To a global, virtual, free, open, {future degree- & credit-granting}, multilingual University & School for the developing world and everyone, as well as loving bliss ~ scottmacleod.com
Showing posts with label information technology. Show all posts
Showing posts with label information technology. Show all posts
How can a global online university built on MIT OCW and AI achieve recognized accreditation across different international jurisdictions?
Achieving recognized accreditation for a global, decentralized online university built on open-source material (like Creative Commons-licensed MIT OpenCourseWare) and powered by AI requires a deliberate strategy. Traditional accreditation is fundamentally designed for physical boundaries, human faculty-to-student ratios, and proprietary curriculums.
To bridge this gap and establish legitimacy across 200 countries, an institution must look at an accreditation stack that addresses local legal frameworks, international treaties, and the evolving nature of automated, interactive pedagogy.
1. Establishing a Regional Legal Anchor
An institution cannot be accredited "everywhere" at once; it must first be recognized legally somewhere. The initial step requires establishing a 501(c)(3) non-profit or equivalent corporate legal framework in a highly respected regulatory jurisdiction.
The US Quality Framework: In the United States, targeting a recognized regional accreditor—such as the WASC Senior College and University Commission (WSCUC)—provides an established baseline. These accreditors focus heavily on institutional mission and data-informed student success outcomes.
The Regulatory Shift: Regulatory bodies are actively evolving to meet this style of education. For instance, the US Department of Education's Accreditation, Innovation, and Modernization (AIM) initiatives are specifically looking at updates to govern emerging, non-traditional online providers.
2. Leveraging the UNESCO Global Convention
Once anchored in a primary country, the mechanism for achieving recognition across the remaining 200 nations relies heavily on international treaties rather than individual applications to 200 different ministries of education.
The Global Convention on the Recognition of Qualifications concerning Higher Education: Adopted by UNESCO, this international treaty establishes a global framework for the fair, transparent, and non-discriminatory recognition of higher education qualifications across borders.
The WHED Pathway: By securing recognition from a national authority that participates in this framework, the institution becomes eligible for listing in the World Higher Education Database (WHED), maintained by the International Association of Universities (IAU) in collaboration with UNESCO. A WHED global ID acts as an international passport, signaling to ministries worldwide that the degrees meet baseline standard criteria.
3. Solving the "AI Faculty" and OER Assessment Dilemma
The biggest hurdle for traditional accreditors when evaluating an AI-powered, open-educational-resources (OER) university is proving academic integrity and effective instruction. Because MIT OCW does not offer credit, grading, or direct instructor interaction, the global university must own the assessment and validation layer.
Accreditors will look for specific evidence of rigor:
To satisfy quality assurance boards, an institution must implement three core mechanics:
Verified Human-in-the-Loop Oversight: AI models can handle multilingual tutoring, code debugging, and concept explanation, but accreditors require that qualified human faculty act as the final evaluators of the curriculum, system prompts, and grade appeals.
Identity-Verified, Secure Testing: To prevent fraud, the university must partner with global, secure online proctoring networks (using biometric verification and live browser monitoring) or regional physical testing centers to administer major examinations.
Demonstrated Learning Outcomes: Rather than tracking "seat time" (the hours a student spends in a lecture), the university must utilize a Competency-Based Education (CBE) model. If a student can pass a rigorous, identity-verified examination mapped precisely to an MIT computer science or economics syllabus, they have proven mastery—proving to accreditors that the AI-led pedagogy works.
4. Building a Phased Scaling Strategy
A global university cannot deploy bachelors, Ph.D.s, law degrees, and medical certifications simultaneously. Accreditation must be won incrementally.
Phase
Focus Area
Objective
Phase 1: Dual-Enrollment & High School
International Baccalaureate (IB) / Advanced High School tracks
Establish initial operational data, student retention tracking, and initial localized AI translation models.
Phase 2: Transfer Pathways & Micro-Credentials
Associate Degrees (AA/AS) and Certificates
Partner with established brick-and-mortar universities to allow credits earned on the AI platform to transfer seamlessly into existing accredited structures.
