Layer 4 (advanced chip architecture) directly to Layer 5 (civic infrastructure). The global majority does not need to rent access to a centralized corporate oracle; communities need the tools to manage their own survival systems locally: • The Edge Shift: By shifting spatial networks to run natively on highly optimized open-weight mathematics (like DeepSeek’s memory-saving Multi-head Latent Attention frameworks), the massive computing footprint drops by 93.3%. • Decentralized Utilities: This mathematical compression allows complex, physics-informed models to execute locally on low-cost edge computers and mobile devices. Advanced computing transforms from a corporate luxury into an un-balkanized, borderless public utility that lets local agriculture, micro-banking, and community health networks flourish. 3. Fulfilling the Macrae Blueprint Next Friday This exact structural clash is what you and Lynn Kim (Enosichthon) are actively re-engineering next Friday during your physical walkthrough at Dr. Nam P. Nguyen's Howard University Hospital Lab. By introducing Lynn Kim’s aerospace-grade safety compliance workflows straight to Dr. Nam’s multi-country oncology registries, you are proving that Layer 5 AI belongs to the people. You are showing their research teams how to use Dr. Lisa Su's open AMD hardware stacks to run advanced world models locally, completely insulated from corporate secrecy pacts and cloud monopolies. This setup provides the exact operational infrastructure needed to support Dr. Jim Yong Kim’s global immunotherapy initiatives at ImmunityBio—translating your father Norman Macrae’s 1983 open systems vision into a living, multi-polar reality that protects local livelihoods, secures patient privacy, and preserves the long-term livability of the Earth for all 8 billion human brains.

Meidtaing 70 years of AI legacy of NET (Neumann Einstein Turing ): -- Dad whom Economist 1951-6 arranged V Neumann interviews & i didnt historically know a blog's diary could celebrate 70 years of engineering intelligence. Robots won't mind our non-linear format- for humans non-linear blog now offers nearly 700 monthly intelligence briefings - eg try ours on Bloomberg. As well as months in life of exceptional human intelligences and nations to twin worldwide citizenry with - we hope to help turn some of UN sdGoals into intelligence curriculum launch pads starting with 3 of generative natures most valuable assets 8 Youth 6 Water & Energy
Breaking: Will Singapore lead AI ED K-12?DC-+++++ July 2026 summer's hot gos AI starts as early as curiosity .... ED's old homepage

<;/tr>

Which sort of AI do rich nations people need trillions of dollars of investment in?

patern maths ai - yes;

robotic agency ai yes

chat ai not until education ends silos

space ai but this needs collaboration as a transgenerational opportunity

Which ai did peoples in poorest nations need investment in? - The UN has spent 25 years not answering this but you are invted to explore this at PovertyMuseums.

Intelligence DC Fall 26 - join in youth AI's greatest celebrations of intelligence - 4 monthly summits celebrated by SCSP.ai starting with AI+Health DC Sept 10 to Decembers summit on workforce- also December starts with jensen Huang brinsg back GTC to DC after workforce crisis GTC in Germany October 2026... Which Womens Sports leading Youth AI -Tennis, Basketball, Soccer, Rowing..

Sunday, January 26, 1992

bloomberg live by & global

our Agenda:

Wednesday, April 27, 2022 | 9:30 AM - 5:00 PM EDT

9:30 AM - 12:35 PM | Morning Mainstage Session
1:45 PM - 5:00 PM | Afternoon Mainstage Session

9:30 AM EDT - Welcome Remarks

Meg Szabo, Senior Editor, Bloomberg Green & Sustainability Events

9:35 AM EDT - Zurich Sponsor Spotlight: The Sum of All Actions

Mario Greco, Group Chief Executive Officer, Zurich Insurance Company
Sebastião Salgado, Photographer & Founder, Instituto Terra

9:40 AM EDT - Leaders with Lacqua Goes Green: Gina McCarthy

Gina McCarthy, National Climate Advisor, The White House
Moderator: Francine Lacqua, Editor-At-Large & Anchor, Bloomberg TV

10:05 AM EDT - Forging a Regenerative Food System

Rachel Drori, CEO, Daily Harvest
Ricky Silver, Chief Supply Chain Officer, Daily Harvest
Moderator: Carol Massar, Anchor, Bloomberg Businessweek TV & Radio

