ideas

I’m a Student. You Have No Idea How Much We’re Using ChatGPT. — from chronicle.com by

Excerpt:

There’s a remarkable disconnect between how professors and administrators think students use generative AI on written work and how we actually use it. Many assume that if an essay is written with the help of ChatGPT, there will be some sort of evidence — it will have a distinctive “voice,” it won’t make very complex arguments, or it will be written in a way that AI-detection programs will pick up on. Those are dangerous misconceptions. In reality, it’s very easy to use AI to do the lion’s share of the thinking while still submitting work that looks like your own.

The common fear among teachers is that AI is actually writing our essays for us, but that isn’t what happens. You can hand ChatGPT a prompt and ask it for a finished product, but you’ll probably get an essay with a very general claim, middle-school-level sentence structure, and half as many words as you wanted. The more effective, and increasingly popular, strategy is to have the AI walk you through the writing process step by step.

.

From DSC:
The idea of personalized storytelling is highly intriguing to me. If you write a story for someone with their name and character in it, they will likely be even more engaged with the story/content. Our daughter recently did this with a substitute teacher, who she really wanted to thank before she left (for another assignment at another school). I thought it was very creative of her.

How Your Students are Using AI — from drphilippahardman.substack.com by Dr. Philippa Hardman

Excerpts:

Here’s are the five biggest lessons we’ve learned:

1. Many students are already embracing AI in their day to day study
2. Students need AI education, and fast.
3. Students have a preference for free or low-cost alternatives to often expensive, paid-for services
4. Students find value in personalised, dialogue-based learning experiences
5. Ed Tech companies will need to evolve in order to survive.
  .

Curricular Resources about AI for Teaching (CRAFT) — from craft.stanford.edu
A project from the Stanford Graduate School of Education

Excerpt:

We’re building resources to teach AI literacies for high school and college instructors and assembling them into a full curriculum that will be deployed in a course with the National Educational Equity Lab offered in Fall 2023.
.

AI video is getting insanely powerful.

Soon, you’ll be able to create a Hollywood-grade movie from your pocket.

Here’s the most breathtaking AI-generated videos I’ve seen:

— The AI Solopreneur (@aisolopreneur) May 11, 2023

ChatGPT has changed the world.

It does lack in some areas, but my favorite use case is leveraging it to teach me things twice as fast.

Here are the 10 best prompts to learn anything faster:

— Rowan Cheung (@rowancheung) May 11, 2023

Why I’m Excited About ChatGPT — from insidehighered.com by Jennie Young
Here are 10 ways ChatGPT will be a boon to first-year writing instruction, Jennie Young writes.

Excerpt:

But from my perspective as a first-year writing program director, I’m excited about how this emerging technology will help students from all kinds of educational backgrounds learn and focus on higher-order thinking skills faster. Here are 10 reasons I’m excited about ChatGPT.

? stfu and take my money

This is the most impressive campaign I’ve seen from a mega brand so far using AI & StableDiffusion.

Would love a breakdown of how this was all done.

pic.twitter.com/H5ryW3owi4

— Linus (???) (@LinusEkenstam) May 12, 2023

edX Debuts Two AI-Powered Learning Assistants Built on ChatGPT — from press.edx.org; with thanks to Matthew Tower for this resource
edX plugin launches in ChatGPT plugin store to give users access to content and course discovery
edX Xpert delivers AI-powered learning and customer support within the edX platform

Excerpt:

LANHAM, Md. – May 12, 2023 – edX, a leading global online learning platform from 2U, Inc. (Nasdaq: TWOU), today announced the debut of two AI-powered innovations: the new edX plugin for ChatGPT and edX Xpert, an AI-powered learning assistant on the edX platform. Both tools leverage the technology of AI research and deployment company OpenAI to deliver real-time academic support and course discovery to help learners achieve their goals.

Inviting Learners into Work That Matters — from gettingsmart.com by Tom Vander Ark

Key Points

We’ve found pockets of excellence in three dozen high school visits this spring.
Where we’ve spotted evidence of deeper learning (i.e., engagement, critical thinking, excellent public products) it’s been work that matters to the learner and their community– it’s relevant, purposeful, and consequential work.

