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PSA website is back up as of today Aug.28 2024

For various reasons the PSA website was inaccessible from early 2024 until today, and we are so happy to be back! We may still have some technical issues to resolve from the restore, or maybe everything will just work correctly. So we'll run some tests, and if you encounter something not working...

AI tools to access full public content in education

Recent PSA postings ask questions about how to use ChatGPT tools for a single purpose such as education? Answers to this question now supposedly come directly from ChatGPT using data up to 2023. Bill Gates, in a recent blog, shares specific examples of how to use and train a chatbot in a...

Universal Models and AI

We are suddenly trying to fully rationalize our experience in order to understand AI implications, but we don't have any actual means of fully rationalizing human experience available. (essence of what B. Evans stated in recent post). We don't understand our own brain/ mind duality, and we don't...

B. Evans on AI rules and regs

"AI is whatever hasn't been done yet." - Larry Tesler Laws for AI by Benedict Evans (excerpted) “The term “artificial intelligence” or “AI” has the meaning set forth in 15 U.S.C. 9401(3): a machine-based system that can, for a given set of human-defined objectives, make predictions,...

Tutored by Teachers: Virtual Learning Program used in Las Cruces Public Schools

Principal Cherie Love said students in the Tutored by Teachers program are usually at 5% to 10% proficiency at the start of the school year and end with 41% proficiency. Love said while the school would like to see more improvement, “it’s significant growth in a short period of time.” It would...

OMB Releases Implementation Guidance for Biden’s AI Exec Order

As the United States takes action to realize the tremendous promise of AI while managing its risks, the federal government will lead by example and provide a model for the responsible use of the technology. [pdf-embedder...

What’s in Biden’s AI Exec. Order — and what’s not: Axios

The Biden Administration has released a very lengthy Executive Order covering multiple aspects of the current boom in AI. It addresses many parts of the Federal Government's policy, rules, and regulations for what can and cannot be done by AI businesses and NGOs.   [pdf-embedder...

Home schooling’s rise from fringe to fastest-growing form of education: AI Tutoring May Aid further growth.

Home schooling has become — by a wide margin — America’s fastest-growing form of education, as families from Upper Manhattan to Eastern Kentucky embrace a largely unregulated practice once confined to the ideological fringe, a Washington Post analysis shows.   Washington Post Data Graph:...

The Foundation Model AI Transparency Index

No major foundation model developer is close to providing adequate transparency, revealing a fundamental lack of transparency in the AI industry.   AS we transition from the "Wow!" AI stage to the devil in the details, various ways of holding AI developers accountable are arriving too. Here's...

More states teaching financial literacy to address sluggish math scores

This article by an education reporting collaborative promotes hopes to promote engagement with the public regarding education policy changes. Sluggish growth in math scores for U.S. students began long before the pandemic, but the problem has snowballed into an education crisis. This...

Government funding of basic and applied research

Steve Blank is recognized as a thought leader in the field of entrepreneurship and in this newsletter he contributes thoughts on the history of US government investments in funding research driven by the needs of the military. The U.S. has spent the last 70 years making massive investments in...

Unbundling AI ChatGPT and LLMs

Benedict Evans a well known analyst in the technology industry shares his insight in this newsletter on what you can you do with AI ChatGPT and LLMs. [pdf-embedder url="https://publicservicesalliance.org/wp-content/uploads/2023/10/Unbundling-AI-—-Benedict-Evans.pdf" title="Unbundling AI — Benedict...

Who Runs the Best U.S. Schools?

The big idea for having charter schools was to show how things could be done differently, and to see what  changes brought better results. Here below is one example, that brings into question just how the US Public School System fails in comparison to how the US Dept of Defense schools succeed....

Google announces Health Care “Vertex” AI Search platform

One of the ways AI can help humans is to aggregate and amass far more details and data, (IOW information), than a single human can hold in mind at any one time. After AI goes and finds all the relevant data in seconds, it can then search and find the most useful pieces for a specific moment such...