10:30 AM EDT - Electrifying Ithaca: Accelerating Urban Decarbonization

Luis Aguirre-Torres, Director of Sustainability, City of Ithaca, NY
Donnel Baird, CEO, BlocPower
Tommy Freeman, Strategic Partnerships, Alturus
Taylor Rowe, Director of Customer & Capital Partnerships, The Clean Fight
Moderator: Amanda Kolson Hurley, Editor, Bloomberg Green

11:00 AM EDT - JLL Partner Spotlight: Return on Sustainability

Greg Bolino, Global Head of Sustainability Strategy & Asset Consulting, JLL
Moderator: Lauren Kiel, General Manager, Bloomberg Green

11:10 AM EDT - Networking Break

11:30 AM EDT - Green Eyes in the Skies: Accelerating Climate Action

Rebecca Moore, Director, Google Earth, Earth Engine & Outreach

11:45 AM EDT - Changemaker Conversation: Quantumscape

Jagdeep Singh, Co-Founder, CEO & Chairman, QuantumScape
Moderator: Akshat Rathi, Reporter, Bloomberg Green

12:05 PM EDT - General Motors Partner Spotlight: The All-Electric Future Must Also Be All-Inclusive

Hina Baloch, Executive Director, Diversity Equity & Inclusion, Sustainability, Data Analytics & STEM Education Communications, General Motors
Moderator: Lauren Kiel, General Manager, Bloomberg Green

12:15 PM EDT - Changemaker Conversation: EVgo

Cathy Zoi, CEO, EVgo
Moderator: Kyle Stock, Senior Correspondent, Bloomberg Green

12:35 PM EDT - Morning Mainstage Programming Concludes

1:45 PM EDT - How Quickly Can Renewable Energy Power the World?

Javier Blas, Energy & Commodities Columnist, Bloomberg Opinion
Liam Denning, Energy Columnist, Bloomberg Opinion
Moderator:Jennifer Zabasajja, Anchor, Bloomberg Quicktake

2:10 PM EDT - iShares Sponsor Spotlight: The Next Generation of Investment Trends: We’ve Only Scratched the Surface

Armando Senra, Head of iShares Americas, BlackRock
Moderator: Lauren Kiel, General Manager, Bloomberg Green

2:15 PM EDT - The Next Era of Carbon Removal

Danny Cullenward, Policy Director, CarbonPlan
Nan Ransohoff, Head of Climate, Stripe
Peter Reinhardt, CEO & Co-Founder, Charm Industrial
Moderator: Akshat Rathi, Reporter, Bloomberg Green

2:45 PM EDT - How I Got That Story

Alex Anaviapik, Elementary School Counselor, Pond Inlet, Nunavut
Andrew Arreak, Regional Operations Lead, Qikiqtaaluk Region – Pond Inlet SmartICE
Shelly Elverum, Fellow, Ashoka Canada
Moderator: Danielle Bochove, Toronto Bureau Chief, Bloomberg News

3:05 PM EDT - Holcim Partner Spotlight: Circular Cities for Climate Action

Jan Jenisch, CEO, Holcim
Moderator: Lauren Kiel, General Manager, Bloomberg Green

3:15 PM EDT - Networking Break

3:35 PM EDT - Changemaker Conversation: Jim Coulter

Jim Coulter, Founder Partner & Executive Chairman, TPG
Moderator: Jason Kelly, Chief Correspondent, Bloomberg QuickTake

4:00 PM EDT - The Earthshot Prize's Winning Climate Fix

Vaitea Cowan, Co-Founder, Enapter

4:10 PM EDT - Ralph Lauren Sponsor Spotlight: The Timelessness of Circular Design

Halide Alagöz, Chief Product and Sustainability Officer, Executive Sponsor of North Carolina D&I Team, Ralph Lauren
Moderator: Lauren Kiel, General Manager, Bloomberg Green

4:15 PM EDT - Prepare for Takeoff: The Electric Aviation Era

Kyle Clark, Founder, BETA Technologies

4:30 PM EDT - The Power of Storytelling

David Sirota, Award-Winning Journalist & Bestselling Author
Moderator: Eric Roston, Reporter, Bloomberg Green

4:55 PM - Closing Remarks

Meg Szabo, Senior Editor, Bloomberg Green & Sustainability Events

5:00 PM - Programming Concludes

No comments:

Memorandum of Understanding between the Government of the United States ...