Phase 3: Degree Granting Autonomy
Full Bachelor, Master, and Ph.D. tracks
Apply for autonomous, institutional degree-granting status with regional accreditors once multiple cohorts have successfully graduated and entered the workforce.
By separating the knowledge base (MIT OCW) from the delivery mechanism (AI localization and tutoring) and tying both to an uncompromising assessment framework, an open-source university can systematically transform free educational content into a universally recognized global currency.
What is artificial intelligence? What is artificial intelligence in comparison to information technology? How will artificial intelligence affect the network society and in particular 'the university,' and the global university, building on MIT OCW in 7 languages, in each of all 200 countries ?
Defining the Landscape
To understand where we are heading, it helps to first clarify what these technologies actually are and how they differ.
Artificial Intelligence vs. Information Technology
Information Technology (IT) is the infrastructure of the digital age. It is the plumbing, the wiring, and the storage. IT encompasses the hardware, software, networks, and databases used to manage, process, and transmit data. It operates on deterministic logic: if you write a specific line of code or input a specific query, an IT system executes that exact command the same way every time.
Artificial Intelligence (AI) sits on top of IT. It is the simulation of human intelligence processes by machines—specifically the ability to learn, reason, generalize, and self-correct. Unlike traditional IT, AI operates on probabilistic logic. Instead of just storing or routing data, AI analyzes massive datasets to find underlying patterns, making predictions, generating original content, or translating languages contextually.
The Shift: If IT is a massive, meticulously indexed digital library, AI is an expert researcher sitting inside it, capable of reading every book simultaneously, synthesizing the main themes, and explaining them to you in a conversational tone.
AI and the Transformation of the Network Society
The Network Society—a social structure made of networks powered by digital information and communication technologies—is shifting from a model of information access to one of automated synthesis.
In the classic network society, power and value came from being a critical node that could access and distribute information. AI changes this by decentralizing expertise. When complex analysis, coding, language translation, and data modeling become abundant and instantly accessible at any node in the network, the structural bottlenecks of knowledge shift. The network becomes less about where information lives and more about how dynamically it can be localized and applied.
Re-imagining the Global University
The intersection of AI, open-source frameworks like MIT OpenCourseWare (OCW), and the architecture of the network society offers a blueprint for an entirely new kind of institution: a truly Global University operational across all 200 countries.
Here is how AI fundamentally alters the mechanics of scaling higher education globally:
1. Breaking the Language Barrier
Deploying a curriculum based on MIT OCW across all 200 countries requires massive localization. Traditional human translation for thousands of hours of technical lectures, deep physics syllabi, and extensive reading lists across 7+ target languages is financially and logistically prohibitive.
The AI Layer: Advanced Large Language Models (LLMs) can handle high-fidelity, context-aware translations of complex academic material into Arabic, Chinese, English, French, Russian, Spanish, and Portuguese—and instantly scale to regional dialects or localized vernaculars. It bridges the gap between raw open-source content and local comprehension.
2. Personalized AI Tutors for the Open Curriculum
MIT OCW provides world-class content, but it traditionally lacks the interactive feedback of a university campus (professors, teaching assistants, grading).
The AI Layer: AI can act as an infinite, on-demand tutor embedded within the open-source curriculum. A student in a remote region can read an MIT OCW computer science syllabus, ask an AI agent to explain a confusing data structure using a local analogy, generate practice problems tailored to their current skill level, and receive instant, granular feedback on their work.
3. Hyper-Localized Contextualization
A global university cannot just export Western-centric examples blindly; education must resonate locally to be effective.
The AI Layer: While the core scientific, mathematical, or economic principles remain constant, AI can automatically adjust the case studies, regional data, and problem sets to reflect the specific economic, ecological, or cultural realities of each individual country.
4. Decentralized, Low-Cost Infrastructure
Because AI can run on decentralized cloud infrastructure and interact via lightweight, mobile-friendly interfaces, it bypasses the massive capital expenditures required to build physical university systems. The "campus" becomes a distributed virtual network, utilizing existing open-source materials as the foundation and AI as the active pedagogical force.
