The biggest things that happened in AI this year — from superhuman.ai by Zain Kahn

January:

  • Microsoft raises eyebrows with a huge $10 Billion investment in OpenAI.

February:

  • Meta launches Llama 2, their open-source rival to OpenAI’s models.
  • OpenAI announces ChatGPT Plus, a paid version of their chatbot.
  • Microsoft announces a new AI-powered Bing Search.

March:

  • OpenAI announces the powerful GPT-4 model, still considered to be the gold standard.
  • Midjourney releases V5, which brings AI-powered image generation one step closer to reality.
  • Microsoft launches Copilot for Microsoft 365.
  • Google launches Bard, its rival to ChatGPT.

…and more


AI 2023: A Year in Review — from stefanbauschard.substack.com by Stefan Bauschard
2023 developments in AI and a hint of what they are building toward

Some of the items that Stefan includes in his posting include:

  • ChatGPT and other language models that generate text.
  • Image generators.
  • Video generators.
  • AI models that that can read, hear, and speak.
  • AI models that can see.
  • Improving models.
  • “Multimodal” models.
  • Training on specific content.
  • Reasoning & planning.
  • …and several others

The Dictionary.com Word of the Year is “hallucinate.” — from content.dictionary.com by Nick Norlen and Grant Barrett; via The Rundown AI

hallucinate
[ huhloo-suh-neyt ]

verb
(of artificial intelligence) to produce false information contrary to the intent of the user and present it as if true and factual. Example: When chatbots hallucinate, the result is often not just inaccurate but completely fabricated.


Soon, every employee will be both AI builder and AI consumer — from zdnet.com by Joe McKendrick, via Robert Gibson on LinkedIn
“Standardized tools and platforms as well as advanced low- or no-code tech may enable all employees to become low-level engineers,” suggests a recent report.

The time could be ripe for a blurring of the lines between developers and end-users, a recent report out of Deloitte suggests. It makes more business sense to focus on bringing in citizen developers for ground-level programming, versus seeking superstar software engineers, the report’s authors argue, or — as they put it — “instead of transforming from a 1x to a 10x engineer, employees outside the tech division could be going from zero to one.”

Along these lines, see:

  • TECH TRENDS 2024 — from deloitte.com
    Six emerging technology trends demonstrate that in an age of generative machines, it’s more important than ever for organizations to maintain an integrated business strategy, a solid technology foundation, and a creative workforce.

UK Supreme Court rules AI is not an inventor — from theverge.com by Emilia David

The ruling follows a similar decision denying patent registrations naming AI as creators.

The UK Supreme Court ruled that AI cannot get patents, declaring it cannot be named as an inventor of new products because the law considers only humans or companies to be creators.


The Times Sues OpenAI and Microsoft Over A.I. Use of Copyrighted Work — from nytimes.com by Michael M. Grynbaum and Ryan Mac

The New York Times sued OpenAI and Microsoft for copyright infringement on Wednesday, opening a new front in the increasingly intense legal battle over the unauthorized use of published work to train artificial intelligence technologies.

The suit does not include an exact monetary demand. But it says the defendants should be held responsible for “billions of dollars in statutory and actual damages” related to the “unlawful copying and use of The Times’s uniquely valuable works.” It also calls for the companies to destroy any chatbot models and training data that use copyrighted material from The Times.

On this same topic, also see:


Apple’s iPhone Design Chief Enlisted by Jony Ive, Sam Altman to Work on AI Devices — from bloomberg.com by Mark Gurman (behind paywall)

  • Design executive Tang Tan is set to leave Apple in February
  • Tan will join Ive’s LoveFrom design studio, work on AI project

AI 2023: Chatbots Spark New Tools — from heatherbcooper.substack.com by Jeather Cooper

ChatGPT and Other Chatbots
The arrival of ChatGPT sparked tons of new AI tools and changed the way we thought about using a chatbot in our daily lives.

Chatbots like ChatGPT, Perplexity, Claude, and Bing Chat can help content creators by quickly generating ideas, outlines, drafts, and full pieces of content, allowing creators to produce more high-quality content in less time.

These AI tools boost efficiency and creativity in content production across formats like blog posts, social captions, newsletters, and more.