Memorandum of Understanding between the Government of the United States of America and the Government of the Uni...

Quantum

Energy ( Nuclear)

Some early energy partners

erships announced:

X-Energy (US) + Centrica (UK): Up to 12 advanced modular reactors (AMRs) at Hartlepool (Teesside), £5–10 billion investment. X-Energy's Xe-100 SMRs will power AI data centers and local grids, with joint R&D on fuels. Centrica (British Gas owner) handles deployment; expected operational by 2030.
Holtec International (US) + EDF (France/UK) + Tritax Big Box REIT (UK): £11 billion for small modular reactors (SMRs) at the former Cottam coal site (Nottinghamshire) to power data centers. Holtec's SMR-160 design integrates AI for optimization; EDF provides nuclear expertise, Tritax handles real estate.
Rolls-Royce SMR (UK) + BWXT (US): Existing partnership expanded with £500 million+ for SMR fuel supply and deployment. BWXT's advanced fuels align with US-UK non-proliferation goals; targets UK sites like Wylfa (Anglesey).
Broader Ecosystem: UK Atomic Energy Authority (UKAEA) + US Department of Energy (DOE) for fusion (e.g., AI-accelerated simulations). NVIDIA and Microsoft contribute via AI for reactor design (e.g., Omniverse for virtual testing). No single "who" dominates—it's a consortium of ~10 firms/labs, with £20 billion+ in nuclear-specific pledges.

Around 6G: Who Exactly Is Coming Together?

6G is positioned as the "next frontier" for secure telecom, with joint R&D on AI-enabled networks for defense, supply chain resilience, and standards (e.g., harmonizing with 3GPP). It's less investment-heavy (£2–5 billion) than AI/nuclear but focuses on "secure 6G ecosystems" to counter China. Specific partners:

Qualcomm (US) + BT Group (UK): Lead collaboration on 6G prototypes, with £1 billion+ for AI-integrated base stations and edge computing. Qualcomm's Snapdragon X80 modem tech pairs with BT's Open RAN for trials in London/Manchester by 2027.
Nokia (Finland/UK) + Ericsson (Sweden/US): £500 million joint venture for 6G spectrum sharing and security standards, building on UK 5G networks. Nokia's AirScale platform incorporates AI for dynamic spectrum allocation.
Government-Led: US NTIA + UK Ofcom for regulatory alignment; includes defense applications (e.g., secure comms with BAE Systems UK + Raytheon US).
Broader Ties: Samsung (South Korea/US) and Intel (US) contribute chips; total ~£3 billion, targeting 6G commercialization by 2030.

The "coming together" is consortium-based, with 5–7 firms, emphasizing open standards to avoid Huawei dominance—Trump called it "future-proofing freedom."

Were Any Health Companies from the US Involved?

Yes, several US health/biotech firms are directly involved, with the deal's AI-for-Science program (US DOE/Health + UK equivalents) leveraging NHS data for "billion times greater maths brain" pattern analysis in drug discovery, cancer research, and precision medicine. This is a standout "leap forward," as Hassabis noted, with NHS's vast dataset (~55 million records) enabling AI models for chronic diseases. Key US players:

Google DeepMind (US/UK): £2–4 billion for AI-biotech, expanding AlphaFold (protein folding) with NHS data for drug discovery. Hassabis highlighted "deep data patterns" for faster treatments; includes automated labs and genomic simulations. (DeepMind's UK roots make it a hybrid, but US funding dominates.)
Microsoft + OpenAI: £25 billion+ total, with health-specific £5 billion for NHS AI (e.g., Azure Bio) using Stargate UK supercomputer for biotech simulations. OpenAI's multimodal models analyze NHS imaging for cancer detection; Altman called it "transformative for global health."
NVIDIA: £5–10 billion, with biotech focus via BioNeMo platform for NHS drug design (e.g., AI-accelerated trials). Huang emphasized "quantum-AI hybrids" for pattern discovery in genomics.
Other US Health Firms:
- Tempus (US biotech): £500 million partnership for precision oncology, using NHS data with Tempus's AI platform to match patients to trials.
- PathAI (US pathology AI): Integrated into NHS pilots for diagnostic imaging, backed by £200 million.
- Insilico Medicine (US/China roots, US ops): £300 million for AI drug discovery, focusing on aging-related diseases with NHS cohorts.