The fusion of AI with open educational resources means the global university no longer has to choose between elite quality and mass scale. By utilizing IT as the underlying network infrastructure, MIT OCW as the verified knowledge base, and AI as the interactive, multilingual educator, the democratization of higher education across every continent becomes an operational reality.
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World University and School is sending you this because of your interest in free, online, higher education. If you don't want to receive these, please reply with 'unsubscribe' in the body of the email, leaving the subject line intact. Thank you.
Greetings, and thanks for your engagement with World University and School and Pi cryptocurrency too. At this time, and for the foreseeable future, I'm going to hold off doing anything with the Pi cryptocurrency coins I'm mining and accumulating daily, but wonder how you even, Rifai, might invite many of the 22 million Sri Lankans, especially the poorest to start mining Pi daily and thus to get free money, and potentially re the poorest in Sri Lanka; perhaps this will help them emerge from poverty.
What do you think? -
Sri Lanka WUaS model for education for all ~22 million people - and potentially getting the poorest to start mining Stanford Mine Pi cryptocurrency (or maybe with developments even regarding the US federal government, and Pi crypto and the Sri Lanka Central Bank, which links you shared) ...
#WorldUniversityInSchool, in Sri Lanka, for free PhDs, Law degrees, MD degrees, Bachelor, Associate of Science (2 year undergraduate degree), and Master's degrees. from Sri Lanks at home on computers, and please see again this INCREDIBLE #TooliyAUWUaS article mentioning World University In School ...
WUaS Wiki schools for people-to-people wiki teaching and wiki learning for all 22 million people in Sri Lanka -
both in the Sinhala language
I google searched on 'Poverty in Sri Lanka'. ... and found
Poverty in Sri Lanka is 24.5% of the population as of 2024, according to World Bank and IMF estimates. The World Bank noted that "poverty is expected to gradually decline but remain above 20 percent until 2026."
In 2008, it was reported that tens of thousands of men from impoverished villages were joining the Sri Lanka Armed Forces and Sri Lanka Police Service to escape rural poverty, as the wages offered by the security services significantly raise the standard of living for soldiers and their families.[11] ..."
Why not at WUaS explore how to get all these people from impoverished villages to enroll online at World Univ & Sch from home ... (and perhaps with modified Pi cryptocurrency too ... so that it might become remunerative possibly to go to college and university ... and draw such men away from the armed services too (and I write as a Friend / Quaker too)?
to Sid, Janie, Marti, mazumdarp, Elizabeth, Mainak, me
Hi !
Promoting Pi within Sri Lanka presents certain challenges, as it is not currently recognised as legal tender or fiat currency by the Central Bank of Sri Lanka (CBSL) and does not yet possess the widespread appeal of established cryptocurrencies such as Bitcoin.
For academic qualifications, UGC recognition remains mandatory for degree programmes, while TVEC governs shorter vocational programmes. Although British qualifications continue to hold strong appeal, American qualifications are steadily gaining recognition. It is also important to note that Sinhala-language resources are limited and not readily available.
I have successfully created a test Pi token for WUAS on the testnet. This token holds no monetary value and is not visible in the Pi Wallet at present, as approval requires the upload of a TOML file at the following path:
Once approved by Pi, the token will appear in the wallet interface. It is currently visible on the Pi blockchain, and I have identified a method to send and receive WUAS using a Stellar-compatible wallet, as Pi is a fork of the Stellar protocol.
If you share your wallet address, I can transfer the created test coins to you. You may then distribute them and assign a notional peg value. I can also explore a mainnet implementation in the future.
Regards,
Rifai
*
Hi Rifai, Partha / Pat, All,
Thanks for all the information ! Since Pi hasn't had a single country focus, but could possibly soon-ish even, and with Sri Lanka?, I'm going to stay off the 'bleeding edge' of the Pi test net, until it moves past a beta stage, and becomes mainstream.
