At linkedin group AIWHI we discuss how 1960s was last decade that 3 great empires - US, UK, Japan - agreed their responsibilities to remaining 92% of human brains. Back in 1983, Norman and Chris Macrae co-autheoed 2025Report. Our purpose to argue that as intelligence machines changed generational possibilities, all public servants needed to value both 8 billion living brains and next 4 billion born with as much trust as 1960s. In 2026 it is fascinating to see where Data Sovereignty AI is celebrating that collaboration possibility - for example many of history's worst diseases could now be resolved by deep data cooperation mapping
MAPPING WORLD WITH HUMAN BRAINS FROM SPACE OR 1000 FEET
I refer to family logbooks starting 1943 - borderless stories in human endeavour were seen from 1000-20000 feet by my father Norman Macrae who was spending his last days as teenager navigating planes in allied Bomber Command Burma Campaign. My maternal grandfather Kenneth Kemp was being asked by London to return from being Bombay's Chief Justice to start sub-editing India's Independence. Geoffrey Crowther in London who edited The Economist for nearly 20 years was publishing centenary learning curve on how economists hadnt been able to avoid 2 world wars.
Happily dad, with mental maps 2 generations before google survived; to be one of last students Keynes mentored at Cambridge; was hired by Crowther to go interview engineers. Crowther had worked out that economists and journalists had failed to stay ahead of energy and other engineering advances. V0n Neumann peer group including Einstein and Turing helped developed an iq quiz for economist journalists. They foresaw million times "moore" laws cubed Moores' chips, what's now Jensen's computers designed for deep data, and satellites eg ^G up transferring data between communities and clouds. By 1960 all of JF Kennedy, UK and Japan Royals foresaw it was time to invest in decade long goals eg moonshots and to unite not just east west hemispheres in trade and transgenerational trust but also energising south north connections with earth's as well as humans diversity. Soon after Kennedy's assassination the cold war spiraled ending trust in developing all nations with US and Russia racing to sponsor dictators however much debt this trapped most human brains in. What humanity urgently needs AI to tool is intelligence of ai agents and humans to unite - have a look at AIWHI - and help us map open intelligence community actions.
x Grok says
Gravity | Core Pull & Huang Tie-In | Why It Fits Einstein/Turing Legacy |
|---|---|---|
1. Core AI (Computational Unification) | Returns to 1956 von Neumann/Einstein/Turing: AI as brain-math solver (pixels → MRI/surgery → DeepMind AGI as Einstein math). Huang's layers 3-4 (infrastructure/models) scale this. | Solves E=mc² derivatives; Hassabis's AGI as physics unifier (not just chatbots). |
2. Space/Quantum/Fusion (Cosmic Scale) | AI for energy/abundance/peace; beyond Hassabis's initial AGI race. Huang's layer 1 (energy) + CES 2026 fusion/quantum nods. | Connects quantum gravity; fusion for limitless power, space for multi-planetary intelligence. |
3. Humanoids (Physical Embodiment) | Grounding AI in real-world (public services, factories, surgery). Huang's CES 2026 "physical AI" platforms (e.g., Jetson Thor for humanoids). | Agents in last-mile dynamics; Musk/LeCun synergies for embodied cognition. |
4. Community Action (Human Agency) | Layer 5 apps for SDGs/education; data sovereignty summits (e.g., Delhi Feb 2026). Huang's CSIS: AI as livelihood enabler. | Augments brains (von Neumann); triangularizes PPPs for youth/teachers. |
Gravity | Sub-Gravity 1 (Foundation/Energy) | Sub-Gravity 2 (Hardware/Chips) | Sub-Gravity 3 (Infrastructure/Models) | Sub-Gravity 4 (Apps/Agents) | Intra-Connections (Within Gravity) |
|---|---|---|---|---|---|
1. Core AI | Energy for computation (e.g., MRI data efficiency). | Chips for brain-like processing (Huang's 2003 pixels). | Infrastructure for math unification (DeepMind models). | Agentic solvers for Einstein puzzles (Hassabis AGI). | Energy powers chips → models simulate physics → agents output insights; loop refines via Turing tests. |
2. Space/Quantum | Fusion energy for quantum scale. | Quantum chips (NVIDIA's CUDA-Q). | Infrastructure for cosmic sims (e.g., Omniverse space). | Agents for peace/abundance (e.g., fusion apps). | Energy enables chips → models predict quantum → agents deploy (e.g., Musk's Starship AI); hysteresis prevents overreach. |
3. Humanoids | Energy for mobility (batteries/fusion). | Chips for embodiment (Jetson Thor). | Infrastructure for twinning (factories/surgery). | Agents for public services (last-mile bots). | Energy fuels chips → models map environments → agents adapt; intra-loop: Safety-first in unstructured spaces. |
4. Community Action | Energy for access (sovereign grids). | Chips for edge devices (youth tools). | Infrastructure for models (SDG pillars). | Agentic apps for action (InSHELFF education). | Energy democratizes chips → models tailor to communities → agents mobilize; loop: Feedback from teachers/teens refines. |
- Between Gravities: Core pulls Space (math unifies quantum); Space pulls Humanoids (fusion powers bots); Humanoids pull Community (embodied agents serve SDGs); Community pulls Core (action data refines models). Cycle: Einsteinian loop for abundance.