Microsoft’s next Surface laptops will reportedly be its first true ‘AI PCs’ — from theverge.com by Emma Roth
Next year’s Surface Laptop 6 and Surface Pro 10 will feature Arm and Intel options, according to Windows Central.

Microsoft is getting ready to upgrade its Surface lineup with new AI-enabled features, according to a report from Windows Central. Unnamed sources told the outlet the upcoming Surface Pro 10 and Surface Laptop 6 will come with a next-gen neural processing unit (NPU), along with Intel and Arm-based options.


How one of the world’s oldest newspapers is using AI to reinvent journalism — from theguardian.com by Alexandra Topping
Berrow’s Worcester Journal is one of several papers owned by the UK’s second biggest regional news publisher to hire ‘AI-assisted’ reporters

With the AI-assisted reporter churning out bread and butter content, other reporters in the newsroom are freed up to go to court, meet a councillor for a coffee or attend a village fete, says the Worcester News editor, Stephanie Preece.

“AI can’t be at the scene of a crash, in court, in a council meeting, it can’t visit a grieving family or look somebody in the eye and tell that they’re lying. All it does is free up the reporters to do more of that,” she says. “Instead of shying away from it, or being scared of it, we are saying AI is here to stay – so how can we harness it?”



What to Expect in AI in 2024 — from hai.stanford.edu by
Seven Stanford HAI faculty and fellows predict the biggest stories for next year in artificial intelligence.

Topics include:

  • White Collar Work Shifts
  • Deepfake Proliferation
  • GPUs Shortage
  • More Helpful Agents
  • Hopes for U.S. Regulation
  • Asking Big Questions, Applying New Policies
  • Companies Will Navigate Complicated Regulations

Addendum on 1/2/24:


 

Microsoft New Future of Work Report 2023 — from microsoft.com by various authors; via Stefan Bauschard

Throughout 2023, AI and the future of work have frequently been on the metaphorical – and often literal – front page around the world. There have been many excellent articles about the ways in which work may change as LLMs are increasingly integrated into our lives. As such, in this year’s report we focus specifically on areas that we think deserve additional attention or where there is research that has been done at Microsoft that offers a unique perspective. This is a report that should be read as a complement to the existing literature, rather than as a synthesis of all of it.

This is a rare time, one in which research will play a particularly important role in defining what the future of work looks like. At this special moment, scientists can’t just be passive observers of what is happening. Rather, we have the responsibility to shape work for the better. We hope this report can help our colleagues around world make progress towards this goal.
.

Microsoft New Future of Work Report 2023

Excerpt:

Analyzing and integrating may become more important skills than searching and creating 
With content being generated by AI, knowledge work may shift towards more analysis and critical integration

  • Information search as well as content production (manually typing, writing code, designing images) is greatly enhanced by AI, so general information work may shift to integrating and critically analyzing retrieved information
  • Writing with AI is shown to increase the amount of text produced as well as to increase writing efficiency (Biermann et al. 2022, Lee et al 2022)
  • With more generated text available, the skills of research, conceptualization, planning, prompting and editing may take on more importance as LLMs do the first round of production (e.g., Mollick 2023).
  • Skills not directly to content production, such as leading, dealing with critical social situations, navigating interpersonal trust issues, and demonstrating emotional intelligence, may all be more valued in the workplace (LinkedIn 2023)
 
 

The rise of AI fake news is creating a ‘misinformation superspreader’ — from washingtonpost.com by Pranshu Verma
AI is making it easy for anyone to create propaganda outlets, producing content that can be hard to differentiate from real news

Artificial intelligence is automating the creation of fake news, spurring an explosion of web content mimicking factual articles that instead disseminates false information about elections, wars and natural disasters.

Since May, websites hosting AI-created false articles have increased by more than 1,000 percent, ballooning from 49 sites to more than 600, according to NewsGuard, an organization that tracks misinformation.

Historically, propaganda operations have relied on armies of low-paid workers or highly coordinated intelligence organizations to build sites that appear to be legitimate. But AI is making it easy for nearly anyone — whether they are part of a spy agency or just a teenager in their basement — to create these outlets, producing content that is at times hard to differentiate from real news.


AI, and everything else — from pitch.com by Benedict Evans


Chevy Chatbots Go Rogue — from
How a customer service chatbot made a splash on social media; write your holiday cards with AI

Their AI chatbot, designed to assist customers in their vehicle search, became a social media sensation for all the wrong reasons. One user even convinced the chatbot to agree to sell a 2024 Chevy Tahoe for just one dollar!

