The above Tweet links to:

Pause Giant AI Experiments: An Open Letter — from futureoflife.org
We call on all AI labs to immediately pause for at least 6 months the training of AI systems more powerful than GPT-4.



However, the letter has since received heavy backlash, as there seems to be no verification in signing it. Yann LeCun from Meta denied signing the letter and completely disagreed with the premise. (source)


In Sudden Alarm, Tech Doyens Call for a Pause on ChatGPT — from wired.com by Will Knight (behind paywall)
Tech luminaries, renowned scientists, and Elon Musk warn of an “out-of-control race” to develop and deploy ever-more-powerful AI systems.


 

Explore Breakthroughs in AI, Accelerated Computing, and Beyond at NVIDIA's GTC -- keynote was held on March 21 2023

Explore Breakthroughs in AI, Accelerated Computing, and Beyond at GTC — from nvidia.com
The Conference for the Era of AI and the Metaverse

 


Addendums on 3/22/23:

Generative AI for Enterprises — from nvidia.com
Custom-built for a new era of innovation and automation.

Excerpt:

Impacting virtually every industry, generative AI unlocks a new frontier of opportunities—for knowledge and creative workers—to solve today’s most important challenges. NVIDIA is powering generative AI through an impressive suite of cloud services, pre-trained foundation models, as well as cutting-edge frameworks, optimized inference engines, and APIs to bring intelligence to your enterprise applications.

NVIDIA AI Foundations is a set of cloud services that advance enterprise-level generative AI and enable customization across use cases in areas such as text (NVIDIA NeMo™), visual content (NVIDIA Picasso), and biology (NVIDIA BioNeMo™). Unleash the full potential with NeMo, Picasso, and BioNeMo cloud services, powered by NVIDIA DGX™ Cloud—the AI supercomputer.

 

ChatGPT is Everywhere — from chronicle.com by Beth McMurtrie
Love it or hate it, academics can’t ignore the already pervasive technology.

Excerpt:

Many academics see these tools as a danger to authentic learning, fearing that students will take shortcuts to avoid the difficulty of coming up with original ideas, organizing their thoughts, or demonstrating their knowledge. Ask ChatGPT to write a few paragraphs, for example, on how Jean Piaget’s theories on childhood development apply to our age of anxiety and it can do that.

Other professors are enthusiastic, or at least intrigued, by the possibility of incorporating generative AI into academic life. Those same tools can help students — and professors — brainstorm, kick-start an essay, explain a confusing idea, and smooth out awkward first drafts. Equally important, these faculty members argue, is their responsibility to prepare students for a world in which these technologies will be incorporated into everyday life, helping to produce everything from a professional email to a legal contract.

“Artificial-intelligence tools present the greatest creative disruption to learning that we’ve seen in my lifetime.”

Sarah Eaton, associate professor of education at the University of Calgary



Artificial intelligence and academic integrity, post-plagiarism — from universityworldnews.com Sarah Elaine Eaton; with thanks to Robert Gibson out on LinkedIn for the resource

Excerpt:

The use of artificial intelligence tools does not automatically constitute academic dishonesty. It depends how the tools are used. For example, apps such as ChatGPT can be used to help reluctant writers generate a rough draft that they can then revise and update.

Used in this way, the technology can help students learn. The text can also be used to help students learn the skills of fact-checking and critical thinking, since the outputs from ChatGPT often contain factual errors.

When students use tools or other people to complete homework on their behalf, that is considered a form of academic dishonesty because the students are no longer learning the material themselves. The key point is that it is the students, and not the technology, that is to blame when students choose to have someone – or something – do their homework for them.

There is a difference between using technology to help students learn or to help them cheat. The same technology can be used for both purposes.

From DSC:
These couple of sentences…

In the age of post-plagiarism, humans use artificial intelligence apps to enhance and elevate creative outputs as a normal part of everyday life. We will soon be unable to detect where the human written text ends and where the robot writing begins, as the outputs of both become intertwined and indistinguishable.

…reminded me of what’s been happening within the filmmaking world for years (i.e., such as in Star Wars, Jurrasic Park, and many others). It’s often hard to tell what’s real and what’s been generated by a computer.
 