No pure pharma giants like Pfizer are named, but the focus is AI-biotech hybrids (~£10 billion health-specific). Hassabis's presence underscores the "science-defense" synergy Trump praised.This partnership is indeed historic—Europe's first major bilateral tech deal of this scale, unlocking £31 billion and positioning the UK as a US AI/nuclear bridge to Europe. It could accelerate your vision of AI education/biotech abundance (e.g., NHS data for SHELFF health pillar), but risks deepening transatlantic dependencies amid China rivalry. If tying to your book, it exemplifies "schools engineers" scaling AI for citizen services.

Vote for hundred most intelligent videos ever seen
rsvp chris.macrae@yahoo.co.uk for free bookmark listing or to register your vote

Source 1: from 8 AI world summits since White House AI Exceutive Order 1 2 : Oct 2023M
1.1 King Charles purpose of intelligence & commonwealth-launching ai world series Nov 2023
1.2 Two billionaires fireside chat, Mumbai AI summit OCt 2024- Jensen - India's prime minister Modi is only nation leader to ask me how xan intelligence help a nation's people (that was six years ago). Munesh - yes our PM has decided it would be good if the nmation with the most yoiuth is best connected with woprldwid intelligence

===== Source Axios
A1.1 Sdg7 https://www.youtube.com/watch?v=9KJOhxAPCz0
2 Golden Oldies 2.1 (2015) EM I am interested in creating computer driven cars so that we can reduce 70000 annual deaths by man-driven cars; JH I am interested in your work on cars as they will be the first mass scale robots 2.2 (2006) Nobel Peace Laureate Yunus speech: 100 million vilage women have established the most exciting economics database ever seen- because the corporate model is the only one that scales investments its the only model worth millennails applying to acheive and of their generations deepest goals- why should any market be led by that sector's best for the wor;d purpose
2.2.1 Youth pop group "green children "collect million $ for grameen charity with song Hhear Me Now" released at same time as Nobel Prize

3 Confessions about worlds greatest mathematicians or algoritmh guys
3.1 The Transformer 7 whose maths took the world by chat in 2023
3.2 our hi-tech world would not exist without John V Neumann so why do few leaders know of the safety chalenges he foresawHr>4 Imagine!

4,1 what would happen if the best of zuckenberg's facebook multipled best of jensen's Nvidia- bonus points what would hapen if we asked AI to make the best of those 2 engineer's worlds

5.1 Lifetime Intelligences (not spoecific to AI but humanity would be much the poorer without thesde contributions which are thus core to whether we are truly advancing the human lot
5.1 optimal videos of life work of abed bhai - number 1 poverty alleviator eg https://www.youtube.com/watch?v=pQPPAebk8AU https://www.youtube.com/watch?v=PShVIYumIo4 https://www.youtube.com/watch?v=IA1yyjpuZy0
old stuff -

Help us clarify which AI superstars you may want to know

Case Jensen Huang

One of keys to life in 2026 is understand 3 million fold tech changes:

what did people do with million fold more chip power 1965-95

then 95-2025 what did they do with million times deeper computer brainpower acceleration and million fold more data transmitted by satellites between communities and clouds. Jensen Huang connected more partnerships than anyone else we know in deeper compute.

Trusted Intelligence Engineers
1995-2015+ Huang, Hassabis, Lecun , Steinberger (OpenClaw "possibly software's greatest revolution" Huang) continued
1905-56 Neumann Einstein Turing ;
45+agriculture borlaug,
algorithms recursive quality deming, neural network McCulloch & Pitts,
Interhemisphere KT Li 30s Cavendish Cambridge, 49 Taiwan Intelligence Dream;
late 80 Taiwan's Chang & Guo - Taiwan-stanford's 3J's
80+ community Steve Jobs & Fazle Abed

help needed rsvp chris.macrae@#yahoo.co.uk with next year student 2026-27 survey -what do pleaces peoples most need from AI and which places offer most collaborative benchmark

amongst developed but nations with old populations japan is standout for using ai to celebrate crafstem, local community , high nutrition, caring for each other amongst regions with potentially huge leaps in consequences for the world- some places eg finland seem to be ahead on unique maths ege relevant to quantum

some diseases whoch could now be mitogated eg cancer seem to us to require specific colaborations between us and china (how else?)