Smorgesbord Schools: Routing Around in the Year of living dangerously with AI

As Autonomous AI Agents are developed, educational modalities will be something assembled from a varied menu of agents, somewhat like one piles cuisine on a plate at a Smorgesbord buffet. A little of this, a little of that, and pretty soon there's a meal to be had. Because Education as we...

22+ Examples of ChatGPT Vision uses

The competition ongoing for who can offer the most useful AI the fastest continues apace with OpenAI incorporation of DALL-E 3 Image AI into ChatGPT4. The YouTube below spells out 22 examples of what can be done with image analysis, a few of which he says explicitly are tools for education. IOW,...

Envisioning Ed in 2025

It seems like perhaps a good time to revisit visions of what education possibly will look like in, say, 2 years or so. If we want to achieve a goal, it helps to envision it first to guide the process. Here's what ChatGPT 'thinks" when queried about 2025, including admin prompts about re-designing...

7 Core Elements Enhanced with AI for Community Schools

Asked ChatGPT4 to regenerate the 7 Core Elements with AI in the context of "Community Schools". Which it then produced the table of content below. Core Elements Original Focus with AI Community School Focus with AI AI in Community Schools as Venue/Base Understanding Media in the Mobile Age Analyze...

GPT and 7 Core Elements Projection

  Current Core Elements of DLE Projected Core Elements with AI Integration 1. Understanding Media in the Mobile Age 1. AI-Powered Media Analysis & Personalization 2. Enabling the Individual Learner 2. AI-Driven Personalized Learning Paths 3. Creating the Learning Community 3. Virtual...

Autonomous AI Agents: Tools of choice for AI transformation?

Much of the challenge for "grasping the AI revolution" comes from being unable to imagine what it might look like writ large in our economy. There seems to be a consensus developing that Autonomous AI Agents will be the structure for this transformation. Essentially, these are assembled units of...

Continuing AI Education: Generative Pre-trained Transformer

Much of the current AI advance seems to have arrived out of nowhere. Not so; it was a series of advances steadily taking place over decades. The article below from MIT Technology Review sketches the significant steps along the way. Perhaps knowing the past we might get some sense of what we are in...

ChatGPT on coping with employment change brought about through AI advances

Here's copy and paste of a query to ChatGPT4 on what we can do about the expected unemployment of knowledge workers that AI will bring. Kudos to Gary for the VAT idea. One would probably seek to drill down and get more details on this outline of possible steps to take, as the devil is usually in...

“Precog” for AI, Galatea 2.2

Another very prescient writer, Gary Powers, penned Galatea 2.2 in 1995. It explored the theory of machine learning, and the issues that arise when a sentient AI comes into being. That's almost 30 years ago now. The take away being that yes, we face dramatic change and much is unknown, yet human...

“Precog” visionaries of AI and the Human imagination

One of the values of artistic creation sometimes present is the visionary element, where we get a chance to experience what might take place in the future. Certainly we have already read and watched and played video games covering a full spectrum of what the future might look like with the...

Better, Faster, Cheaper, Smarter

The rise of thinking machines does warrant concern if we anthropomorphize AI as a competitor to humankind. But if embraced as tools amplifying human abilities and liberating us from repetitive tasks, advanced AI systems can unleash new realms of economic dynamism, scientific discovery, and...

“Solving problems by design competence instead of by political reform”: Buckminster Fuller

There have been a number of salient perspectives proposed for educational innovation, some very fresh based on AI innovation, and others decades older based on exceptional visionary skills and capabilities, such as in this case, what Buckminster Fuller was saying back in 1962. One might also cite...

Virtual School routing around conventional ed systems

“You never change things by fighting the existing reality. To change something, build a new model that makes the existing model obsolete.”~ Buckminister Fuller There's a continuing push and pull between interests that want to confine "public educational financing" to public schools, and interests...

Teaching with AI: OpenAI Guides and Resources

We’re releasing a guide for teachers using ChatGPT in their classroom—including suggested prompts, an explanation of how ChatGPT works and its limitations, the efficacy of AI detectors, and bias. Resources published online by OpenAI about using their tools for teaching are available here. And...