2023 EDUCAUSE Horizon Report | Teaching and Learning Edition

On 05/09/2023, in accessibility / UDL, adjunct faculty, adult learning, Artificial Intelligence/Agents/LLMs/and Related, Bias | Diversity Equity & Inclusion (DE&I), blended learning, change, colleges, community colleges, cost of getting a degree, credentialing, digital learning, education technology, emerging technologies, face-to-face, faculty, game-changing environment, higher education, hybrid learning, Hyflex learning, ideas, instructional design, leadership, learning, learning ecosystem, Learning Experience Design, learning spaces, online learning, personalized/customized learning, reinvent, staying relevant, strategy, student-related, teaching & learning, tools, trends, United States, universities, vendors, by Daniel Christian

2023 EDUCAUSE Horizon Report | Teaching and Learning Edition — from library.educause.edu

Excerpt:

The Future of Teaching and Learning
Artificial intelligence (AI) has taken the world by storm, with new AI-powered tools such as ChatGPT opening up new opportunities in higher education for content creation, communication, and learning, while also raising new concerns about the misuses and overreach of technology. Our shared humanity has also become a key focal point within higher education, as faculty and leaders continue to wrestle with understanding and meeting the diverse needs of students and to find ways of cultivating institutional communities that support student well-being and belonging.

For this year’s teaching and learning Horizon Report, then, our panelists’ discussions oscillated between these seemingly polar ideas: the supplanting of human activity with powerful new technological capabilities, and the need for more humanity at the center of everything we do. This report summarizes the results of those discussions and serves as one vantage point on where our future may be headed.

10 unexpected prompts to try in ChatGPT [Burns]

On 05/02/2023, in Artificial Intelligence/Agents/LLMs/and Related, digital learning, education, education technology, ideas, instructional design, platforms, podcasting, teachers, teaching & learning, tools, by Daniel Christian

10 unexpected prompts to try in ChatGPT — from classtechtips.com by Monica Burns

Excerpts:

In this episode, I share ChatGPT prompts for teachers you can use to save time and make the most of this free artificial intelligence tool. You’ll also hear tips for generating and refining prompts to optimize your workflow this school year, along with 10 prompts to try in ChatGPT that may surprise you!

Tips for Prompts to Try in ChatGPT

Think about your time-consuming tasks.
Keep in mind tone, context, and specificity.
Use prompts to generate activity ideas and classroom resources.
Try prompts for everyday tasks like formatting.

“7 reasons to get rid of the law degree” + “A better pathway to lawyer licensing” [Furlong]

On 04/28/2023, in 21st century, accreditation, assessment, business, Canada, career development, cost of getting a degree, Cost of legal services - including access, credentialing, ideas, law schools, learning ecosystem, legal reform, legislatures / government / legal, skills, vision/possibilities, workplace, by Daniel Christian

7 reasons to get rid of the law degree — from jordanfurlong.substack.com by Jordan Furlong
Requiring a law degree for bar admission imposes unfair burdens on new lawyers and blocks innovation in legal education. Here’s what we can do instead.

Excerpt:

Hey there, legal sector participant! Do you feel that law school is too expensive? That law students graduate too heavily in debt and deeply stressed? That legal education seems impossible to reform? That the whole lawyer development and bar admission system in general is an enormous hot mess?

If so, you’re like thousands of others who’ve grown massively frustrated with the profession’s broken-down approach to developing new lawyers. But I’m here with some good news! There’s a simple and straightforward path to resolving these and many other problems with legal education and bar admission.

We start by getting rid of the law degree.

Now, hold on, let me be clear — I don’t mean kill the law degree itself. That would be crazy.

No, I mean, let’s get rid of the law degree as a mandatory element of the lawyer licensing process. Law schools should continue to offer whatever sort of degree programs they like — but legal regulators and bar admission authorities should no longer require everybody who wants to be a lawyer to get one.

From DSC:
I need to think on this further, but Jordan could be onto something here…

A better pathway to lawyer licensing — from jordanfurlong.substack.com by Jordan Furlong
No law degree; a single knowledge exam; training in legal, business and professional skills; and a term of supervised practice. This is how we do it.

Excerpt:

Previously here at Substack, I provided a pretty comprehensive takedown of the law degree requirement for lawyer licensing. It generated a ton of fascinating and gratifying feedback, here and especially at LinkedIn, with a few objections but mostly a lot of support.