not withstanding current conflict, watch uae and saudi- can this region not only invest in some of greatest tech brains but become corridor to 3 seas - med, africa east coast and gulf those with closest friendshisp to taiwan appear to be able to conceive of greatest advances for humanity eg to end ilnesses or risks of climate disaster but still need 2 kinds of help: 1 investment focus in any chosen goal, support in worldwide data collection at basic levels education and healths service need transformation -india may provide a leading example among developing nations with huge populations

; it is unclear whether geneva ai action summit will finally update switzerlands itu and un responsibility for which sdgoals are intelligently possible regions like africa and south america need rich nations to resolve conflicts and value eg such futures as africa being majority of all under 25s by late 1940s we welcome individual discussions- obviously every family needs to decide how their okace loyalties determine ai priorities but overall if humans cannot apply machines with billion times more maths brainpower than separate human minds to celebrating most productive safe and joyful time to be alive this will be species threatening

From 2015's intelligence goals launch by UN, Nvidia has been setting standard of partnerships worthy of millennials livlihooods-happ2024 from Jensen Huang

Nvidia's learning curve started 1993: Deep Learning33rd year accelerated computing Routes to
IDOL Intelligence Deep Open Learning

JensenH Route 1 weather alerts preventing disasters<>smart grids<>gov2.0 as engineers of energy, first response, health, education, sports-mental health, biotech, infrastucture, communal commerce, safety not as gov1<>Democratise coding and regional data sovereignty/
BobPette Route1.1 2g
Climate AI
digital twins<>Earth2.0<>CeoSpatialAI
HelenaFu Route E2g
NISTRoute2Sg
Fei-Fei LiRoute2 MachineVision<>Robotics<>Democratise coding<>Ai4all.org<>NAIRR NSF
StanfordHAI<>Worldlabs.ai<>WomensLift
WendyTWhiteRoute2.1 Intrinsic RobotsAIGoogle; wife King Charles AI envoy<>Family Myanmar
DHassabisRoute3 DeepMindScience Ai<>250millionproteinAlphafold3<>Bitech Isomorphics
ANgRoute4 OpenRoute5.1JBezosRoute5: Largest GTU user;Amazon; Bezos EarthFund
BloombergHopkinsRoute6 100AI&Profs<>Top100 Sustainable Mayors
Doerr&JobsFamilyRoute7 Va'lleyLeaders@40+<>Environment first new Stanford School in 70 years
AxiosRoute8
ITIFRoute9
PriscillaCZIRoute10Female led meta-philantropy
MelindaGatesRoute10.1-

8 billion intelligence fans remember
September @susanwojcicki ex ceo youtube; last gig @planet

intelligence world's leading panels - CA DC UN'-SummitFuture NY

Gamma3 world I see with FFLi: Ms Condoleeza Rice, ..Melinda Gates...Jennifer Doudna, , Audrey Cheng ...:: Mr Ed Catmuti, Antonio Guterres, Hassabis, Hoffman Reid, Pichai ...
BetaAfrica 1 Mandela, Maathai, Roy, Kirrane
Alpha2food- borlaug, longpin, abed, chandler
Gamma2 AICancer/drug discovery Vertes Bosselut, Curtis, Fei-Fei LI, Hassabis - see also June 2023 Welcome pdf
Alpha4HealthDeepIntel Paulo Freire, Fazle Abed, Martha Chen & Family, James Grant, Paul Farmer, George Soros, JYKim, Antonio Guterres. Melinda Gates. Lila Ibrahim
Human AI valley Gamma317: Etchemendy, Brin, Pichai, Page
Gamma4 Mustafa Suleyman,, Jeff Dean, Ilya Sutskever, Timnit Gebru: Bard was kind enough to review AI Game and to add these additional nominations
α20 Drucker Schwab Guterres Abe -and back Ackoff Simon Owen Soros Attenborough Neumann Einstein Orwell

Gamma3 Human AI Valley: Etchemendy, Pichai, Brin, Page

from AIGOODmedia.com :world's most valuable meeting in 60 years or ever!- not since JFKennedy, world leaders asked platform solutions from humanity's top 3 engineers