Teachers thousands of miles away to teach students remotely: EdSurge

That teachers can be remote too isn't frequently noted, but of course, that happened frequently during the pandemic when both students and teachers were connecting from home; just not the same home. As a model for the physical space being much less important, remote teaching and learning still...

Mary Helen Immordino-Yang: Utilizing Neuroscience in Education

Mary Helen Immordino-Yang may seem like 4 or more people given all the hats she wears related to neuroscience and learning. Among other funded work, Immordino-Yang has a cross-cultural, longitudinal NSF CAREER study investigating adolescent brain and social-emotional development, and relations to...

Keeping up with AI links

As the progression and development of AI continues apace, we need all the help we can get to keep up. Below are 2 tried and true examples of YouTube "latest AI news" channels that post once or more per week. There are other additional channels out there. If it seems like there's more than any one...

Essentials for Community Schools Transformation

Lynn Middle School referenced in the Brookings article below was the first community school in Las Cruces NM, and it’s located amidst some of the most hardcore poverty in the city…nearby gun play is common place. Zia School, the dental service link in the story, is more rural, over near the town...

Future of generative AI models

Coursera is offering an AI mini-course through Institute for the Future called called Three Horizons. Looking at the upcoming class schedule, the course seems popular as August classes are already full. The next available class is in October. This course will help you make sense of this rapidly...

AI changing way people work and work people do

PSA postings continue to ask questions about generative ChatGPT and other AI initiatives in organizational Learning and Development (LD). How will AI change the way people work and the work people do in the next few years? Here is the latest annual McKinsey Global survey conducted in April 2023 as...

AI + HI (Human Intelligence) for Learning: Eliot Masie

A lot has changed in the world of Eliot Masie's huge annual Learning Trends seminar/ conferences. They were canceled during peak Covid years, as were most in-person large gatherings. Here's some PR about the latest conference now planned which clearly is attempting to respond to the challenge of...

Mamacitas Ciberneticas and Broadband Promotores

Mamacitaas Ciberneticas seems like a great idea similar perhaps to the Promotores' idea of seeding colonias with trained cadre that the local population knows and trusts. [pdf-embedder...

Community College Students = 20% now in High School.

The challenge of who does remedial work for students, and when it is done, exists in our hierarchical grade system of education. Each part of the system wants students that are ready to enter the hierarchy at the appropriate level, but that only happens with a certain % of students who for...

Newell, Simon, Hofstadter, Wolfram; plus Deep Learning: by ChatGPT4

Allen Newell and Herbert A. Simon, as well as Douglas Hofstadter and Stephen Wolfram, are all renowned figures in the field of cognitive science, artificial intelligence, and computational theory. However, their ideas and approaches to these fields differ significantly. Perhaps some greater...

Altman ChatGPT Odyssey: Atlantic

Altman believes that people need time to reckon with the idea that we may soon share Earth with a powerful new intelligence, before it remakes everything from work to human relationships. ChatGPT was a way of serving notice.       Do we want/need 42 pages about how Sam Altman led...

ChatGPT’s Code Interpreter (And Other AI Initiatives) Could Revolutionize Education: EdTech Insiders

"Code Interpreter" sounds wonky, true enough. It's just one of the new AI plugins which are adding new capabilities to ChatGPT and other similar AI daily. It's not unusual, for example, to discover that Google has released multiple plugins and added features to their generative AI versions all on...

Douglas Hofstadter and his change(s) of heart/ mind on AI

“It’s a very traumatic experience when some of your most core beliefs about the world start collapsing. And especially when you think that human beings are soon going to be eclipsed.” ~Hofstadter (Gödel Escher Bach author).   Brooks, the NYT opinion columnist, has a recent article (below)...

FCC award will help advocates enroll residents in $30 per-month subsidy (update)

Eric Pearson, president and CEO of the El Paso Community Foundation, said the coalition has found that the percentage of residents without adequate internet access is much greater than what is recorded in FCC data. The recently announced $300K grant goes to Borderplex Connect, which is under the...

AI support for teaching: WaPo

In the months after ChatGPT was released in late 2022, K-12 teachers began to discover its potential to produce rubrics, lesson plans, quizzes, classroom management strategies, step-by-step answers to math problems and more. Yet another in an ongoing series of "what AI can do for teaching and...

