
Last updated on 7/14/26
A powerful, global, Artificial Intelligence (AI)-based, next-generation, lifelong learning platform -- meant to
help people reinvent themselves quickly, safely, cost-effectively, conveniently, and consistently. And speaking of people, this new platform will require -- and will rely upon -- human beings to create it as well as to drive its effectiveness.







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And by the way, the AI-based systems out there will be constantly pulling from many sources to identify which jobs organizations are hiring for and which skills are important for those jobs:

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In the future, the lifelong ownership of the learning-related records and credentials will belong to the individual learners themselves. They will be the ones who control who else can access these records.
Learners' profiles will be populated by traditional institutions of higher education, corporate training/L&D groups, vendors like LinkedIn Learning, as well as by MOOCs, bootcamps, industry experts, apprenticeships/internships, and others.
Some recent items/quotes/ideas to consider:
Workers Shouldn’t Have to Navigate AI Alone. What Can Policy Do? (Maria Flynn, JFF) -- from humanistxyz.substack.com by Allison Dulin Salisbury [posted on 7/14/26]
ALLISON: What’s the mechanism that you would propose for investing in incumbent workers?
MARIA: A lifelong learning account agnostic to employment status could be the right way to go. And I know there are states using waivers to expand incumbent worker training under WIOA right now. But, stepping back, we need to consider what a future-facing federal investment in worker upskilling and lifelong learning should look like, when the half-life of skills are shortening and AI is changing the labor market in ways we are only just beginning to understand. What’s needed is a holistic review of the purpose and effectiveness of current programs like WIOA and Unemployment Insurance, plus prior targeted efforts such as Trade Adjustment Assistance.
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ALLISON: Tom Khalil has an exercise he pushes many people to do: write an executive brief for the President’s desk—the things the President can do to fix a problem right now. It could be people to call, policies to write—any tool in the toolbox. You’re more familiar with that toolbox than most. What would you put in that executive memo to support that future?
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Third, we need to move toward more worker-centered, portable lifelong learning accounts. Right now, Individual Training Accounts are difficult to use, surrounded by bureaucracy, and treated as a minor component of a larger system rather than a central resource. Workers need resources that are easier to access, more transparent, and flexible enough to support career advancement throughout their working lives.
NotebookLM’s 60-second videos turned my doomscrolling curse into something useful -- from digitaltrends.com by Shimul Sood [posted on 7/6/26]
Google has announced Short Video Overviews for NotebookLM, a feature that turns dense documents and complicated sources into 60-second vertical videos that explain key ideas. Instead of staring at pages of notes, you get a quick visual walkthrough of the concept you’re trying to understand.
Higher Education Can’t Wait for the Future to Arrive (Lev Gonick, Arizona State University) — from humanistxyz.substack.com by Allison Dulin Salisbury [posted on 7/6/26]
“The biggest risk we face as a sector is assuming we can wait out AI.”
We have an opportunity right now to reorient the university around student experience—not as an aspiration, but as a necessity. I’m calling this shift TechEd, which I explore in detail in my LinkedIn series The TechEd Revolution.
AI poses a fundamental shift in how technology might empower students to own their discovery and educational journey, and to drastically reduce the friction that makes college so unappealing to so many.
To that end, we need to urgently redesign systems and opportunities around skills and competencies. That work should be far more advanced than it currently is. And one of the hardest challenges is rethinking how we operate as a workforce in academia.
A multi-year history of how we got here
(i.e., relevant postings/pieces of the puzzle) >>
What does the vision entail?
- A new, global, collaborative learning platform that offers more choice, more control to learners of all ages – 24x7 – and could become the organization that futurist Thomas Frey discusses here with Business Insider:
"I've been predicting that by 2030 the largest company on the internet is going to be an education-based company that we haven't heard of yet," Frey, the senior futurist at the DaVinci Institute think tank, tells Business Insider.
- A learner-centered platform that is enabled by – and reliant upon – human beings but is backed up by a powerful suite of technologies that work together in order to help people reinvent themselves quickly, conveniently, and extremely cost-effectively
- A customizable learning environment that will offer up-to-date streams of regularly curated content (i.e., microlearning) as well as engaging learning experiences
- Along these lines, a lifelong learner can opt to receive an RSS feed on a particular topic until they master that concept; periodic quizzes (i.e., spaced repetition) determine that mastery. Once mastered, the system will ask the learner as to whether they still want to receive that particular stream of content or not.
- A Netflix-like interface to peruse and select plugins to extend the functionality of the core product
- An AI-backed system of analyzing employment trends and opportunities will highlight those courses and “streams of content” that will help someone obtain the most in-demand skills
