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
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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..

Monday, July 31, 2023

Johnny said : logic proofs of mathematicians put their hypotheses at the top; economists don't. Qed Economics is not mathematical. When we design digital futures, be careful and open in choosing human intelligences.

 Diaries grounding our future history genre of human intelligences began 1951 with John Von Neumann and The Economist; from 1984 we transferred this to books in genre 2025 report (Science Editor Vicout Ridley's review)  - should we be looking for another publisher or hwo would you like to palyAI Game 1 Architect of Intelligence?


Here's summary context - please tell me if its obvious who would be most appropriate to assess this inquiry

Sincerely Chris Macrae + 1 240 316 8157 Norman Macrae Foundation Bard.solar

Back in 1951, Editor Geoffrey Crowther seconded my father Norman Macrae to Princeton and New York for a year- dad became the biographer/journalist of futures inspired by von Neumann's networks as well as those of Keynes, Crowther, Wilson, Smith and other friends of The Economist vision

In addition to dad's 40 years of work at The Economist, from early 1980s I helped co-author future histories (Genre 2025 Report :  Matt Ridley's review) and research von Neumann biography


A while ago I was chatting to von Neumann's daughter Marina and we started asking/mapping if Von Neumann or dad and pst friends were alive today, whose intelligence/vision for human advancement would they value most 2025-1950.

Its my hypothesis, and that of maths friends in NY who want to help UN sustainability Goals to advance ,that only Architects of Intel can return systems to sustainability of generations. So our proposal is Gamify Architects of Intelligence by curating first tours of inspirational human intelligences as well as inviting people to substitute players for their own fantasy league segmentations. By this means, we can counter noise/politics spun by fear of AI

Ultimately extinction would be the world's biggest maths error, but that's no reason to passively let that happen/ We are talking about mapping human intelligence designs/actions in deep communities as well as through tech platforms

 

We have tested chapters of 3 types;
 Alpha is chronological so eg Crowther Neumann Einstein Turing Kennedy -what would the world uniquely miss without linking  these visionary agents of intergenerational good

Route Gamma is back from 2025's leading AI for good eg Hassabis Fei-Fei Li, Pichai, Leila Ibrahim

Route Beta hops in between 2025-1951 to extraordinary meetings of mind- when dad died The Japan Ambassador to Bangladesh arranged for me to follow up what happened when Steve Jobs in 2001 Silicon Valley hosted 65th birthday party of Fazle Abed who converted from being Royal Dutch Shell regional ceo to 50 years of empowering bottom of pyramid 1 billion women (this most unusual innovation took 16 trips to Bangladesh to fully catalogue  abedmooc.com  during the 5 years leading up to the sdgs launch 2015 and the 5 that followed

We believe gamifying Architect Intelligence can help multilateral leaders like Guterres end green washing; between my father and I. we traveled to Asia 100 times so representing each hemispheres priority future intels is designed into version 0 of this game.  So for example. regarding Asia's 60+% of beings, I hope we may yet make progress on where James Wilson left off back in 1860



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3 comments:

  1. chris macraeJuly 11, 2023 at 5:20 AM

    Dear Yidan Prize, Hong Kong - Stanford is pioneering education transformation and sdg cooperation through Large Language Models not the metaverse per se. Here is a chat with bard on this. bard and llm education generation Please say if there is a way to share more on this. My father Norman Macrae first met von neumann in 1951 and edtech for sdgs became both his main leadership interviews at the economist and central to his biography of von neumann www.economistdiary.com We are looking for an asian partner in publishing game Architect of Intelligence. Which Asians or educators between 2025 and 1950 would neumann-einstein-turing most celebrate today?- obviously Fazle Abed www.abedmooc.com and his silicon valley friend steve jobs and stanford's Fei-Fei Li but whom else?

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  2. chris macraeJuly 11, 2023 at 6:13 AM

    Prep for WashDc lunch celebrating 10th year of world bank youth summit with thanks to spec correspondent at girlsworldbank.com Yvonne hoping to have lunch with maurice on 24th or 25th July -any chance you could join us- there are at least 2 huge new games to play round africa - following through sdgmetaverseprize.org -of the 400 pitches in this prize co-platformed by ITU more than half were africa; it happened an event in rwanda last year was main launch - however it is now obvious to my media friends that what Large Language models do will scale world before metaverse - we get one shot living up to jim kims plea 2016 that edtech can transform sdgs - i have put some notes on this at edLLMjuly2023if there are any young professional friends of jim kim or others among 10 years of your youth summiting who might be interested I am leaving linkedin soon but always at whats+1 240 316 8157 wash dc chris.macrae@yahoo.co.uk i also rehearse lot more chats with bard at www.bard.solar -ps if lunch isnt possible lets see if the 3 of us can do a zoom- in general guterres at UN has promised to leak more and more systemic failures making the sdgs impossible unless ajay banga decided to help him; if i understand banga is looking at climate; I am told that llm will soon release a total all time literature review on climate solutions modeled on the process that was used to combine every academic paper on covid into one intelligence stream; !!! are either of you in touch with reeta roy (i dont know if she and banga even talk about their co-branding of mcard- i believe her intel on africa is unlike anyone else and its interesting she is teaming up with first lady of qatar just as my overall hero fazle abed did www.abedmooc.com

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  3. chris macraeJuly 11, 2023 at 7:57 AM

    bye bye linkedin unwomens - hello ai digital cooperation translators- forgive longish mail on new game we're starting in 73rd year as student editors of von neumann, einstein, turing et al (eg subeditors of millennial gene education goals at the economist- Architect Intelligence (AI): those who have known me since 2007 or later have seen that i tried to help students everywhere start social business jobs clubs in student unions by eg sampling 2000 of yunus book, 10000 of yunus dvds, as well as dads last public birthday party celebrating entrepreneurial revolution in london with yunus; and 2 of dads remembrances parties in glasgow with adam smith scholars; and helping glasgow university launch 2 journals new economics and social business. as well as 5 states hbuc yunus competitions clearly i failed to impact student futures - reasons are complex- in branding terms social business started as an open commons branding but needed to become yunus property when he lost his bank- anyhow today i am pleased to say that we aim to help students launch ai curiosity student union clubs; tech as von neumann first trained dad in 1951 has compounded to the tipping point of extinction or there being a sustainability generation; fortunately there is a trust cooperation deepmind ai movement that is miles ahead of facebook's metaverse; its using plugins to llms (eg bard or chatgpt) perps the4 first case in text vision world was when nlp ai did real time lit review of every covid publication; something similar will be released on climate soon; i have a specific question - is there a student group and college you can help start curiosity ai club at end of august or whenever your university year starts- peter has been mentoring a neighbors college student through summer break before he returns to a florida uni; peter have you heard of tuskegee uni; it was first university buiilt by former slave booker t washington
    - mohammed is entrepreneur director there as well as nation wide hbuc entrepreneur competition host; around 2009 there was a centenary or something of luther king - and all the great and good and movers and shakers of atlanta including navneet pres carter turner un foundation and unwomen promised to unite altanta youth in launching solutions to the sggs in 2015; it did not happen; I am leaving linkedin soo you can find me T +1 240 316 8157 chris.macrae@yahoo.co.uk - have several blogs on how to action human intelligences and play the game Architect of Intelligence - see eg www.economistdiary.com and www.bard.solar cheers chris (2023, usually on a bus somewhere between wash dc and ny) Architect Intelligence Game Book 5

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