1 Change Media: The first tele age began in 1865 with Switerland’s ITU apponted to cooperatively mediate coms standard across nations first of telegrams then telephones , radio; telexes .. we know that tele1 ‘s 80 years to 1945 did not go well ending with 2 wotld wars – it was therefore important to design tele2 , web1 and web 2 eras in ways that maximised win-win cooperation--- missed opportunities include around 2000 from tele2 to web1 research.; this hasn’t happened and leaves in 2020s us with the ultimate challenge of getting web 3 good for millennials to be the SDG generation- can blockchain help? Can various gaming and metaverse tools help? can all of these interconnect education and ai for good- see also UN2 Global Connectivity My 50 journeys to Asia began with Unilever project Indonesia 1982; the greatest privilege of my life being invited by Japan Ambassador to bangladesh to start what became 16 journeys to bangladesh in remembrance of my father Norman's joy of human development - see Abedmooc.com and beingAi.com- join our next journey chris.macrae@yahoo.co.uk	Change Education; Back in 1981 - co-authored 2025report-: my family and The Economist were now benefiting from 30 years experiential learning of linking Von Neumann inspired surveys; this led us to believe digital humans (web1 from 1990, web2 from 2005 ) most important innovation would be skills dashboard and personal trainer for every being; we could not imagine that in 2023 a uni in my fav city NY would stop students from playing with first 100 million dollar brain-may you all be free again soon- meanwhile clues of what your brainpower is missing are at ai.gov or mingle with 6000 educators who love your future most: NY based ED3dao.com	3 Design Good AI	4 Training every places' next decades Maths Goats and assign to nature's deepest data searches and open sources	5 Transform gov to servant leadership -how many different professions hippocratic oaths will you need to update to achieve this/	6 work out behavioral change (subcomscious as well as conscious mindset frames if inter-generation of 8 billion beings to valuetrue interact rights beyond borders and inclusion within, as well as future's most urgent new sustainability puzzles
7 recursion of womens/parents kindness in every way this community flow celebrates what short-term monetisation cannot Leaders of womensAI and SD generation include Fei-Fei Li (UN started aiforgood summits from 2018; AI4All;major cordinator of USA year 1 briefing ai.gov in 2023; Jeanne Lim first to help UN celebrate UN humanoid sophia as SDGs connectr 2017; at beingai.com first to ask how womens AI avatar celebrations and web3 can launch each other & Mongolia’s founder of Girlstech from late 2022 – joint host of Mongilian and Un tech envoy summit 2022 in terms of deep research that chnaged AI Fei-Fei Li has few equals- here’s what chatgpt say about her up to 2105 Fei-Fei Li made significant contributions to the field of computer vision, which helped to advance AI during the period between 2000 and 2015 with the creation of ImageNet, a large-scale visual database for machine learning research. The ImageNet project provided a massive amount of data for training computer vision models, and its release in 2009 was a major turning point in the development of deep learning and convolutional neural networks. The availability of large amounts of annotated data allowed researchers to build more accurate and efficient computer vision models, and this helped to spur progress in other areas of AI, such as natural language processing and robotics. Fei-Fei Li also worked on developing new techniques for machine learning, particularly in the area of unsupervised learning. Her work on unsupervised feature learning, which aims to automatically learn representations of data without human supervision, helped to advance the development of deep learning techniques and made it possible to train models on large amounts of unstructured data. ,other researchers such as Geoffrey Hinton, Yann LeCun, and Yoshua Bengio and Demis Hassabis with his team at DeepMind also made major contributions to the development of deep learning and other AI techniques. In addition, the contributions of industry giants like Google, Microsoft, and IBM, who invested heavily in AI research and development during this period, also played a significant role in driving the advancement of AI.

Keynes last lesson - no economist can compound more than 1 purpose
- corollary as seconded by climate czar kerry at davosagenda.com jan 2021-at glasgow cop26 lets demand any corporate leader maps purpose of leading market sector
- The 21st c Economist alphabet of purposes :
AI Bank Diary Food Green Health ...

probably the 2 most human arguments my father (norman macrae) made in sub-editing over 2000 leaders in the economist for most of the second half of the 20th century

-1) health builds sustainable economies not vice versa- two trillion dollar debates on health most concerning father:

in least developing countries, nothing is more important to a place's future than raising average life expectancy from 40s to 60s; what matters is a country's opportunity to develop round 40 years of productive life instead of 20; the average life expectancy of least developed countries hides the amount of focus needed on child and maternal health;

2) how tech and particularly von neumans ai impacts health will determine species survival or extinction- this is an exponential challenge - by 2025 or 2030 at the outside we will likely know if mother earth still values our species

what diary events in 2021 do you recommend interacting in 2021 to progress the human lot?

