Tuesday, September 15, 2026

Nubian giraffe (Giraffa camelopardalis): At #HarvardAgingResearch & #DrugDiscovery conf 10/1-10/3 & re #PetrinaKamya's #VirtualAgingCell fr #InsilicoMedicine https://youtu.be/vufvnB1R1xM Code 2007, '12 & '24 #GStreetView w #GTimeSlider in https://goo.gl/maps/7gSsSTweRCBo9gf87 @ #GCellViewLevel WITH #AgingReversal #GPegman #AvatarAgentEHR? * * * In a similar way to the gold standard and barter being supplanted in the US by cash and the US dollar, how might a main single cryptocurrency for all 7.9 billion people like Stanford Mine Pi cryptocurrency displace cash ? * * * How best could world university & school develop a Uganda World University and School large language model? * * * John Bach, Harvard Quaker Chaplain



At #HarvardAgingResearch & #HarvardDrugDiscovery conf 10/1-10/3/26
https://agingpharma.org/program2026#virtual-cell-in-time & re  #VirtualAgingCell from #InsilicoMedicine https://youtu.be/vufvnB1R1xM #PetrinaKamya & #FedorGalkin Interoperate eg years 2007, '12 & '24 #GStreetView w #GTimeSlider in https://goo.gl/maps/7gSsSTweRCBo9gf87 @ #GCellViewLevel @ #HarbinGateHouse WITH #AgingReversal & #ExtremeLongevity #AvatarAgentEHR from #GPegman?


At #HarvardAgingResearch & #DrugDiscovery conf 10/1-10/3 & re #PetrinaKamya's #VirtualAgingCell fr #InsilicoMedicine https://youtu.be/vufvnB1R1xM Code 2007, '12 & '24 #GStreetView w #GTimeSlider in https://goo.gl/maps/7gSsSTweRCBo9gf87 @ #GCellViewLevel WITH #AgingReversal #GPegman #AvatarAgentEHR?

https://x.com/WorldUnivAndSch/status/2099695613944484219










Virtual Aging Cell from Insilico Medicine
Insilico Medicine




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#HarvardAgingResearch & #DrugDiscovery conference 10/1/26 - 10/3
https://agingpharma.org/program2026#virtual-cell-in-time

Petrina Kamya
and 
Fedor Galkin - 

Virtual Aging Cell from Insilico Medicine
Insilico Medicine
https://youtu.be/vufvnB1R1xM






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In a similar way to the gold standard and barter being supplanted in the US by cash and the US dollar, how might a main single cryptocurrency for all 7.9 billion people like Stanford Mine Pi cryptocurrency  displace cash ? 


In the way the gold standard & barter were supplanted in the US by cash & the US dollar, how might a #MainSingleCryptocurrency for all 7.9 billion people like #StanfordMinePiCryptocurrency - https://minepi.com/sgkmac displace eg cash, US dollar & the Euro? https://share.google/aimode/D4mtaTEpJR9MJaw7a ~

https://x.com/WUaSPress/status/2099909556499562657

https://x.com/WorldUnivAndSch/status/2099909316065263646

https://x.com/sgkmacleod/status/2099909692415943113

https://x.com/HarbinBook/status/2099909842756645059

https://x.com/Q_YogaMacFlower/status/2099909935643668878






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In a similar way to the gold standard and barter being supplanted in the US by cash and the US dollar, how might a main single cryptocurrency for all 7.9 billion people like Stanford Mine Pi cryptocurrency free money daily come to supersede and encompass cash and the US dollar and also the Euro currency for example?



