Friday, February 20, 2026

Ammannia spp: In seeking a potential #WalmartWUaS collaboration initially with Walmart in 19 out of countries worldwide re #WUaSstoreWithinAstoreModel @WUaSPress, how could @WorldUnivAndSch building on MIT OCW in 7 languages do both #WUaSoutreach & #WUaSdelivery ? * * * best #LLMmodels for "#CellularTransitions #AcrossHumanLifeStages" & integrating > a #RealisticVirtualEarthForGenetics, a #RVEforAgingReversal, #RVEforExtremeLongevity - (#GStreetView w #GTimeSlider, #GMaps, #GeminiAI @ #GCellular & #GMolecular levels)? * * * Hi Vishal, Aditi, Tejal, Deepti, Payal, Sundar (Pichai), Peter (Norvig), Aesha Bhansali (from India but in Australia and teaching physics & science to Grades 1-5 via Beyond Box - https://www.thebeyondbox.org/), all,

 


In seeking a potential #WalmartWUaS collaboration initially with Walmart in 19 out of countries worldwide re #WUaSstoreWithinAstoreModel @WUaSPress, how could @WorldUnivAndSch building on MIT OCW in 7 languages do both #WUaSoutreach & #WUaSdelivery ? -




In seeking a potential #WalmartWUaS collaboration initially with WM in 19 out of 200 countries worldwide re #WUaSstoreWithinAstoreModel @WUaSPress, how could @WorldUnivAndSch building on #MITOCW in 7 languages do both #WUaSoutreach & with #WUaSdelivery
-https://sherwood.news/markets/walmart-q4-results-beat-estimates-full-year-guidance-underwhelms/ ?

https://x.com/WorldUnivAndSch/status/2024962306225164798

https://x.com/sgkmacleod/status/2024962416677978224

https://x.com/WUaSPress/status/2024962577760223250

https://x.com/HarbinBook/status/2024963424091078960

https://x.com/scottmacleod/status/2024963631566422356

https://x.com/Q_YogaMacFlower/status/2024962244925423655

https://x.com/TheOpenBand/status/2024963741188849876





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store within a store model World University and School - Walmart


In @WorldUnivAndSch re #WUaSstoreWithinAstoreModel @WUaSPress in a pot. #WalmartWUaS collab, with Walmart in 19 countries worldwide -https://worlduniversityandschool.blogspot.com/2026/01/ophrys-apifera-bee-orchid-store-within.html seeking also to develop #WUaSdelivery, how could this help WM's stock price grow significantly https://sherwood.news/markets/walmart-q4-results-beat-estimates-full-year-guidance-underwhelms/ ?





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Walmart Q4 results beat estimates, full-year guidance comes bellow estimates
The company reported Q4 earnings results and issued its full-year outlook on Thursday. 





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store within a store model World University and School


#FreeWUaSdegrees building on #MITOCW in 7 langs -https://opencw.aprende.org/courses/translated-courses/ &in #GrowWithGoogleWUaS program & re #WUaSstoreWithinAstoreModel @WorldUnivAndSch @WUaSPress & a #WalmartWUaS collab with Walmart in 19 countries worldwide -https://worlduniversityandschool.blogspot.com/2026/01/ophrys-apifera-bee-orchid-store-within.html -https://scott-macleod.blogspot.com/2026/01/ophrys-apifera-bee-orchid.html ~

https://x.com/WorldUnivAndSch/status/2012959387741020416

https://x.com/Q_YogaMacFlower/status/2012959563923022041

https://x.com/WUaSPress/status/2012959839584940329

https://x.com/sgkmacleod/status/2012959647972590040

https://x.com/HarbinBook/status/2012960410584912152

https://x.com/scottmacleod/status/2012960610770665539

https://x.com/TheOpenBand/status/2012960840425861326





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store within a store model World University and School in Walmart?

Walmart's 
#CEOJohnFurner 

& former #CEOKathrynMcLay

& #CEOChrisNicholas

Excited for #WUaSstoreWithinAstoreModel 'store within a store model' @WorldUnivAndSch @WUaSPress & a #WalmartWUaS collaboration re the #WorldUnivAndSchStoreName & per #GeminiAIreWUaSstores
Walmart, WUaS: Global Partnership Vision
https://g.co/gemini/share/0f2d0e414014
-https://worlduniversityandschool.blogspot.com/2026/01/roggeveld-mountains-sa-m-11226-11926.html !

https://x.com/WorldUnivAndSch/status/2012323092442321203

https://x.com/WUaSPress/status/2012323781100929072

https://x.com/scottmacleod/status/2012323525529678079

https://x.com/Q_YogaMacFlower/status/2012323294779953328

https://x.com/sgkmacleod/status/2012323659843854420

https://x.com/HarbinBook/status/2012324404974481508

https://x.com/TheOpenBand/status/2012324491121090951



And with Walmart in 19 out of about 200 countries, could WUaS begin to develop with Walmart initially in just 2 or 3 of these countries and in their main languages ... and for #WUaSoutreach to students too ... for free #WUaSdegrees online from home, building on MIT OCW in 7 languages - https://opencw.aprende.org/courses/translated-courses/ AND in a #GrowWithGoogleWUaS program?