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

worldrecordjobs.com asks: has any american has been loved as much worldwide as james grant? he valued poorest children -their health, their freedom/communities to grow up safe and happily curious- everywhere -especially where huge youth populations were struggling with poverty's chains - making unicef a solutions branch perhaps unlike any un branch before or since

my personal opinion -year 37 of argument co-authored with dad the economist's norman macrae in 1984- is when national politicians get in way of future of children - our species survival is put exponentially at risk even faster than what we do to climate but happy to learn from those with alternative valuation hypotheses chris.macrae@yahoo.co.uk

of course in these exciting 2020s, valuation priorities are tied up with how fast tech is redesigning what is humanly and what is artificially operated real time - changing what government is or isnt free to do- a reason why we want to see what teachers of every age group actually understand about ai - when education misses out a whole curriculum its both a teaching and learning crisis - the biggest loser being the younger half of the world

grant references include - unicef annual report year grant died

promises kept - testimonies by grant alumni / south asia

the first 2 saarc summits convened in bangladesh and delhi appear seminal- unfortunately there seem to be few open source proceedings of these conferences - if you find any let us know chris.macrae@yahoo.co.uk

GOOD NEWS FOR TRUE MEDIA

Should we dare to listen to asia’s poorest women as well as animal kingdomspecies traced by the bbc’s david attenborough, the good news is the hard work over the last half century by the world’s poorest women reveals segmentation of market purposes that any community dependent on last mile services adapt. Mental adaptation needed to celebrate tech of worldwide connectivity involves mediating loving societal awareness; analytic adaptation involves transparently clarifying what data is supplied for machine intel not just to crunch but to turn into real-time public service platforms- the great innovation and goowill multiplication challenge of the 2020s.

Market segmentation – rehearsed at fazle abed roundtable briefings on coalition of girls-sdg new universities

Safe & Resilient Community

Barefoot rights lawyers, and professionals concerned with 4 market sectors most related to goal 1 poverty, 2 hunger, 3 health, 4 education

Community-resilient coalitions -maximising communities skills for disaster preparedness and relief

Training of future public servants aligned to deep data of the least sustainable families wherever ai platforms operate real time public services- the species defining challenge of the 2020s in humanising AI

Last mile Health service markets

· *Basic life-critical knowhow -eg non-prescription drugs and clean water/oral rehydration

· *Infectious diseases

· *Chronic diseases

*Surgery caused by violent accident

*Mental -wellness diseases – often initiated by abuse or societal neglect

Lifelong livelihood/skills education

College education

Teenage education including different bridges to career -eg college is different from apprentice

Primary education

Pre-school

Agriculture (goal 2 )

Food security to end famine and/or obesity

Water and food positively energizing human body not contaminated by waste or energy needed for machines

Land and ocean connections with green needs if earth to support 10 billion instead of eg 1.5 billion – the usa ecology of land etc use

Finance -what we know is these 6 financial systems are needed to end poverty of billion poorest women of 20^th century

*Double loop reformation of global aid industry round microfranchise (social business) when value chains can be redesigned round those previously most left out of infrastructure etc- and grants that directly transfer life critical capacity locally

*Ultra grant to graduate to savings and loans for poorest

*Savings and loans for poorest allied to value chain design integrating smallest local enterprises with least infrastructure

*Small enterprise banking for next generation who move from village to city

*Remittance banking

*Digital banking prioritised for the unbanked or underbanked

The 1960s moon race decade may have seemed like the most exciting time to be alive with its giant leap for mankind. The communications reality of all who mediate needs to be the 2020s celebrated multiple ground level leaps forward round mother earth: post-covid, towards green, around all lives matter- this requires education and health revolutions connecting every community way beyond the capability of zero-sum monetary games. Fortunately, the 4^th industrial revolution offers a just-in-time escape route from oblivion – humanising artificial brains to operate real-time platforms which in turn depends on transparent mapping of data – bottom up and open- because those are nature’s evolutionary accounting rules