To supersede and encompass dominant global currencies like the US dollar and Euro, a single global cryptocurrency would have to transition from a speculative asset into a universally accepted sovereign replacement. While the historical shift from barter to commodity money (like gold), and later to government-issued fiat currency, relied on physical scarcity and military backings, a digital shift for 7.9 billion people would rely on structural utility, technological architecture, and extreme geopolitical realignments. [1, 2, 3, 4]
The primary example cited, Pi Network (co-founded by Stanford graduates), attempts a social-distribution mechanism to bypass costly mining barriers via smartphone apps. However, for any universal cryptocurrency to move past its initial phase and genuinely supplant fiat currencies, a specific macro-financial progression must occur. [1, 2]
🔎 Step 1: Solving the Core Economic Functions of Money
The Federal Reserve and global central banks evaluate money based on three standard criteria. Most cryptocurrencies currently fail two of the three: [1, 2]
Store of Value: An asset must hold predictable purchasing power over time. High volatility completely disqualifies an asset from being a safe store of value.
📊 Step 2: The Hypothetical Path to Displacing the Dollar and Euro
For a single digital currency to achieve global dominance, the transition would mirror historical currency resets but unfold at internet speed across five primary phases:
PhaseOperational MechanismHistorical Parallel
1. Ubiquitous Software DistributionReaching a massive percentage of the global population via mobile devices, removing traditional banking barriers.The expansion of private bank notes across early America before the National Banking Act.
2. Sovereign Failure & Hyper-FrictionCitizens in countries with unstable local fiats actively reject their national currencies due to hyperinflation or extreme capital controls.The rapid "dollarization" of economies like Ecuador or Zimbabwe during domestic hyperinflation.
3. Closed-Loop Marketplace InvoicingLarge tech conglomerates, global supply chains, and multinational merchants begin invoicing raw commodities directly in the token, skipping conversion to USD.The 1944 Bretton Woods agreement establishing the USD as the mandatory invoice currency for global trade.
4. Tax Remittance MandatesA coalition of major sovereign governments agrees to accept the digital currency for tax payments, establishing true baseline legal utility.The shift from the Gold Standard where governments legally declared paper money as legal tender to settle all debts.
5. Algorithmic Monetary StabilityThe supply adjustments must be completely isolated from speculative hoarding to prevent deflationary traps that stop people from spending.Central banks utilizing open-market operations to expand and contract money supply to keep consumer prices stable.
⚠️ Structural Realities and Friction Points
  1. The Stablecoin Paradox: Blockchain architecture is actually making the US dollar stronger, not replacing it. Hundreds of billions of dollars in "crypto" are actually just stablecoins backed by short-term US Treasury debt, increasing international demand for the dollar by making it easier to hold globally. [1, 2, 3]
  2. Regulatory & Geopolitical Invalidation: Governments control local banking off-ramps and the legal definitions of money. A completely decentralized, un-backed asset handed out "for free" poses severe Anti-Money Laundering (AML) challenges and lacks the legal protections or central bank support that backing institutions like the ECB or the Fed provide to stabilize the economy during recessions. [1, 2, 3, 4, 5]
Which specific aspect of this financial transition would you like to explore next—the macroeconomic risks of a single global currency, or how central bank digital currencies (CBDCs) are attempting a similar digital evolution?

--

Society, Information Technology, and the Global University, (forthcoming, Academic Press at World University and School, 2026) 

Scottish Small Piping album #2 - Honey Piobaireachd (2022)
- Poetry! Order Book #5 Light, Float, Sit, Watsu ~ Virtually (2021, Academic Press at WUaS)

Scottish Small Piping album #1 Honey in the Bag ~ Out of the Air tune (2020)


Order Book #3 Winding Road Rainbow: Harbin, Wandering & the Poetry of Loving Bliss (2018,  Academic Press at WUaS)

Order Book #2 Haiku-ish and Other Loving Hippie Harbin Poetry (2017,  Academic Press at WUaS) 

Order Actual-Virtual Ethnographic Book #1: Naked Harbin Ethnography (2016, Academic Press at World University and School)



- 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
building on CC-4 licensed MIT OCW in 7 languages - 


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


https://wiki.worlduniversityandschool.org/wiki/Nation_States (planning ~200 countries' WUaS world class universities in their main languages, per the Olympics, for free-to-students' WUaS degrees from home)

https://wiki.worlduniversityandschool.org/wiki/Languages (planning to be in all 7159 living languages, each as or with wiki schools for open people-to-people wiki-teaching and wiki-learning, e.g. from here - https://wiki.worlduniversityandschool.org/wiki/Subjects)









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How best could world university & school develop a Uganda World University and School large language model?



How best could world univ & sch develop a Uganda World University and School - https://wiki.worlduniversityandschool.org/wiki/Uganda - large language model with Wikidata in 348 languages, and for free WUaS Bachelor, PhD, Law, MD, IB high school, AA, and MS degrees in English and Swahili, building on MIT OCW courses in 7 languages, if helpful or useful, and possibly with Open edX Europe platform with abstract-technology.de building this for data gathering from matriculating students ?