- Between Subs (Examples of 16 Combos):
- Core Sub-3 (models) + Space Sub-1 (fusion): AI simulates energy breakthroughs.
- Humanoids Sub-4 (agents) + Community Sub-2 (chips): Edge devices for youth robotics education.
- Space Sub-2 (quantum chips) + Core Sub-4 (agents): Hassabis-style AGI for cosmic puzzles.
- Community Sub-5 (apps) + Humanoids Sub-1 (energy): Sovereign batteries for last-mile SDG bots.
- Overall Network: A hypergraph where gravities are nodes, subs edges—inter-pulls ensure resilience (e.g., if space lags, community agents adapt). Win-wins: Huang's NVIDIA for layers 1-3; Hassabis for Core models; Musk for Space/Humanoids; LeCun for open agentic apps. SCSP.ai mediates (e.g., May 7, 2026 DC summit links to Delhi's pillars).

Above is Grok's reply to Diary's 76th year of mediating what Neumann-Einstein-Turing intended intelligence engineering to help humans progress. Here is question we asked grok 1/11/26 ......Can you help me explore the possible framework that Jensen Huang is helping us all explore 4 overall AI gravities and 16 sub-gravities. When Huang and Steve Jobs started coding pixels from 2003+ i believe huang returned core of AI to where neumann eistein turing left in 1956- in other words searching for all earthling inteligence solutions needed to connect eistein maths from 1905 of e=mc-sqyared. Fortunatlet this connected mri database - radiologust ai, then all surgeon mapping ai, then hassabis deep mind ai )controversially i feel that hassabis originally meant agi to be solutions of einstein maths). Arguably the 4th compass of AI is space. I think it is clear when hassabis first promoted race to agi he wasnt talking about completing every way ai and space connect including quantum and fusion and ultimately energy and abundant peace solutions if that is to be the futures we want for our children grandchildren and future generation. I see the 3rd ai fravity of jensen as humanoids- he started 2026 with a lot of great ne platforms for grounding that potentially in last mile public services in cities public spaces as well as semi closed spaces like digital twinning factories or pergaps even ai surgeon operating rooms. In this view of world the other gravity is the one we are mostly concerned with popularising now where I prefer jensens 5 layer ai. In this framework millions of ai models at leayer 4are only as valuable as community action aps at community edges layer 5. This ties in with say 10 regions data sovereignty summits of 2025 which need to include peoples jobs or taskforce ai. Any data sov space that partners scsp.ai including dc 15000 person summit may 7 can linkin investment in in livelihood platforms as integral to data sovereignty leadership as arguably already eveident in king charles ai summits - bletchley, korea, paris and next month Delhi. As jensen has clarified at csis speech layer 2 is design of supercomputer chips and layer 1 is energy. Lets suppose those are 4 overall gravities of ai. Just as 5 layer ai connects ai gravity to 4 subgravities can we eg see 5 layer humaoids including all authomous mobile (eglevel 1 drone?) - overall if we do have a 4 by 4 frameowrk for inteligence - as well as intra each ai compass is there an inter between 4 verall gravirties as well as any combo of 16 subgravities. I believe this is the educational win-win endeavor that needs to unite 8 billion exising brains and the next 4 billion brains generated. Viewed this way we neither close to mapping all winwins of inteligence nor is intelignce a bubbble- actually its the only whole trust investmment our species can work lifetimes aeound.
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