Re MIT OCW-centric wiki World Univ & Sch, WUaS seeks to become accredited possibly by MSCHE with offices in the greater Philadelphia Pennsylvania area, or possibly by NECHE which accredits MIT itself, ... so for Sri Lankans studying for free WUaS degrees at accredited WUaS, matriculating at WUaS online from home in Sri Lanka would be like going to MIT and even much more re - Revolutionizing Education with Machine Learning and AI: #WorldUniversityInSchool - https://www.toolify.ai/ai-news/revolutionizing-education-with-machine-learning-and-ai-2574306 ... Each of these would be new for the Sri Lankan government and Sri Lankans as is so much In the information technology age ... How to do this with Gemini AI and to grow the Sinhalese academic resources, partly to allow many many Sri Lankans to enroll without a language challenge are creative coding opportunities ... And also On the WUaS wiki side too - a creative coding and Computer Science opportunity & process ahead.
Thanks and best regards,
Scott
* *
How to create a token on Pi Testnet?
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Wed, Nov 26, 10:08 PM (2 days ago)
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# Tokens
# Tokens
This document explains how to create a token on Pi Testnet.
## Table of Contents
- [Prerequisites](#prerequisites)
- [How tokens are created](#how-tokens-are-created)
- [Steps](#steps)
- [Token Minting - Code Example](#token-minting---code-example)
- [How to be listed on Pi Wallet](#how-to-be-listed-on-pi-wallet)
- [Setting Home Domain - Code Example](#setting-home-domain---code-example)
- [Content for pi.toml](#content-for-pitoml)
- [Token Distribution](#token-distribution)
- [Additional Resources](#additional-resources)
## Prerequisites
You will need 2 testnet wallets to create a token. Create them inside the Pi Wallet and activate them on Pi Testnet. You can access your wallet's private key from the wallet's settings page.
## How tokens are created
On the Pi Blockchain, if a wallet wants to handle a token, it must first trust that token by "establishing a trustline". This protects wallets from receiving unauthorized tokens from unknown senders. When a trustline is established for the first time for a specific token, that's when the token is written on-chain. You'll see how this works in detail with examples below.
## Steps
Let's say we want to create "TestToken". We'll refer to the 2 wallets from the prerequisites as "Issuer" and "Distributor" throughout this document.
1. From the "Distributor" wallet, establish a trustline to "TestToken". Since this is the very first time a trustline is established for "TestToken", this token is now recognized on-chain. However, the total supply doesn't exist yet because the token hasn't been minted.
2. From the "Issuer" wallet, you can now send a certain amount to the "Distributor" wallet using a "Payment" operation, which is essentially "minting" the token. As we learned from the previous section, a wallet needs a trustline to handle a specific token. When a new token is registered, the very first wallet that established the trustline naturally becomes the distributor wallet because it's the only wallet that can hold the token until other wallets establish trustlines to this token.
## Token Minting - Code Example
Below is a NodeJS snippet that shows the above steps in code. This is a very naive example that shows the flow at a high level, and your production code should take care of error handling. Notice that you'll need the Stellar SDK as a dependency.