This story is exactly why AI implementation needs to be approached strategically. Learning to use AI, also means learning to build thinking of the guardrails and boundaries.

Here’s our tips.


Rite Aid used facial recognition on shoppers, fueling harassment, FTC says — from washingtonpost.com by Drew Harwell
A landmark settlement over the pharmacy chain’s use of the surveillance technology could raise further doubts about facial recognition’s use in stores, airports and other venues

The pharmacy chain Rite Aid misused facial recognition technology in a way that subjected shoppers to unfair searches and humiliation, the Federal Trade Commission said Tuesday, part of a landmark settlement that could raise questions about the technology’s use in stores, airports and other venues nationwide.

But the chain’s “reckless” failure to adopt safeguards, coupled with the technology’s long history of inaccurate matches and racial biases, ultimately led store employees to falsely accuse shoppers of theft, leading to “embarrassment, harassment, and other harm” in front of their family members, co-workers and friends, the FTC said in a statement.


 

Regarding this Tweet on X/Twitter:


To Unleash Legal Tech, Lawyers And Engineers Need To Talk — from forbes.com by Tanguy Chau

Here, I’ll explore some ways that engineers and lawyers see the world differently based on their strengths and experiences, and I’ll explain how they can better communicate to build better software products, especially in AI, for attorneys. Ideally, this will lead to happier lawyers and more satisfied clients.


Zuputo: Africa’s first women-led legal tech startup launches — from myjoyonline.com

A groundbreaking legal tech startup, Zuputo, is set to reshape the legal landscape across Africa by making legal services more accessible, affordable, and user-friendly.

Founded by Jessie Abugre and Nana Adwoa Amponsah-Mensah, this women-led venture has become synonymous with simplicity and efficiency in legal solutions.


 

Nearly half of companies say they plan to eliminate bachelor’s degree requirements in 2024 — from highereddive.com by Carolyn Crist
Many employers are dropping degree requirements to create a more diverse workforce and increase job candidate numbers, survey results show.

Forty-five percent of companies plan to eliminate bachelor’s degree requirements for some positions in 2024, according to a Nov. 29 report from Intelligent.com.

In 2023, 55% of companies removed degree requirements, particularly for entry-level and mid-level roles, the survey shows. Employers said they dropped these requirements to create a more diverse workforce, increase the number of applicants for open positions and because there are other ways to gain skills.


Fitch Ratings issues deteriorating outlook for higher ed in 2024 — from highereddive.com by Natalie Schwartz
The credit ratings agency cited high labor and wage costs, elevated interest rates and uneven enrollment gains across the sector.

Dive Brief:

  • Fitch Ratings issued a deteriorating outlook Monday for U.S. colleges and universities in 2024, citing high labor and wage costs, elevated interest rates and uneven enrollment gains across the sector.
  • These challenges will limit colleges’ financial flexibility next year, according to the credit ratings agency. Moreover, Fitch analysts expect only a 2% to 4% uptick in colleges’ net tuition revenue and said tuition increases likely cannot counter rising operating expenses.
  • The outlook expects the divide to grow between large selective colleges and their smaller, less selective counterparts. “Flagship schools and selective private institutions are expected to experience relatively steady to favorable enrollment, while some regional public institutions and less-selective private schools in competitive markets have experienced declines,” according to the analysis.

Credit rating agencies split on higher ed outlook in 2024 — from highereddive.com by Jeremy Bauer-Wolf
S&P argues economic conditions will stress regional institutions, though Moody’s says the sector is stable overall.

Dive Brief:

  • Two credit rating agencies are somewhat divided in their outlooks for U.S. higher education in 2024, with one arguing the sector has stabilized, while the other forecasts tough economic conditions for less selective, regional colleges.
  • Revenue growth from sources like tuition and state funding looks promising, Moody’s Investors Service argued in an analysis Thursday. S&P Global Ratings, however, said Thursday that only highly selective institutions will enjoy student demand and healthy balance sheets. Their less selective counterparts face enrollment declines and credit pressures in turn, S&P said.
  • Both organizations agreed that labor shortages and similar challenges will squeeze colleges next year. Higher ed is contending with a boom in union activity, while widespread faculty tenure “remains a unique sector risk, limiting budget and operating flexibility,” Moody’s said.