Speaking of AI-related items, also see:

OpenAI debuts Whisper API for speech-to-text transcription and translation — from techcrunch.com by Kyle Wiggers

Excerpt:

To coincide with the rollout of the ChatGPT API, OpenAI today launched the Whisper API, a hosted version of the open source Whisper speech-to-text model that the company released in September.

Priced at $0.006 per minute, Whisper is an automatic speech recognition system that OpenAI claims enables “robust” transcription in multiple languages as well as translation from those languages into English. It takes files in a variety of formats, including M4A, MP3, MP4, MPEG, MPGA, WAV and WEBM.

Introducing ChatGPT and Whisper APIs — from openai.com
Developers can now integrate ChatGPT and Whisper models into their apps and products through our API.

Excerpt:

ChatGPT and Whisper models are now available on our API, giving developers access to cutting-edge language (not just chat!) and speech-to-text capabilities.



Everything you wanted to know about AI – but were afraid to ask — from theguardian.com by Dan Milmo and Alex Hern
From chatbots to deepfakes, here is the lowdown on the current state of artificial intelligence

Excerpt:

Barely a day goes by without some new story about AI, or artificial intelligence. The excitement about it is palpable – the possibilities, some say, are endless. Fears about it are spreading fast, too.

There can be much assumed knowledge and understanding about AI, which can be bewildering for people who have not followed every twist and turn of the debate.

 So, the Guardian’s technology editors, Dan Milmo and Alex Hern, are going back to basics – answering the questions that millions of readers may have been too afraid to ask.


Nvidia CEO: “We’re going to accelerate AI by another million times” — from
In a recent earnings call, the boss of Nvidia Corporation, Jensen Huang, outlined his company’s achievements over the last 10 years and predicted what might be possible in the next decade.

Excerpt:

Fast forward to today, and CEO Jensen Huang is optimistic that the recent momentum in AI can be sustained into at least the next decade. During the company’s latest earnings call, he explained that Nvidia’s GPUs had boosted AI processing by a factor of one million in the last 10 years.

“Moore’s Law, in its best days, would have delivered 100x in a decade. By coming up with new processors, new systems, new interconnects, new frameworks and algorithms and working with data scientists, AI researchers on new models – across that entire span – we’ve made large language model processing a million times faster,” Huang said.

From DSC:
NVIDA is the inventor of the Graphics Processing Unit (GPU), which creates interactive graphics on laptops, workstations, mobile devices, notebooks, PCs, and more. They are a dominant supplier of artificial intelligence hardware and software.


 

ChatGPT sets record for fastest-growing user base – analyst note — from reuters.com by Krystal Hu

Excerpt (emphasis DSC):

Feb 1 (Reuters) – ChatGPT, the popular chatbot from OpenAI, is estimated to have reached 100 million monthly active users in January, just two months after launch, making it the fastest-growing consumer application in history, according to a UBS study on Wednesday.

The report, citing data from analytics firm Similarweb, said an average of about 13 million unique visitors had used ChatGPT per day in January, more than double the levels of December.

“In 20 years following the internet space, we cannot recall a faster ramp in a consumer internet app,” UBS analysts wrote in the note.


From DSC:
This reminds me of the current exponential pace of change that we are experiencing…

..and how we struggle with that kind of pace.

 

The practical guide to using AI to do stuff — from oneusefulthing.substack.com by Ethan Mollick; with thanks to Sam DeBrule for this resource. Ethan Mollick is a professor at the Wharton School of the University of Pennsylvania where he studies entrepreneurship & innovation, as well as how we can better learn and teach.
A resource for students in my classes (and other interested people).

Excerpts:

My classes now require AI (and if I didn’t require AI use, it wouldn’t matter, everyone is using AI anyway). But how can students use AI well? Here is a basic tutorial and guide I am providing my classes. It covers some of the many ways to use AI to be more productive, creative, and successful, using the technology available in early 2023, as well as some of the risks.