Developing a Uganda World University and School (WUaS) multilingual Large Language Model (LLM) and degree platform requires a structured, multi-phase technical roadmap. By anchoring your ecosystem on Open edX, Wikidata, and MIT OpenCourseWare (OCW), you can build a highly scalable, AI-driven educational framework for zero-cost degrees (AA, Bachelor, MS, PhD, Law, MD, and IB High School).
Here is a strategic approach to bringing this vision to life:
1. Unified Learning Ecosystem Architecture
To seamlessly blend data collection, automated curriculum mapping, and student interaction, you should position the Open edX platform as your core core infrastructure, developed in tandem with Abstract Technology.
┌────────────────────────────────────────────────────────┐
│             Abstract Technology / Open edX             │
│  (Student Matriculation, Data Gathering & Analytics)   │
└───────────────────────────┬────────────────────────────┘
                            ▼
┌────────────────────────────────────────────────────────┐
│            Uganda WUaS Multilingual LLM                │
│     (Instructed in 348 Languages via Wikidata)         │
└─────────────┬────────────────────────────┬─────────────┘
              ▼                            ▼
┌──────────────────────────┐  ┌──────────────────────────┐
│   MIT OCW Curriculum     │  │  Degree Standards & IB   │
│     (7 Languages)        │  │   (English & Swahili)    │
└──────────────────────────┘  └──────────────────────────┘
2. LLM Data Integration: Wikidata & 348 Languages
Training or fine-tuning an LLM to support 348 languages while maintaining accuracy requires heavily structured knowledge graph grounding.
  • Wikidata Triplet Extraction: Rather than relying solely on raw text tokens, use Wikidata’s query service to extract cross-lingual structured properties (Entity-Property-Value). This ensures that conceptual definitions (e.g., medical or legal terms) map identically across low-resource languages like Luganda or Swahili and high-resource ones like English.
  • Retrieval-Augmented Generation (RAG): Instead of trying to bake 348 languages completely into the static weights of a small model, use an LLM architecture paired with a dense vector database containing multi-lingual embeddings. This allows the model to retrieve context dynamically from Wikidata items in real time.
3. Curriculum Standardization & Localization (MIT OCW)
Your degrees will build upon MIT OCW material available in 7 languages.
  • Targeted Translation Expansion: Use cross-lingual AI translation models (grounded by your Wikidata dictionary) to bridge the gap and localize those courses natively into English and Swahili.
  • Bloom's Taxonomy Mapping: Abstract Technology provides an AI-powered course authoring assistant aligned with Bloom's Taxonomy. You can utilize this to automatically ingest raw MIT OCW text, syllabi, and transcripts, transforming them into structured quizzes, milestones, and grading rubrics customized for your AA, Bachelor, MS, and PhD pipelines.
4. Native Open edX Data Gathering & Analytics
Using Abstract Technology to build your Open edX deployment handles the administrative and legal scaffolding for student enrollment.
  • GDPR-Compliant Matriculation: Abstract Technology hosts platforms on EU-based, GDPR-compliant servers. This is crucial for collecting student matriculation info safely and maintaining data sovereignty.
  • Feedback Loops via Learning Analytics: Open edX includes real-time analytical tools (via Aspects) tracking over 200 metrics. When a student struggles with a concept in Swahili, the platform logs the breakdown, creating clean data points to continuously fine-tune the Uganda WUaS LLM for better regional accuracy.
To help refine this operational strategy, could you share a bit more context?
  • What is the current technical stack hosting your Wikidata bot and wiki database?
  • Do you have a target hardware configuration or cloud computing partner in mind for hosting the LLM?
  • Are there specific Ugandan university accreditation standards you are aiming to satisfy early in the process?






AND

What can a large language model do for Swahili speaking world university and school students?