Of course, it’s easy to criticize legal education — fun, too — but look, most people in the legal profession already know all the problems with the law degree, and complaining about it is kind of a vacuous pastime. What I’m really interested in here is a bigger and more important question: How does — how should — someone become a lawyer?

Poetry writing about Flint murals allows for ‘creative freedom’ in this high school classroom [Goetz]

On 04/28/2023, in animation, art, creativity, education, Emotion, engagement / engaging students, history, ideas, instructional design, K-12 related, Learning Experience Design, Michigan, society, sociology, student-related, teachers, writing, youth, by Daniel Christian

Poetry writing about Flint murals allows for ‘creative freedom’ in this high school classroom — from mlive.com by Dylan Goetz (behind paywall)

Excerpt:

It’s a new tradition in the curriculum of the senior-level English class, where teacher Carrie Mattern asks her students to seek out a mural in Flint and write poetry about it.

This year, there was a focus on writing around cultural grief and the process of healing.

It’s become a favorite assignment for the students who’ve worked on the project, who say it allows them to use “creative freedom” in a way that other classes don’t.
.

Also see:

7 ChatGPT Prompts to Improve Your Training Videos [Synthesia]

On 04/23/2023, in Artificial Intelligence/Agents/LLMs/and Related, content development, aggregation, repositories, digital video, ideas, instructional design, intelligent systems, productivity / tips and tricks, tools, training / L&D, by Daniel Christian

5 Playful Strategies That Reduce Language Learning Anxiety — from edutopia.org by Paige Tutt
We visited a classroom in Denmark to see how a playful learning philosophy can put students at ease and make language learning joyful and engaging.

Excerpt:

Instead of trying to convince students that their fears aren’t warranted, Belouahi makes a point of creating a positive, mistake-friendly classroom where students feel comfortable experimenting. One of the ways she does this is by incorporating playful learning strategies. “It doesn’t have to be perfect from the beginning,” Belouahi says. “The goal is for them to use their English language as much as possible and as best as they can. Not perfectly.”

Here are five playful learning strategies from Belouahi’s classroom designed to make the act of learning a new language less daunting, and more joyful, social, and engaging.

Also from edutopia.org, see:

An Innovative Way for High School Students to Take Control of Their Own Learning — by Shelby Scoffield
Giving students a chance to build a project based on a rubric they created can increase engagement and investment.

Learners need: More voice. More choice. More control. -- this image was created by Daniel Christian

3 Simple Yet Powerful Ways to Build Relationships With Your Students — by Jori Krulder
Use these interactive strategies to build strong relationships with middle and high school students without sacrificing teaching time.
Activating Learning by Milling to Music
When students pretend they’re at a fancy party making small talk, a simple brainstorm for writing ideas becomes more lively, more cooperative—and more effective.

The end of the Carnegie Unit?! Could be. “A New Era for Education” [Sevak & Knowles]

On 04/20/2023, in 21st century, 24x7x365 access, Blockchain, business, business side of he, change, cloud-based computing / apps / other cloud-related, colleges, communities of practice, community colleges, corporate / business world, corporate universities / corporate training, credentialing, Daniel S. Christian, digital learning, education, experimentation, face-to-face, formal learning, future, future of higher education, game-changing environment, higher education, homeschooling/homeschoolers, ideas, informal learning, innovation, instructional design, K-12 related, law schools, learner profiles, learning, learning agents, learning ecosystem, Learning from the Living [Class] Room, learning preferences, lifelong learning, more voice more choice more control, reinvent, skills, society, teaching & learning, training / L&D, United States, universities, vision/possibilities, by Daniel Christian

A New Era for Education — from linkedin.com by Amit Sevak, CEO of ETS and Timothy Knowles, President of the Carnegie Foundation for the Advancement of Teaching

Excerpt (emphasis DSC):

It’s not every day you get to announce a revolution in your sector. But today, we’re doing exactly that. Together, we are setting out to overturn 117 years of educational tradition.
…
The fundamental assumption [of the Carnegie Unit] is that time spent in a classroom equals learning. This formula has the virtue of simplicity. Unfortunately, a century of research tells us that it’s woefully inadequate.

From DSC:
It’s more than interesting to think that the Carnegie Unit has outlived its usefulness and is breaking apart. In fact, the thought is very profound.

It's more than interesting to think that the Carnegie Unit has outlived its usefulness and is breaking apart. In fact, the thought is very profound.