Come up with ideas 
Open Source Option: Nothing very good
Best free (for now) option: ChatGPT (registration may require a phone number)
Best option if ChatGPT is down: OpenAI Playground
.


Also relevant/see:

ChatGPT for educators -- a free 17 lesson course

 



On a relevant note:

Gen Z says school is not equipping them with the skills they need to survive in a digital world — from fastcompany.com by Shalene Gupta; with thanks to Robert Gibson for this resource
According to a study from Dell Technologies, Gen Z-ers in 15 different countries feel their government could do better.

Excerpt:

They see an education and skills gap: Forty-four percent said that school only taught them very basic computing skills, while 37% said that school education (for children under age 16) didn’t prepare them with the technology skills they needed for their planned careers. Forty percent consider learning new digital skills essential to future career options.

It’s clear that Gen Z see technology as pivotal for their future prosperity. It is now up to us—leading technology providers, governments, and the public sector—to work together and set them up for success by improving the quality and access to digital learning. Forty-four percent of Gen Z feel educators and businesses should work together to bridge the digital skills gap, and with the speed at which technology continues to evolve, this will require constant collaboration.

Aongus Hegarty, president of international markets at Dell Technologies


 

GPT Takes the Bar Exam — from papers.ssrn.com by Michael James Bommarito and Daniel Martin Katz; with thanks to Gabe Teninbaum for his tweet on this

Excerpt from the Abstract (emphasis DSC):

While our ability to interpret these results is limited by nascent scientific understanding of LLMs and the proprietary nature of GPT, we believe that these results strongly suggest that an LLM will pass the MBE component of the Bar Exam in the near future.

LLM — Large Language Model
MBE — Multistate Bar Examination

 

Local private colleges slash tuition prices as enrollment declines — from news.yahoo.com by Jason Law

Excerpts:

“By reducing the published price, we certainly would hope that more people would apply,” Alexander said. “If they see a sticker price of $60,000 or more, there’s research out there that says 60% of them don’t take the next step to apply or figure out if they can afford it.”

One of the most frustrating aspects for consumers, the Hechinger Report found, is the difference between a school’s sticker price—its published tuition cost–and the actual price a student will pay after scholarships and institutional aid are subtracted.

“Many families are not aware that some students do not pay the full sticker price for college. Only 18% of college-bound families agree that the amount families actually pay is lower than the price advertised by the school,” a 2022 Sallie Mae College Confidence report found.

Student Loan Debt: 2022 Statistics and Outlook — from investopedia.com by Daniel Kurt, Thomas Brock, and Amanda Jackson; with thanks to Ray Schroeder for posting this on LinkedIn
The numbers are staggering—and still on the rise

KEY TAKEAWAYS

  • The total amount of outstanding student loan debt in the United States is $1.77 trillion.
  • Soaring college costs and pressure to compete in the job marketplace are big factors for student loan debt.
  • Student loans are the most common form of educational debt, followed by credit cards and other types of credit.
  • Delinquency statistics may be understated because of the relief provided to student loan borrowers by the White House.
  • Borrowers who don’t complete their degrees are more likely to default.

Congress to Boost Pell Grant by $500 — from insidehighered.com by Katherine Knott
While the draft spending plan for fiscal year 2023 provides more funding for several programs, higher education groups and advocates had hoped for higher increases.

 

From DSC:
I’d like to thank Sarah Huibregtse for her post out on LinkedIn where she commented on and referenced the following item from Nicholas Thompson (CEO at The Atlantic):


Also relevant/see:


Also related/see the following item which I thank Sam DeBrule’s Machine Learnings newsletter for:


Also, somewhat related, see the following item that Julie Johnston mentioned out on LinkedIn:

Top 10 conversational AI trends for 2023 — from linkedin.com by Kane Simms and  Tim Holve, Tarren Corbett-Drummond, Arte Merritt, and Kevin Fredrick.

Excerpt:

In 2023, businesses will realise that, in order to get out of FAQ Land, they need to synchronise business systems together to deliver personalised transactional experiences for customers.

“We finally have the technologies to do all the things we imagined 10 years ago.”