See


AND 




AND with #WUaSRoboDeliveryTrucks and #HumanoidRobot #DeliveryRobots 

with #ToyotaHumanoidRobotics #LargeBehaviorModels - #LBMs (like #LLMs) & in a #RealisticVirtualEarthForRobotics ?

AND in the capital cities in all of Walmarts ~19 countries 

AND with Toyota Service Centers in each of these cities too 


and possibly with the Walmart San Leandro on Hesperian Blvd SF East Bay for a prototype WUaS store-in-a-store in the US and for WUaSoutreach ?)


 What are the 19 countries that Walmart is in out of 200 ?

Walmart operates more than 10,500 stores and clubs in 19 countries worldwide.

| North America | United States, Canada, Mexico |

| Central America | Costa Rica, El Salvador, Guatemala, Honduras, Nicaragua |

| South America | Chile | 

| Asia | China, India |

| Africa | South Africa, Botswana, Eswatini, Lesotho, Malawi, Mozambique, Namibia, Zambia |

Walmart also operates eCommerce websites in many of these regions and maintains a significant global sourcing network.



SEE - 
Agenda item A
Agenda item C esp  

Excited at WUaS Educational Services' Stores in exploring partnering with Walmart (in about 19 out of 200 countries) with this INCREDIBLE Gemini AI idea and response regarding  " "store-within-a-store" models " (Agenda item A - https://scott-macleod.blogspot.com/2026/01/laramie-mountains-wy.html) -


Walmart, WUaS: Global Partnership Vision
https://g.co/gemini/share/0f2d0e414014


AND

Walmart shakes up C-suite as new CEO readies to take the helm 

incoming CEO John Furner USA 

Kathryn McLay

Chris Nicholas


Walmart (WMT) announced Kathryn McLay, the president and CEO of Walmart International, will be departing. She is being replaced by Chris Nicholas
& 
incoming CEO John Furner prepares to take the helm of the retail giant on Feb. 1.










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google LLM models best for "cellular transitions across human life stages"


How to integrate into a #RealisticVirtualEarthForGenetics best
LLM models for "cellular transitions across human life stages"? 


best #LLMmodels for "#CellularTransitions #AcrossHumanLifeStages" & integrating > a #RealisticVirtualEarthForGenetics, a #RVEforAgingReversal, #RVEforExtremeLongevity - (#GStreetView w #GTimeSlider, #GMaps, #GeminiAI @ #GCellular & #GMolecular levels)?
https://gemini.google.com/share/21e89a2bab92 ~


Gemini AI image

https://x.com/WorldUnivAndSch/status/2024965197811908622?s=20

https://x.com/Q_YogaMacFlower/status/2024967466515136779

https://x.com/scottmacleod/status/2024967352761430479


https://x.com/HarbinBook/status/2024967145776640499

https://x.com/WUaSPress/status/2024967078063771759

https://x.com/sgkmacleod/status/2024967025173692713

https://x.com/TheOpenBand/status/2024967239271940366





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best #LLMmodels for "#CellularTransitions #AcrossHumanLifeStages" & integrating > a #RealisticVirtualEarthForGenetics, a #RVEforAgingReversal, #RVEforExtremeLongevity - (#GStreetView w #GTimeSlider, #GMaps, #GeminiAI @ #GCellular & #GMolecular levels)?
https://gemini.google.com/share/21e89a2bab92 -

https://x.com/WorldUnivAndSch/status/2024966712106647939

https://x.com/Q_YogaMacFlower/status/2024967981323927997

https://x.com/TheOpenBand/status/2024968117571715489

https://x.com/scottmacleod/status/2024968866494120036

https://x.com/HarbinBook/status/2024969300084490342

https://x.com/WUaSPress/status/2024968374040842298

https://x.com/sgkmacleod/status/2024968519549628558


Retweeting -

https://x.com/jpsenescence/status/2023366471687020624





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best #LLMmodels for "#CellularTransitions #AcrossHumanLifeStages" & integrating > a #RealisticVirtualEarthForGenetics, a #RVEforAgingReversal, #RVEforExtremeLongevity - (#GStreetView w #GTimeSlider, #GMaps, #GeminiAI @ #GCellular & #GMolecular levels)?
https://gemini.google.com/share/21e89a2bab92 ~






Retweeting - 

On Using Large Language Models to Understand the Language of Life

Submitted:

13 February 2026

Posted:

14 February 2026


Excited to share our latest paper on the future of AI in biology 🚀🧬

Machine learning has transformed fields like language through large-scale statistical modelling, yet we are still far from predicting human biology.