```javascript
const StellarSDK = require("@stellar/stellar-sdk");
const server = new StellarSDK.Horizon.Server("https://api.testnet.minepi.com");
const NETWORK_PASSPHRASE = "Pi Testnet";
// prepare keypairs
const issuerKeypair = StellarSDK.Keypair.fromSecret(""); // use actual secret key here
const distributorKeypair = StellarSDK.Keypair.fromSecret(""); // use actual secret key here
// define a token
// token code should be alphanumeric and up to 12 characters, case sensitive
const customToken = new StellarSDK.Asset("TestToken", issuerKeypair.publicKey());
const distributorAccount = await server.loadAccount(distributorKeypair.publicKey());
// look up base fee
const response = await server.ledgers().order("desc").limit(1).call();
const latestBlock = response.records[0];
const baseFee = latestBlock.base_fee_in_stroops;
// prepare a transaction that establishes trustline
const trustlineTransaction = new StellarSDK.TransactionBuilder(distributorAccount, {
fee: baseFee,
networkPassphrase: NETWORK_PASSPHRASE,
timebounds: await server.fetchTimebounds(90),
})
.addOperation(StellarSDK.Operation.changeTrust({ asset: customToken, limit: undefined }))
.build();
trustlineTransaction.sign(distributorKeypair);
// submit a tx
await server.submitTransaction(trustlineTransaction);
console.log("Trustline created successfully");
//====================================================================================
// now mint TestToken by sending from issuer account to distributor account
const issuerAccount = await server.loadAccount(issuerKeypair.publicKey());
const paymentTransaction = new StellarSDK.TransactionBuilder(issuerAccount, {
fee: baseFee,
networkPassphrase: NETWORK_PASSPHRASE,
timebounds: await server.fetchTimebounds(90),
})
.addOperation(
StellarSDK.Operation.payment({
destination: distributorKeypair.publicKey(),
asset: customToken,
amount: "100000", // amount to mint
})
)
.build();
paymentTransaction.sign(issuerKeypair);
// submit a tx
await server.submitTransaction(paymentTransaction);
console.log("Token issued successfully");
// checking new balance of the distributor account
const updatedDistributorAccount = await server.loadAccount(distributorKeypair.publicKey());
updatedDistributorAccount.balances.forEach((balance) => {
if (balance.asset_type === "native") {
console.log(`Test-Pi Balance: ${balance.balance}`);
} else {
console.log(`${balance.asset_code} Balance: ${balance.balance}`);
}
});
```
## How to be listed on Pi Wallet
While the token is now minted on Pi Testnet, it won't show up in the Pi Wallet until it's recognized by Pi Server. To be listed on the Pi Wallet, you need to link your home domain to your issuer account, which you can set using the "setOptions" operation.
Before you set "Home Domain", if you check your token from `"https://api.testnet.minepi.com/assets?asset_code=<YOUR_TOKEN_CODE>&asset_issuer=<YOUR_TOKEN_ISSUER>"`, you'll notice that "href" under "toml" section is empty.
```
...
"_links": {
"toml": {
"href": ""
}
}
...
```
Now you can refer to the example below to set the home domain to the issuer account.
## Setting Home Domain - Code Example
It's important that for each transaction, you need to load the account to use the latest sequence number of the account.
```javascript
const issuerAccount = await server.loadAccount(issuerKeypair.publicKey());
const setOptionsTransaction = new StellarSDK.TransactionBuilder(issuerAccount, {
fee: baseFee,
networkPassphrase: NETWORK_PASSPHRASE,
timebounds: await server.fetchTimebounds(90),
})
.addOperation(StellarSDK.Operation.setOptions({ homeDomain: "example.com" })) // replace with your actual domain
.build();
setOptionsTransaction.sign(issuerKeypair);
await server.submitTransaction(setOptionsTransaction);
console.log("Home Domain is set successfully.");
```
After you set the "Home Domain", if you check the same page again, you'll notice that it now shows your home domain like the following.
```
...
"_links": {
"toml": {
"href": "https://<YOUR_DOMAIN>/.well-known/pi.toml"
}
}
...
```
In addition to the above, a new field `"home_domain"` also appears on your issuer account page (`"https://api.testnet.minepi.com/accounts/<ISSUER_ACCOUNT_PUBLIC_KEY>"`).
Now as you might have expected, you'll need to host a `pi.toml` file at `https://<YOUR_DOMAIN>/.well-known/pi.toml`. This is a file that contains some metadata of your token and is a way of proving that the token is associated with the domain. Make sure this file is publicly accessible and served as plain text on your server (`content-type: text/plain`).
## Content for pi.toml
There are a couple of required token-related fields which should be available for Pi server to verify. Below is an example. Since this is a text file that represents any metadata, you may include additional fields.
If one issuer issues multiple tokens, each token should have its own `[[CURRENCIES]]` section.
```toml
[[CURRENCIES]]
code="TestToken"
issuer="GCNCQ6RRVEERQXWGKB3XMRK6VGJRIHGT5UTDAAU6QEU5NL2AHFOJDYLC"
name="Pi Core Team"
desc="This is a test token that is created as an example and has no value."
image="https://image-of-your-token.com/image.png"
```
> ### These are REQUIRED fields to be verified.