 

70% Aren’t Prepared For The Future Of Work: Demands For Upskilling Surge — from forbes.com by Tracy Brower, PhD; with thanks to Ray Schroeder out on LinkedIn for this resource

Excerpt:

Unprepared for the Future
Fully 70% of people don’t feel prepared for the future of work, according to a study of 3,000 people conducted by Amazon and Workplace Intelligence. In addition, research by Adobe involving almost 10,000 people across eight global markets found 80% of people are concerned by at least one global issue, upsetting them enough to impact negatively on their productivity and job satisfaction.

Big Implications
The implications for employers are significant as well, with 64%-66% of people saying they are likely to leave their employer because there aren’t enough opportunities for skills development or career advancement.

 

Taking stock as the world population hits 8 billion — from mckinsey.com

Excerpt:

November 13, 2022 Projections show the global population will surpass 8 billion people on November 15, and in 2023, India is expected to surpass China to become the world’s most populous nation. It was only 11 years ago that the world reached the last billion; these milestones generate considerations of resource allocation, food security, climate change, and more. Already, one in nine people can’t get enough to eat every day, even while 33 to 40 percent of our food is lost or wasted each year, according to research from senior partners Clarisse Magnin and Björn Timelin. As we continue to grow, how can we support an unprecedented population while raising the quality of life for all? Explore our insights to learn more about how to avoid a food crisis, common misconceptions around global migration, the future of an aging population, and more.

Also see:

EIEIO’s e-newsletter of 11/13/22  where it says:

This week on Tuesday, it’s projected that a baby will be born somewhere on Planet Earth that brings the population to 8 billion people. Notably, the global population reached 7 billion people just eleven years ago. When I was born, in 1962, there was 3 billion people, and the United States had a population of 180 million versus roughly 335 million today.

.

What we know from Nobel Laureate Economist James Heckman out of the University of Chicago is that $1 invested in early childhood education produces a $7 return in economic gain. Moreover, while investment in education produces a compelling return at all stages, the earlier you invest in education, the higher the return.

 

How AI will change Education: Part I | Transcend Newsletter #59 — from transcend.substack.com by Alberto Arenaza; with thanks to GSV’s Big 10 for this resource

Excerpt:

You’ve likely been reading for the last few minutes my arguments for why AI is going to change education. You may agree with some points, disagree with others…

Only, those were not my words.

An AI has written every single word in this essay up until here.

The only thing I wrote myself was the first sentence: Artificial Intelligence is going to revolutionize education. The images too, everything was generated by AI.

 

Get Ready to Relearn How to Use the Internet — from bloomberg.com by Tyle Cowen; with thanks to Sam DeBrule for this resource
Everyone knows that an AI revolution is coming, but no one seems to realize how profoundly it will change their day-to-day life.

Excerpts:

This year has brought a lot of innovation in artificial intelligence, which I have tried to keep up with, but too many people still do not appreciate the import of what is to come. I commonly hear comments such as, “Those are cool images, graphic designers will work with that,” or, “GPT-3 is cool, it will be easier to cheat on term papers.” And then they end by saying: “But it won’t change my life.”

This view is likely to be proven wrong — and soon, as AI is about to revolutionize our entire information architecture. You will have to learn how to use the internet all over again.

Change is coming. Consider Twitter, which I use each morning to gather information about the world. Less than two years from now, maybe I will speak into my computer, outline my topics of interest, and somebody’s version of AI will spit back to me a kind of Twitter remix, in a readable format and tailored to my needs.

The AI also will be not only responsive but active. Maybe it will tell me, “Today you really do need to read about Russia and changes in the UK government.” Or I might say, “More serendipity today, please,” and that wish would be granted.

Of course all this is just one man’s opinion. If you disagree, in a few years you will be able to ask the new AI engines what they think.