If that turns out to be the case, the ramifications will be enormous and we will have the opportunity to radically reinvent/rethink/redesign what our lifelong learning ecosystems will look like and provide.

So I appreciate what Amit and Timothy are saying here and I appreciate their relaying what the new paradigm might look like. It goes with the idea of using design thinking to rethink how we build/reinvent our learning ecosystems. They assert:

It’s time to change the paradigm. That’s why ETS and the Carnegie Foundation have come together to design a new future of assessment.

- Whereas the Carnegie Unit measures seat time, the new paradigm will measure skills—with a focus on the ones we know are most important for success in career and in life.
- Whereas the Carnegie Unit never leaves the classroom, the new paradigm will capture learning wherever it takes place—whether that is in after-school activities, during a work-experience placement, in an internship, on an apprenticeship, and so on.
- Whereas the Carnegie Unit offers only one data point—pass or fail—the new paradigm will generate insights throughout the learning process, the better to guide students, families, educators, and policymakers.

I could see this type of information being funneled into peoples’ cloud-based learner profiles — which we as individuals will own and determine who else can access them. I diagrammed this back in January of 2017 using blockchain as the underlying technology. That may or may not turn out to be the case. But the concept will still hold I think — regardless of the underlying technology(ies).

Perhaps blockchain will be the underlying technology to provide us with cloud-based learner profiles

For example, we are seeing a lot more articles regarding things like Comprehensive Learner Records (CLR) or Learning and Employment Records (LER; example here), and similar items.

Speaking of reinventing our learning ecosystems, also see:

“AutoGPT might be the next big step in AI”; “software agents that use natural language to simulate human behavior” + other items re: AI

On 04/13/2023, in 21st century, architecture, Artificial Intelligence/Agents/LLMs/and Related, computer science, content development, aggregation, repositories, corporate / business world, corporate universities / corporate training, design, education technology, emerging technologies, human-computer interaction (HCI), ideas, innovation, instructional design, intelligent systems, intelligent tutoring, learning, learning ecosystem, learning spaces, Natural Language Processing (NLP), simulations, skills, society, tools, training / L&D, vision/possibilities, voice recognition / voice enabled interfaces, by Daniel Christian

AutoGPT might be the next big step in AI.

Here’s why Karpathy recently said “AutoGPT is the next frontier of prompt engineering”

AutoGPT is the equivalent of giving GPT-based models a memory and a body. You can now give a task to an AI agent and have it autonomously come up… pic.twitter.com/mYIJm2IEZy

— Lior? (@AlphaSignalAI) April 11, 2023

AutoGPT, less noise more signal

This is where you should pay attention

Here is why ?

pic.twitter.com/2For7bPOID

— Linus (???) (@LinusEkenstam) April 11, 2023

AutoGPT is the next BIG thing in AI.

Seems like a new *groundbreaking* update comes out every hour.

Here are a few examples just from the past 24 hours: ?

— Barsee ? (@heyBarsee) April 12, 2023

AutoGPT is the next big thing in AI— from therundown.ai by Rowan Cheung

Excerpt:

AutoGPT has been making waves on the internet recently, trending on both GitHub and Twitter. If you thought ChatGPT was crazy, AutoGPT is about to blow your mind.

AutoGPT creates AI “agents” that operate automatically on their own and complete tasks for you. In case you’ve missed our previous issues covering it, here’s a quick rundown:

- It’s open-sourced [code]
- It works by chaining together LLM “thoughts”
- It has internet access, long-term and short-term memory, access to popular websites, and file storage

.

From DSC:
I want to highlight that paper from Stanford, as I’ve seen it cited several times recently:.

Generative Agents: Interactive Simulacra of Human Behavior
Joon Sung Park, Joseph C. O’Brien, Carrie J. Cai, Meredith Ringel Morris, Percy Liang, Michael S. Bernstein
.

From DSC:
And for a rather fun idea/application of these emerging technologies, see:

Quick Prompt: Kitchen Design — from linusekenstam.substack.com by Linus Ekenstam
Midjourney Prompt. Create elegant kitchen photos using this starting prompt. Make it your own, experiment, add, remove and tinker to create new ideas.

…which made me wonder how we might use these techs in the development of new learning spaces (or in renovating current learning spaces).