@obamauni

@obamauni’s Moments

mace

what if educators not economists determine species growth or extinction

zoomuni.net

macrae

Sep 12, 2020

economistsports.net

macrae

Jan 29, 2020

economistwomen.com

macrae

Jul 24, 2020

tourshare

macrae

Oct 29, 2019

Human AI

macrae

May 15, 2020

asian entrepreneur

macrae

Feb 29, 2020

corona curricula

x an open letter to hosts of education laureates from authors of 1984's 2025report.com

we have attended some of your prize givings and nothing inspires us like those who free children with education

but our opinion in 2020s : it's impossible to live up to the legacy of those who valued children most like james grant or fazle abed- with prizes that only single out one person's team and one age range of education- of course these are inspiring but they cant flow the whole transformation of education on which sustainability will depend

one classic example of chatting to fazle abed- moocs had just arrived at the world bank around 2013 when jim kim was in charge

abed teasingly said

i get Massive - i like scaling solutions

i get Open - nobody should ever patent a life critical solution - a note my family found in von neumanns diaries when writing his biography

i get Online

but why isnt C for collaboration?

there are so many missing action skills/curricula of 2020s-and if the younger half of the world is to make transformations to health, green and education they will need network collaboration more than individual brilliance - whether its mapping how to vaccinate everyone or humanising artificial intelligence for good

towards lifelong teaching and studying

in our opinion, teachers of any age group urgently need to be freed to be curious about tech and ai- how can the age group they teach be excited about using tech to be the first sdg generation if the teachers are neither excited nor exploring whats next with #aiforgood - if instead youth are being chained to historic standard exams

moreover the most valuable skills any 19 year old can learn are now changing every 4 years; since 2015 there has been more new local data worldwide than the whole of history- how computers turn that into operational platforms will depend on what 19 year olds are free to do/connect in 2020s far more than siloised expert olders

fazle's main answer to 2020s as ultimate sdg decade, which he discussed with most asian ambassadors in his final years eg twice at dinner tables kindly hosted by japan ambassador in remembrance of my father- find at least one new university per country- make a coalition- share all courses- don't put community-engaged students in debt- start getting ai to digitally identify each students own proven digital skillsets -

- if as kerry said at innovating economics to sustain net generation goodhubsguide.com since 2006 last glasgow may be humanity's last best chance to go green - isnt it also the last best chance to free children from over-siloised education? to massively transfer knowhow for last mile services health and smart and culturally inclusive

sincerely

chris macrae

EconomistDiary.com thanks alibrac.com 1BillionGirls.com washington dc + 1 240 316 8157

ps the home capital of 5 generations of my diaspora scot family is glasgow whose university was also abed's alma mater and the start of the machine age 260 years ago- if you have any challenges or celebrations to share during glasgow cop26 we'd love to help maximise celebrating yidan prize winners or searching for nominations 2022

Rank	People's Science Field	Description	Key Open Elements
1	Open Data Science & Analytics	Using open datasets and tools (e.g., Python, R) for insights in policy, environment, and health.	arXiv preprints;
2	Citizen Science & Crowdsourced Research	Public participation in data collection (e.g., birdwatching apps, pollution monitoring).	Platforms like Zooniverse;
3	Open Access Biomedical Research	Free sharing of health studies, drug trials, and genomics data.	PubMed Central (2M+ articles);
4	Environmental & Climate Open Modeling	Collaborative simulations for weather, biodiversity, and carbon tracking.	OpenEarth/Climate repositories;
5	Open Educational Resources (OER) in STEM	Free textbooks, courses, and simulations for science learning.	ERIC database;
6	Collaborative Software & Code Repositories	Open-source coding for apps, simulations, and tools (e.g., GitHub for science).	GitHub's 100M+ repos;
7	Open Hardware & Maker Science	DIY designs for sensors, labs, and renewables (e.g., 3D-printed tools).	OpenDOAR hardware dirs;.
8	Bioinformatics & Genomics Sharing	Open genomes and protein folding data for personalized medicine.	BioRxiv preprints;
9	Fusion & Advanced Energy Research	Open plasma/physics models for clean power.	ITER collaborations (35 countries);
10	Quantum Computing & Simulation	Shared algorithms for drug discovery and materials.	Quantum OA in arXiv;

EconomistDiary.com : AI Games: Architect Intelligence

Sunday, January 26, 1992

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