Some other recent items from Sam DeBrule include:

Natural Language Assessment: A New Framework to Promote Education — from ai.googleblog.com by Kedem Snir and Gal Elidan

Excerpt:

In this blog, we introduce an important natural language understanding (NLU) capability called Natural Language Assessment (NLA), and discuss how it can be helpful in the context of education. While typical NLU tasks focus on the user’s intent, NLA allows for the assessment of an answer from multiple perspectives. In situations where a user wants to know how good their answer is, NLA can offer an analysis of how close the answer is to what is expected. In situations where there may not be a “correct” answer, NLA can offer subtle insights that include topicality, relevance, verbosity, and beyond. We formulate the scope of NLA, present a practical model for carrying out topicality NLA, and showcase how NLA has been used to help job seekers practice answering interview questions with Google’s new interview prep tool, Interview Warmup.

How AI could help translate extreme weather alerts — from axios.com by Ayurella Horn-Muller

Excerpt:

A startup that provides AI-powered translation is working with the National Weather Service to improve language translations of extreme weather alerts across the U.S.

Using GPT-3 to augment human intelligence — from escapingflatland.substack.com by Henrik Karlsson

Excerpt:

When I’ve been doing this with GPT-3, a 175 billion parameter language model, it has been uncanny how much it reminds me of blogging. When I’m writing this, from March through August 2022, large language models are not yet as good at responding to my prompts as the readers of my blog. But their capacity is improving fast and the prices are dropping.

Soon everyone can have an alien intelligence in their inbox.

 

2022 EDUCAUSE Horizon Action Plan: Hybrid Learning — from library.educause.edu

Excerpts:

Building on the trends, technologies, and practices described in the 2022 Horizon Report: Teaching and Learning Edition, the panel crafted its vision of the future along with practical action items the teaching and learning community can employ to make this future a reality. Any stakeholder in higher education who teaches in or supports hybrid learning modalities will find this report helpful in preparing for the future of hybrid learning. The future we want is within reach, but only if we work together.

Asked to describe the goals and elements of hybrid learning that they would like to see 10 years from now, panelists collaboratively constructed their preferred future for institutions, students, instructors, and staff.

Institutions

  • Higher education is available on demand.
  • Learning is not measured by seat time.
  • Collaboration across institutions facilitates advancement.
  • College and university campuses are not the sole locations for learning spaces.

Students, Instructors, and Staff

  • Everything is hybrid.
  • Student equity is centered in all modalities.
  • Professional development is ongoing, integrated, and valued.
 

ABA cleans up accreditation rules surrounding distance education for law schools — from highereddive.com by Lilah Burke

Dive Brief (emphasis DSC):

  • Recent amendments to American Bar Association accreditation standards addressed definitions of distance education, but Leo Martinez, immediate past chair of the ABA Council for the Section of Legal Education and Admissions to the Bar, says the resolution won’t change much for law schools without waivers allowing them to conduct extra distance education.
  • The changes, made at the ABA’s annual meeting in August, were meant to clarify language in accreditation standards.
  • The ABA, which serves as the accreditor for 199 law schools and programs, requires waivers for institutions that want to offer more than one-third of J.D. program credits online. But it remains interested in reviewing distance education.

From DSC:
For an industry in the 21st century whose main accreditation/governance body for law schools still won’t let more online learning occur without waivers…

…how can our nation expect future lawyers and law firms to be effective in an increasingly tech-enabled world?

Here’s the pace of change in the world today:

The exponential pace of change is like warp speed for the U.S.S. Enterprise (Star Trek) or the hyperdrive on the Millennium Falcon (Star Wars).

Yet here’s the pace that the American Bar Association (@ABAesq) has been taking — and continues to take — at least in the area of supporting online-based learning as well as in developing sandboxes/new methods of improving access to justice (#A2J):

.

It’s high time the ABA did their research re: online-based learning and majorly picked up their pace. Undergraduate online-based education started back in the late 1990’s for crying out loud! (And the number of students taking one or more of their courses completely online has been increasing ever since that time.)

Plus, many law school students are adults who have jobs as well as families. They often don’t have the time nor the money to travel to campuses in order to take part in something that they could have easily accomplished online.

It’s also appropriate to recognize here that the current learning ecosystems out there continue to move more towards hybrid/blended learning models as well as a hyflex model. 

The ABA is not serving law school students nor our citizenry well at all in this regard.

 
© 2025 | Daniel Christian