From DSC:
On a much different — but still potential — note, also see:

A.I. could lead to a ‘nuclear-level catastrophe’ according to a third of researchers, a new Stanford report finds — from fortune.com by Tristan Bove

Excerpt:

Many experts in A.I. and computer science say the technology is likely a watershed moment for human society. But 36% don’t mean that as a positive, warning that decisions made by A.I. could lead to “nuclear-level catastrophe,” according to researchers surveyed in an annual report on the technology by Stanford University’s Institute for Human-Centered A.I., published earlier this month.

AutoGPTs are improving at a blazingly fast speed and could soon transform the face of business.

Here's what you need to know:

— Nathan Lands (@NathanLands) April 12, 2023

Credentialed Learning For All [gettingsmart.com]

On 04/13/2023, in 21st century, 24x7x365 access, adult learning, Artificial Intelligence/Agents/LLMs/and Related, Blockchain, career development, colleges, communities of practice, community colleges, corporate / business world, corporate universities / corporate training, credentialing, education, education reform, experimentation, future, global / globalization, heutagogy, higher education, homeschooling/homeschoolers, ideas, informal learning, innovation, instructional design, intelligent systems, intelligent tutoring, K-12 related, learner profiles, learning, learning agents, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, lifelong learning, pathways, personalized/customized learning, platforms, professional development, reinvent, skills, society, student-related, training / L&D, United States, universities, vendors, virtual K-12 schools, vision/possibilities, workplace, youth, by Daniel Christian

Credentialed Learning For All — from gettingsmart.com

Vision

Learning happens throughout life and is not isolated to the K-12 or higher education sectors. Yet, often, validations of learning only happen in these specific areas. The system of evaluation based on courses, grades, and credit serves as a poor proxy for communicating skills given the variation in course content, grade inflation, and inclusion of participation and extra credit within course grades.

Credentialed learning provides a way to accurately document human capability for all learners throughout their life. A lifetime credentialed learning ecosystem provides better granularity around learning, better documentation of the learning, and more relevance for both the credential recipient and reviewer. This improves the match between higher education and/or employment with the individual, while also providing a more clear and accurate lifetime learning pathway.

With a fully-credentialed system, individuals can own well-documented evidence of a lifetime of learning and choose what and when to share this data. This technology enables every learner to have more opportunities for finding the best career match without today’s existing barriers around cost, access, and proxies.

Addendum on 4/28/23 — speaking of credentials:

First Rung — from the-job.beehiiv.com by Paul Fain
New research shows stacking credentials pays off for low-income learners.

Stacking credentials pays off for many low-income students, new research finds, but only if learners move up the education ladder. Also, Kansas is hoping a new grant program will attract more companies to participate in microinternships.

The future of education in a world of AI — from oneusefulthing.org by Ethan Mollick
A positive vision for the transformation to come

Excerpt:

Imagine introducing high-quality AI tutors into the flipped classroom model. These AI-powered systems have the potential to significantly enhance the learning experience for students and make flipped classrooms even more effective. They provide personalized learning, where AI tutors can tailor instruction to each student’s unique needs while continually adjusting content based on performance. This means that students can engage with the content at home more effectively, ensuring they come to class better prepared and ready to dive into hands-on activities or discussions.

With AI tutors taking care of some of the content delivery outside of class, teachers can devote more time to fostering meaningful interactions with their students during class. They can also use insights from the AI tutors to identify areas where students might need extra support or guidance, enabling them to provide more personalized and effective instruction. And with AI assistance, they can design better active learning opportunities in class to make sure learnings stick.

Also relevant/see:

ChatGPT is going to change education, not destroy it — from technologyreview.com by Will Douglas Heaven
The narrative around cheating students doesn’t tell the whole story. Meet the teachers who think generative AI could actually make learning better.

Advanced chatbots could be used as powerful classroom aids that make lessons more interactive, teach students media literacy, generate personalized lesson plans, save teachers time on admin, and more.

Will ChatGPT Change How Professors Assess Learning? — from chronicle.com by Becky Supiano
It won’t be easy without their colleges’ support.

What the Past Can Teach Us About the Future of AI and Education — from campustechnology.com by Dr. David Wiley
Current attitudes toward generative AI hearken back to early skepticism about the impact of the internet on education. Both then and now, technology has created challenges but also opportunities that can’t be ignored.