>
> - code: the code of the token
> - issuer: the public key of the token issuer
> - name: the name of the token issuer
> - desc: a simple description of the token
> - image: an image that contains the icon of the token
### Important notes:
- After you set the home domain and complete hosting a valid `pi.toml` file, once it's scanned by Pi Server, your token will start appearing in the Pi Wallet. Tokens on the Pi Blockchain are regularly scanned and if verification fails for some reason, e.g. missing fields or image not reachable, previously listed tokens can be delisted from the Pi Wallet. It's highly recommended that your `pi.toml` and `image` files are properly cached.
- Your `pi.toml` and `image` files should be accessible via `https`, otherwise the validation will fail.
## Token Distribution
There are a couple of ways of distributing tokens, but here we will explore 2 simple ways. As a reminder, the recipient must add your token in the Pi Wallet. When your token shows up in the Pi Wallet, users can select your token and enable (i.e. create a trustline) within the Pi Wallet UI.
1. **Direct Payment Flow**
Assuming that a recipient has created a trustline for your token, you can use the "payment" operation from the distributor account, just like what we did from the issuer account to the distributor account in the [Token Minting - Code Example](#token-minting---code-example) section.
2. **Create Liquidity Pool**
Since users have access to Test-Pi via faucet, another way is to create a Liquidity Pool (LP) and have users get some of your token from the pool directly.
a. In the Pi Wallet, go to "Tokens" page, then click on "Liquidity Pools" icon. Select "My Pools" tab and at the bottom, you'll see that you can create a new LP. Select "Test-Pi" and your token with the desired amount. Once it's created, the pool will show up under "All" tab.
b. As a user, assuming I already added your token to my wallet, I can go to "Tokens" page, then click on "Swap" icon. The `From` token is "Test-Pi" and the `To` token will be your token. After selecting the token, I can type in the amount I'm willing to swap. As soon as I type the amount for the `From` section, the corresponding `To` amount will be automatically populated. I can then simply swap and now have your token.
## Additional Resources
If you want to know more about advanced features, please check the following pages. It's HIGHLY RECOMMENDED that you check out the last link to configure the maximum supply and lock the issuing account.
- [Stellar Documentation](https://developers.stellar.org)
- [Stellar JS SDK Documentation](https://stellar.github.io/js-stellar-sdk)
- [Token Best Practices](https://developers.stellar.org/docs/tokens/how-to-issue-an-asset)
* *
Tuesday, December 2, 2025
A #SriLankaWUaS #ModelForEducationWUaS for all ~22 million people & with a #PiCountryFocus to #EndPoverty? ~
A #SriLankaWUaS #ModelForEducationWUaS for all ~22 million people & with a #PiCountryFocus https://minepi. com/sgkmac = https://minepi.com/sgkmac to #EndPoverty? ~
Scott's an anthropologist of #PhysicalDigital Harbin Hot Springs' Heart Consciousness Church @HarbinBook (on #TwitterX), as ethnographic field site - https://goo.gl/maps/7gSsSTweRCBo9gf87 - who is currently writing "Society, Info Tech & the Global Univ", who also finds fascinating the internet, ideas, poetry, sociology, art, science, genetics of aging reversal & extreme longevity drug therapies emerging (with FDA approval), philosophy, history, music, love and life ~ as well as the anthropology of info tech & counterculture :) - scottmacleod.com; Am also the president or head of, and professor at, best STEAM CC OCW wiki World Univ & Sch & Academic @WUaSPress, planned in 7,159 living languages with machine translation, (aka the WUaS Corp) planning free online degrees in ~200 countries & in their main languages, where you can #WikiTeach, or #WikiLearn, or #WikiCreate - https://wiki.worlduniversityandschool.org/wiki/Subjects (See too "Yoga Notations": http://www.scottmacleod.com/yoganotations.html). Identity-wise, a Nontheist f/Friendly Quaker - a NtF or NtQ - with Unitarian Universalist sympathies as well, and a player of Scottish bagpipes, & an academic
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