In our new work with @geochurch we argue that decoding the human genome and modelling gene interactions across space and time should be the ultimate goal for building predictive models of human biology and disease.

We need computational models that replicate cellular transitions across human life stages (from development to ageing) from the genetic sequence and its dynamic regulation.

Developing models with temporal and spatial resolution is ambitious, but we argue it is theoretically feasible and a long-term vision for understanding the language of life that could reshape biomedical research.





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best LLM models for "cellular transitions across human life stages" and regarding integrating these into a realistic virtual earth for genetics, a realistic virtual earth for aging reversal, a realistic virtual earth for extreme longevity - and think Google Street View with time slider, Google Maps, Gemini AI and at the google cellular and google molecular levels?

https://gemini.google.com/share/21e89a2bab92


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best LLM models for "cellular transitions across human life stages" - https://x.com/jpsenescence/status/2023366471687020624 - re George Church ... and regarding integrating these into a realistic virtual earth for genetics, a realistic virtual earth for aging reversal, a realistic virtual earth for extreme longevity - and think Google Street View with time slider, Google Maps, eg from here - https://goo.gl/maps/7gSsSTweRCBo9gf87 & TensorFlow & Gemini AI and at the google cellular and google molecular levels at World University and School building on MIT OCW in 7 languages?

Building a "Virtual Earth" for human longevity—essentially a Google Earth of the human body—is a frontier being explored by researchers like George Church through the convergence of foundation models and high-resolution spatial biology.

1. Best LLM Models for Cellular Transitions

The transition from traditional LLMs to Biological Foundation Models (BioFMs) or Gene-LLMs is essential for mapping cellular life stages.

  • Gene-LLMs (Transformer-based): Models like ESM-2 (Evolutionary Scale Modeling) and Geneformer are currently the "gold standard." Unlike ChatGPT, which learns English, these learn the "grammar" of DNA and protein sequences to predict how a cell might change (e.g., from healthy to senescent).

  • PreciousGPT: Developed by Insilico Medicine, this is a multimodal transformer specifically designed for aging research, capable of discovering aging-related targets and predicting cellular responses to "anti-aging" interventions.

  • Gemini & TensorFlow Integration: Google’s Gemini (specifically Pro and Ultra 1.5) is increasingly used for multi-modal reasoning—integrating genomic data, microscopy images, and medical literature. TensorFlow provides the backbone for custom "Aging Clocks" that use deep learning to measure biological age across different tissues.

2. The "Virtual Earth" Concept: Google Street View with Time Slider

Integrating these into a "Virtual Earth for Genetics" mirrors the architecture of Google Earth/Maps but scales it down to the molecular level:

  • The "Street View" (Spatial Transcriptomics): Imagine clicking a coordinate in a virtual lung or heart. Technologies like 10x Genomics Xenium or Vizgen MERSCOPE provide the "imagery" for this, showing exactly where every gene is expressed in 3D space.

  • The "Time Slider" (Trajectory Inference): This is where George Church’s work on cellular reprogramming comes in. Using LLMs to predict "pseudotime," researchers can move the slider back (reversing aging) or forward (predicting disease onset).

  • Google Earth Engine for Biology: This framework allows for "planetary-scale" analysis. In a longevity context, it treats the human body as the planet, with "environmental changes" being the epigenetic modifications you make through diet, drugs (like Rapamycin or GLP-1s), or gene therapy.

3. Integration with World University and School & MIT OCW

The World University and School (WUaS), which models itself on MIT OCW, provides the educational infrastructure to democratize this data.

  • Molecular/Cellular Levels: Using MIT's 7.06x (Cell Biology) and 9.530 (Cellular and Molecular Computation) as templates, WUaS can offer open-source curricula in 7+ languages.

  • Collaboration: By hosting these "Virtual Earth" biological models on open platforms, students globally can contribute to "mapping" the human aging process, much like volunteer mappers contribute to OpenStreetMap.

4. Realistic Extreme Longevity Applications

The end goal of this "Virtual Earth" is predictive simulation:

  • Aging Reversal: Simulating the effect of Yamanaka Factors (partial reprogramming) on a virtual version of a specific patient's cells before applying it in vivo.

  • Extreme Longevity: Using AI to find "synergistic" combinations (e.g., Rapamycin + Acarbose) that extend lifespan further than any single drug.