From DSC:
Regarding the core curricula of colleges and universities…

For decades now, faculty members have taught what they wanted to teach and what interested them. They taught what they wanted to research vs. what the wider marketplace/workplace needed. They were not responsive to the needs of the workplace — nor to the needs of their students!

And this situation has been all the more compounded by the increasing costs of obtaining a degree plus the exponential pace of change. We weren’t doing a good job before this exponential pace of change started taking place — and now it’s (almost?) impossible to keep up.

The bottom line on the article below: ***It’s sales.***

Therefore, it’s about what you are selling — and at what price. The story hasn’t changed much. The narrative (i.e., the curricula and more) is pretty much the same thing that’s been sold for years.

But the days of faculty members teaching whatever they wanted to are over, or significantly waning.

Faculty members, faculty senates, provosts, presidents, and accreditors are reaping what they’ve sown.

The questions are now:

Will new seeds be sown?
Will new crops arise in the future?
Will there be new narratives?
Will institutions be able to reinvent themselves (one potential example here)? Or will their cultures not allow such significant change to take place? Will alternatives to institutions of traditional higher education continue to pick up steam?

A Profession on the Edge — from chronicle.com by Eric Hoover
Why enrollment leaders are wearing down, burning out, and leaving jobs they once loved.

Excerpts:

Similar stories are echoing throughout the hallways of higher education. Vice presidents for enrollment, as well as admissions deans and directors, are wearing down, burning out, and leaving jobs they once loved. Though there’s no way to compile a chart quantifying the churn, industry insiders describe it as significant. “We’re at an inflection point,” says Rick Clark, executive director of undergraduate admission at Georgia Tech. “There have always been people leaving the field, but not in the numbers we’re seeing now.”

Some are being shoved out the door by presidents and boards. Some are resigning out of exhaustion, frustration, and disillusionment. And some who once sought top-level positions are rethinking their ambitions. “The pressures have ratcheted up tenfold,” says Angel B. Pérez, chief executive of the National Association for College Admission Counseling, known as NACAC. “I talk with someone each week who’s either leaving the field or considering leaving.”

From DSC:
This quote points to what I’m trying to address here:

Dahlstrom and other veterans of the field say they’ve experienced something especially disquieting: an erosion of faith in the transformational power of higher education. Though she sought a career in admissions to help students, her disillusionment grew after taking on a leadership role. She became less confident that she was equipped to effect positive changes, at her institution or beyond, especially when it came to the challenge of expanding college access in a nation of socioeconomic disparities: “I felt like a cog in a huge machine that’s not working, yet continues to grind while only small, temporary fixes are made.”

How Easy Is It/Will It Be to Use AI to Design a Course? [Boston]

On 04/12/2023, in 21st century, 24x7x365 access, Artificial Intelligence/Agents/LLMs/and Related, CMS/LMS, colleges, communities of practice, community colleges, content development, aggregation, repositories, corporate universities / corporate training, digital learning, elearning, emerging technologies, experimentation, future, game-changing environment, higher education, ideas, innovation, instructional design, interaction design, interactivity, IT in HE, law schools, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, microlearning, multimedia, productivity / tips and tricks, professional development, teaching & learning, tools, traditional / tradition, United States, universities, vendors, by Daniel Christian

How Easy Is It/Will It Be to Use AI to Design a Course? — from wallyboston.com by Wally Boston

Excerpt:

Last week I received a text message from a friend to check out a March 29^th Campus Technology article about French AI startup, Nolej. Nolej (pronounced “Knowledge”) has developed an OpenAI-based instructional content generator for educators called NolejAI.

Access to NolejAI is through a browser. Users can upload video, audio, text documents, or a website url. NolejAI will generate an interactive micro-learning package which is a standalone digital lesson including content transcript, summaries, a glossary of terms, flashcards, and quizzes. All the lesson materials generated is based upon the uploaded materials.

From DSC:
I wonder if this will turn out to be the case:

I am sure it’s only a matter of time before NolejAI or another product becomes capable of generating a standard three credit hour college course. Whether that is six months or two years, it’s likely sooner than we think.

Also relevant/see:

The Ultimate 100 AI Tools

Learning Ecosystems

“7 reasons to get rid of the law degree” + “A better pathway to lawyer licensing” [Furlong]

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