- A system that tracks learning and, via Blockchain-based technologies, feeds all completed learning modules/courses into learners’ web-based learner profiles
- A learning platform that provides customized, personalized recommendation lists – based upon the learner’s goals
- A platform that delivers customized, personalized learning within a self-directed course
(meant for those content creators who want to deliver more sophisticated courses/modules while moving people through the relevant Zones of Proximal Development)
- Notifications and/or inspirational quotes will be available upon request to help provide motivation, encouragement, and accountability – helping learners establish habits of continual, lifelong-based learning
- An online-based marketplace, matching learners with resources
Ideally, the learner is using two displays simultaneously:
While basic courses will be accessible via mobile devices, the optimal learning experience will leverage two or more displays/devices. So while smaller smartphones, laptops, and/or desktop workstations will be used to communicate synchronously or asynchronously with other learners, the larger displays will deliver an excellent learning environment for times when there is:
- A Subject Matter Expert (SME) giving a talk or making a presentation on any given topic
- A need to display multiple things going on at once, such as:
- The SME(s)
- An application or multiple applications that the SME(s) are using
- Content/resources that learners are submitting in real-time (think Bluescape, T1V, Prysm, other)
- The ability to annotate on top of the application(s) and point to things w/in the app(s)
- Media being used to support the presentation such as pictures, graphics, graphs, videos, simulations, animations, audio, links to other resources, GPS coordinates for an app such as Google Earth, other
- Other attendees (think Google Hangouts, Skype, Polycom, or other videoconferencing tools)
- An (optional) representation of the Personal Assistant (such as today’s Alexa, Siri, Google Assistant, etc.) that’s being employed via the use of Artificial Intelligence (AI)
This new learning platform will also feature:
- Voice-based commands to drive the system (via Natural Language Processing (NLP))
- Language translation (using techs similar to what’s being used in Translate One2One, an earpiece powered by IBM Watson)
- Speech-to-text capabilities to provide real-time closed captioning and transcriptions -- as well as for use w/ chatbots, messaging, inserting discussion board postings
- Text-to-speech capabilities as an assistive technology and also for everyone to be able to be mobile while listening to what’s been typed
- Chatbots
- For learning how to use the system
- For asking questions of – and addressing any issues with – the organization owning the system (credentials, payments, obtaining technical support, etc.)
- For asking questions within a course to obtain information -- such as asking questions of a historical figure
- As many profiles as needed per household
- Similar to asking questions of a chatbot, we will be able to use holographic storytelling where learners can ask questions of a hologram (examples here and here)
- The ability to use the learner's webcam to take pictures of equations in order to get instant feedback and/or links to other resources
- Polling
- (Optional) Machine-to-machine-based communications to automatically launch the correct profile when the system is initiated (from one’s smartphone, laptop, workstation, and/or tablet to a receiver for the system)
- (Optional) Voice recognition to efficiently launch the desired profile
- (Optional) Facial recognition to efficiently launch the desired profile
- (Optional) Upon system launch, to immediately return to where the learner previously left off
- The capability of the webcam to recognize objects and bring up relevant resources for that object
- A built in RSS feed aggregator – or a similar technology – to enable learners to tap into the relevant “streams of content” that are constantly flowing by them
- Social media dashboards/portals – providing quick access to multiple sources of content and whereby learners can contribute their own “streams of content”
- A twist on the flipped classroom approach, whereby students can check out videos of equations, problems, etc. and put in their "markers" with accompanying comments throughout the videos, alerting the SMEs where they have questions, comments, and/or issues
In the future, new forms of Human Computer Interaction (HCI) such as Augmented Reality (AR), Virtual Reality (VR), and Mixed Reality (MR) will be integrated into this new learning environment – providing entirely new means of collaborating with one another.
Consider the items below:
In the future, we won't just be able to find movies or shows, but rather, we will also be
able to quickly locate up-to-date, relevant learning-related content and participate in highly-practical, learning-related experiences.
And check out what they are doing now with radio stations! So...what can be done with learning-related streams of content?!

Consider the type of service/value being offered in the graphic below...and that such a service will be constantly available on a next-gen learning platform. That is, the system will:
- Scan open job descriptions
- Present a constantly-updated list of the top/"hottest" skills and occupations
- Offer the relevant courses, modules, webinars, local learning hubs, discussion forums, etc. that will teach you the necessary skills to land those jobs (similar to what is shown in the above grapic involving justwatch.com or suppose.tv and what those vendors are providing for the entertainment industry).



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