150 “Extra Engineers”: AI and jobs that currently don’t exist.

Younger people may not believe this but before spreadsheets investment bankers worked really long hours. It's only thanks to Excel that Goldman Sachs associates can get everything done and leave the office at 3pm on Fridays. Now LLMs mean they'll only have to work one day a week! ~ Benedict Evans...

Online for All campaign

The Online for All campaign launched with the Affordable Connectivity Program. The ACP, a pandemic relief measure, grants up to $30 per-month to families toward their internet costs. For tribal members, the subsidy is up to $75 per month.   New Mexico has the seventh-best enrollment in the...

Cambrian Explosion Of AI EdTech tools

Edtech tools that marry AI advances with education are having a J curve moment. Somebody called it a Cambrian Explosion as in the epoch when a zillion new organisms arose on Earth. Kind of fits as startup AI/ Education tools are burgeoning much faster than anyone can keep track of. Here's an...

Apple’s Vision Pro: Benedict Evans take

I think the price and the challenge of category creation are tightly connected. Apple has decided that the capabilities of the Vision Pro are the minimum viable product - that it just isn’t worth making or selling a device without a screen so good you can’t see the pixels, pass-through where you...

Khanmigo AI Tutorbot used at Khan Academy

We are in the early stages of the commentariat opinion-ating whether new AI tech will be a boon for learning, or a doom machine. Generally as this article from the NYTimes notes, EdTech has had a bumpy ride in school systems in the US, often because the tech isn't fully developed and/or the school...

AI and humans in the AI age

In this edition of Author Talks, McKinsey Global Publishing’s Raju Narisetti chats with Tomas Chamorro-Premuzic about his new book, I, Human: AI, Automation, and the Quest to Reclaim What Makes Us Unique (Harvard Business Review Press, February 2023). Chamorro-Premuzic explains why some AI...

ChatGPT Cheat Sheet

      Kudos to Gary for the idea...

B. Evans Annual Presentation slide deck: “The New Gatekeepers”

Benedict Evans, the Tech "expert" who strives to ask the "right questions" about  current and future technology trends and realities, has produced his annual report called "The New Gatekeepers"...104 slides long. Worth the slog usually, Here's the link to the presentation: But one might have to be...

AI Doomerville push back

As the world tries to play catchup to the current rapid developments in AI, there are those cheering it on, and those with serious concerns about where "AI" may take us. Or put another way, concerns of where we might take AI. The trite and perhaps safe response to rapid technological change can be...

ChatGPT4: AI as human capability replacement?

PSA PROMPT: Imagine a country like the United States in twenty years time from today. Imagine that the developers of an education system might have been given a carte blanch to redo the entirety of eduction means and practice. What would that look like, given current trends in AI advancement, in...

Can ChatGPT imagine future educational unknowns?

PSA PROMPT : Can you imagine educational practices possible in the future that humans do not know about today? Can you give examples? In other words, can you extrapolate entirely new thoughts from your training? Can you imagine things not in the human knowledge base by reasoning or intuition or...

Chat GPT4 rethinks education and schooling for us

PSA PROMPT: List the forms of learning that are, or will soon be, obsolete, and what forms should replace them. For example, will we still use school buildings when learning can happen anywhere a mobile device can be, including at home? Can we reorganize how we use school space, and rethink the...

MIT Tech Review 2023 Education Issue

MIT Technology Review magazine has published their 92 page  May/ June 2023 Education Issue here. A subscription is needed to access the document online or a print copy. There are ads. (PSA is a MIT Tech Review subscriber, and our copy is viewable here.)    

Professional Futurists

Over the last decade, PSA has been focused on "capturing the learning imagination" by scanning the "signals" of change by posting over a thousand links in our searchable database. Here is how professional Futurists think about the future in this report from the Futurist Imagination Retreat....

future foresight tools

The Institute for the Future shares its tools and strategies in a MOOC (Massive Open Online Course). The course is called "Futures Thinking" and is offered by Coursera. With the help of tools and strategies for "futures thinking" the intention is students in the course will imagine a future that...