Large Language Models (LLMs) are breaking down long-standing educational barriers across the East African region. Traditionally, many students have had to study technical subjects in English rather than their native language.
With the emergence of specialized local models—like Sartify’s Swahili tools, Lelapa AI’s InkubaLM, and Swahili Gemma—the technology is directly elevating educational equity for over 200 million Swahili speakers. [1, 2]
1. Dual-Language Mentorship and Tutoring
  • Bilingual "Sheng" and "Kiswa-English" Comprehension: In day-to-day life, many students naturally mix Swahili and English. Modern LLMs are adept at understanding this code-switching, making technical definitions approachable without requiring rigid academic English. [1, 2]
  • Personalized AI Remedial Tutors: Educational platforms like "Tuti" (built using localized Swahili architecture) act as interactive virtual tutors that can be deployed straight onto school computers. They offer infinite patient explanations for complex subjects like science and history. [1]
2. High-Quality Academic Content Creation
  • Generating Local STEM Context: LLMs can quickly draft lesson plans, practice problems, and study guides natively in Swahili. For example, recent academic applications show that LLMs can effectively generate geometry and primary school mathematics introductions tailored directly to national curriculum standards. [1, 2]
  • Bridging the Translation Gap: Instead of spending months manually translating global academic textbooks, universities can utilize LLMs for high-speed, localized translation of research papers, digital libraries, and educational materials from English to Swahili. [1]
3. Leveling the Research & University Field
  • Academic Writing and Editing Assist: For university students whose first language is Swahili, LLMs serve as an editorial bridge. They help structure complex research, correct English grammar for international journal submissions, and synthesize dense literature.
  • Preserving Epistemic Sovereignty: Local open-source initiatives empower African researchers and university departments to build and manage datasets on their own terms. This ensures regional history, idioms, and local cultural nuances are accurately represented rather than wiped out by Western-centric internet data. [1, 2, 3]
4. Overcoming Technical Challenges
  • Offline and Mobile Optimization: Since data costs and internet access can be prohibitive in many rural schools, localized Small Language Models (SLMs) can be compressed through quantization. This allows school systems to load functional, text-based AI models onto low-spec computers or offline mobile devices. [1, 2]
Summary of Performance Realities
While the benefits are immense, the technology is still a work in progress. When utilizing LLMs for Swahili-based education, it helps to know what they excel at versus where they require human oversight:
CapabilityWhat LLMs Do BestCurrent Limitations / Weaknesses
Conversational LearningSmooth, contextually relevant explanations; dialogue-based tutoring.Can sometimes use general vocabulary instead of specialized academic jargon.
Translation QualityNative-trained Swahili models outperform generic "English-to-Swahili translation" layers.Agglutinative Swahili grammar (complex prefixes/suffixes) can still cause occasional errors.
STEM TasksConceptual explanations of math, physics, or geometry.Prone to calculation and logic errors in complex multi-step math problems.
Are you looking at this from the perspective of an educator designing a curriculum, a university researcher, or a software developer looking to implement a tool? Let me know, and I can share tailored prompting strategies or recommend open-source data initiatives to check out!





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John Bach, Harvard Quaker Chaplain


John Bach is the long-serving Quaker (Religious Society of Friends) chaplain at Harvard University and a member of the Friends Meeting at Cambridge. Unlike traditional clergy, he is an uncredentialed chaplain who makes his living primarily as a house painter and is a founding member and director of the Material Aid and Advocacy Program (MAAP). [1, 2, 3, 4]
Background & Activism
  • Imprisonment for Conscience: Bach spent three years across seven different federal prisons for peaceful anti-war protests, including dropping out of college to forfeit his white supremacist student deferment and refusing induction during the Vietnam War. [1]
  • Prison Work: While incarcerated, he was punished for teaching fellow inmates how to read, an experience that shaped his personal spirituality and his book Short Time. [1, 2]
    • Community Advocacy: He remains deeply engaged in social and political issues, supporting local advocacy and speaking on non-violence, simplicity, and active witness.
Role at Harvard
Spiritual Support: As part of the Harvard Chaplains network, Bach offers non-dogmatic counsel, listening ear support, and a calming presence for students navigating intense academic and personal pressures.
Would you like to know more about Quaker chaplaincy practices at universities or John Bach's written works and activism?
















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https://thumb.wikimedia.org/wikipedia/commons/thumb/c/c6/Rothschild%27s_giraffe_%28Giraffa_camelopardalis_rothschildi%29_-_Murchison_Falls_National_Park.jpg/1920px-Rothschild%27s_giraffe_%28Giraffa_camelopardalis_rothschildi%29_-_Murchison_Falls_National_Park.jpg?utm_source=commons.wikimedia.org&utm_campaign=index&utm_content=thumbnail&_=20190610130606












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

https://commons.wikimedia.org/wiki/Giraffa_camelopardalis

https://commons.wikimedia.org/wiki/Category:Giraffa_camelopardalis

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