The SHOCKING Science On Extending & Reversing LIFESPAN | George Church

In this video, George Church discusses the cutting-edge science of reprogramming genes to extend healthspan and the potential for gene therapies to reverse aging-associated decline


https://gemini.google.com/share/21e89a2bab92








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best LLM models for "cellular transitions across human life stages"



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google best LLM models for "cellular transitions across human life stages"



The best AI models for analyzing cellular transitions across human life stages include Gemini 3 Pro, specialized single-cell RNA analysis models developed with Yale, and DeepScence/retinal aging clocks. These models are used to track cellular changes from development through aging, using large-scale biological data to predict trajectories.
Key Google AI models and platforms include:
  • Gemini 3 Pro: As of early 2026, Gemini 3 Pro has shown strong performance in predicting aging trajectories and multi-mutant lifespans. The Gemini-based "co-scientist" tool analyzes complex biological systems to understand how cells change across the lifespan.
  • Yale-Google Single-Cell RNA Model: Released in late 2025, this specialized model analyzes single-cell RNA data to interpret how cells change. It is designed to combine biology and AI for mapping molecular changes in cells throughout different life stages.
  • Retinal Aging Clocks (Deep Learning Models): Google Research has developed deep learning models that analyze retinal images to predict biological age and identify age-related diseases. These models can identify senescence (cellular aging) in human tissues.
  • Vertex AI Search for Healthcare: This tool utilizes Gemini generative AI to parse structured and unstructured clinical data, enabling researchers to find relevant information on age-related cellular changes.
  • Calico Life Sciences (Alphabet): Calico is Alphabet’s research organization dedicated to understanding the biology of aging and lifespan. They use advanced AI/ML techniques to study senescence and identify targets for extending healthspan.
Key application areas include:
  • Aging trajectories.
  • Senolytic identification.
  • Genomic analysis.
For analyzing the "software" of aging (epigenetic and metabolic shifts), these models focus on the energetic costs of cellular transitions.




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From January 31, 2026 

https://scott-macleod.blogspot.com/2026/01/jade-vine-strongylodon-macrobotrys.html

Glad to be joining the 4th @GEGAhmedabad #AMACanvaPresentation from India (@DrVishalVaria) How best can @WorldUnivAndSch in a #GrowWithGoogleWUaS program build out newly updated https://worlduniversityandschool.org/ in all 22 scheduled languages in India for #freeWUaSdegrees & ALL 424 langs too?

https://scott-macleod.blogspot.com/2026/01/jade-vine-strongylodon-macrobotrys.html



Again . . . 

Hi Vishal, Aditi, Tejal, Deepti, Payal, Sundar (Pichai), Peter (Norvig), Aesha Bhansali (from India but in Australia and teaching physics & science to Grades 1-5 via Beyond Box - https://www.thebeyondbox.org/), all, 

Greetings from near Berkeley, Cal (UC Berkeley) and Stanford universities - and from MIT OCW-centric wiki World University and School. This upcoming Canva session is at 5:30 am Pacific Time ... and I'm still living out of an INCREDIBLE 2025 Toyota Sienna Woodland minivan ... so it will be dark in this minivan again at the time ... which is not ideal for joining group video.


Here's the question I asked as I registered -

Glad to have gotten the free Filezilla FTP & wysiwyg Seamonkey html editor working again eg for editing and developing and creating http://worlduniversityandschool.org/ and http://scottmacleod.com/ further ... How best to possibly use both Canva and these free web page coding tools together?


Glad to have begun updating this at first - http://scottmacleod.com/

Looking forward to potentially connecting with you all on Saturday possibly ... otherwise, I may watch the video recording.

Thanks, regards, best wishes, 
Scott

PS

World University and School is growing - 




--

--

Society, Information Technology, and the Global University (2026, forthcoming) 

- Scott GK MacLeod  
Founder, President, CEO & Professor
at / of best STEAM CC licensed OCW, Wiki, 
World University & School (WUaS)  
- USPS US Post Office, PO Box 132, General Delivery, Canyon, CA 94516 


1) non-profit 501(c)(3) Public Charity 
best STEAM CC licensed OCW, Wiki, 
World University and School - http://worlduniversityandschool.org 

2) for profit general stock company WUaS Corporation in CA - http://worlduniversityandschool.org/AcademicPress.html

(m) 412 478 0116 - sgkmacleod@gmail.com 


World Univ & Sch Innovation Research - 




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https://en.wikipedia.org/wiki/Ammannia

https://en.wikipedia.org/wiki/Ammannia_multiflora

https://species.wikimedia.org/wiki/Ammannia_coccinea

...



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