Future states of mind

Here is a game for helping people see where they stand when thinking about the future collectively. Are people as a group fearful, optimistic? Do they have ideas for actions they can take today to make a better future? On a spectrum of "worse to better" and "powerless to powerful", this game is a...

Looking at the past to see the “future of work”

The Institute for the future started in 1968 as a Silicon Valley based research and learning group to build understanding of "Futures Thinking". The practice of "futures thinking" helps build foresight by "looking back at where we were to see where we are going". Alvin Toffler the "futurist" and...

ChatBot Pushback: “Where did you get your training data…and prove it.”

MIT Tech Review has a current story on how the European Union is seeing OpenAI Chatbots, and to sum, they don't like the privacy guards that OpenAI has in place for the training data. This sounds like a huge problem for OpenAI to surmount. But then the story mentions that this will end up in the...

New visions of learning/ education in light of AI advances

One of the things the USA does very well is come up with new and creative ideas by taking advantage of our huge higher educational cohorts in all the graduate research departments. One might see those as startup incubators, which they often branch off into, with hoards of ambitious graduate...

Mobile learning in higher education today

In 2011 when I participated in my first MOOC (Massive Open Online Course),the topic of the course was Mobile learning. Mobile devices were novel innovations at that time. The thought to use mobile devices for learning seemed a good idea for access to learning anytime anywhere. Now, fast forward...

Pearson “exits” online services

Longtime education "publisher" Pearson has gone through a number of changes over the last 15 years, announcing various plans to dominate the emerging EdTech market and buying competing companies. The transaction reported below, and the end of Pearson's long contract with Arizona State University,...

Using MOOCs to understand the future of education

The following review of research, looks at a specific MOOC(Massive Open Online Course). Mobi MOOC is the name of the...

Futures thinking

By following MOOC development over the last 12 years, I have attempted to learn how new technology is integrated into existing education models. I started with Mobi MOOC organized by Inge deWaard in 2011 to learn how mobile learning and social media could be part of a future educational model. The...

AI Artifacts of the future

It’s going to be the “greatest force for economic empowerment” society has ever seen. It’s going to take away our jobs. It’s going to “generate a new form of human consciousness.” It’s going to kill us all. Generative AI — or the new artificial intelligence that can create original content,...

Microsoft invests in Open AI

“The model that is wowing the world right now is built on the supercomputer we started building couple of years ago. The new models will be built on the new supercomputer we’re training now, which is much bigger and will enable even more sophistication.” [pdf-embedder...

Virtual assistants lose the AI race to chatbot

The vision for the future according to big tech companies changed when a start up,Open IA, beat them to it. What happened to the virtual assistants Siri, Google Assistant and Alexa when ChatGPT chatbot entered the AI race? [pdf-embedder...

10 Ways GPT-4 Is Impressive but Still Flawed: NYTimes

It can also answer questions about an image. If given a photograph of the inside of a fridge, it can suggest a few meals to make from what’s on hand. Okay...hmmm....taking the contents of a photograph, and then suggesting what might be an action to take based on that content, and supplying what...

When “scary good” AI gets even better: Axios

Just when we might have been wrapping our reality expectations around what ChatGPT implies for our future, along comes GPT-4. Once again into the breach of unknown implications for our ways of life, our economy, our selves and of course, everything everywhere all at once.   From Axios:...

GPT-4 is bigger and better than ChatGPT

We got a first look at the much-anticipated big new language model from OpenAI. But this time how it works is even more deeply under wraps. [pdf-embedder...

MIT Top Ten Tech Breakthroughs for 23

PSA is a subscriber to the MIT Tech Review magazine and below find their Jan Feb 23 issue that covers their top 10 tech Breakthroughs for 23. One imagines the mag editors were burning the midnight oil to put this issue together, given the increasingly rapid changes underway in Tech innovation....

Generative AI (ChatGPT etc) hurdles for EdTech startups

Frequent PSA web contributor Gary Gomes recently speculated about the hurdles for small scale startups that want to implement the power of Generative AI in various tools. He noted several areas where the costs of obtaining access could be steep for mom and pop startups, and where issues of who's...