 

 

 

Channel 1 -- personalized gloabl news network powered by generative AI

From DSC:
Hhhhhmmmmm……not sure yet that this is a good idea. But I doubt there’s any stopping it.

 



How AI ‘sees’ the world – what happened when we trained a deep learning model to identify poverty — from theconversation.com by Ola Hall Hamid Sarmadi Thorsteinn Rögnvaldsson

Recent advances in artificial intelligence (AI) have created a step change in how to measure poverty and other human development indicators. Our team has used a type of AI known as a deep convolutional neural network (DCNN) to study satellite imagery and identify some types of poverty with a level of accuracy close to that of household surveys.


E.U. reaches deal on landmark AI bill, racing ahead of U.S. — from washingtonpost.com by Anthony Faiola, Cat Zakrzewski and Beatriz Ríos (behind paywall)
The regulation paves the way for what could become a global standard to classify risk, enforce transparency and financially penalize tech companies for noncompliance.

European Union officials reached a landmark deal Friday on the world’s most ambitious law to regulate artificial intelligence, paving the way for what could become a global standard to classify risk, enforce transparency and financially penalize tech companies for noncompliance.

Along these lines, also see:


 

 

An Opinionated Guide to Which AI to Use: ChatGPT Anniversary Edition — from oneusefulthing.org by Ethan Mollick
A simple answer, and then a less simple one.

If you are at all interested in generative AI and understanding what it can do and why it matters, you should just get access to OpenAI’s GPT-4 in as unadulterated and direct way as possible. Everything else comes after that.

Now, to be clear, this is not the free ChatGPT, which uses GPT-3.5.


America's Next Top Model LLMs in Educational Settings

1. America’s Next Top Model LLMs in Educational Settings

  • PDF
    Topics Discussed:
    Need for a Comprehensive Student-Centric Approach
    Collaboration between EdTech Companies and Educators
    Personalized Learning Orchestration
    Innovation and Agility of Startups vs. Resources of Big Tech
    The Essential Role of AI in Transforming Education
  • Video recording from Edtech Insiders

2. Hello, Mr. Chips: AI Teaching Assistants, Tutors, Coaches and Characters

  • PDF
    Topics discussed:
    Engagement and Co-Creation
    Educator Skills and AI Implementation
    Teacher Empowerment and Student Creativity
    Efficacy and Ethical Concerns
  • Video recording from Edtech Insiders

He Was Falsely Accused of Using AI. Here’s What He Wishes His Professor Did Instead | Tech & Learning — from techlearning.com by Erik Ofgang
When William Quarterman was accused of submitting an AI-generated midterm essay, he started having panic attacks. He says his professor should have handled the situation differently.


Teaching: Practical AI strategies for the classroom — from chronicle.com by Beckie Supiano and Luna Laliberte

Here are several strategies you can try.

  • Quick Hits: Several presenters suggested exercises that can be quick, easy, and fun for students. Invite your class to complete a Mad Libs using ChatGPT. It’s a playful way to leverage ChatGPT’s ability to predict the next word, giving students insight into how generative AI works on a fundamental level. You can also have your students use ChatGPT to rewrite their own writing in the tone and style of their favorite writers. This exercise demonstrates AI’s ability to mimic style and teaches students about adopting different tones in writing.
  • Vetting Sources
  • Grade ChatGPT
  • Lead by Example  

Embracing Artificial Intelligence in the Classroom — from gse.harvard.edu; via Alex Webb at Bloomberg
Generative AI tools can reflect our failure of imagination and that is when the real learning starts


Class Disrupted S5 E3: The Possibilities & Challenges of Artificial Intelligence in the Classroom — from the74million.org by Michael B. Horn & Diane Tavenner
AI expert and Minerva University senior Irhum Shafkat joins Michael and Diane to discuss where the technology is going.


Schools urged to teach children how to use AI from age of 11 — from news.sky.com by Tom Acres
Artificial intelligence tools such as ChatGPT are being used by children to help with homework and studying – and there are calls for it to become a central part of the school curriculum.

Excerpt (emphasis DSC):

Schools have been urged to teach children how to use AI from the age of 11 as the technology threatens to upend the jobs market.

Rather than wait for pupils to take up computer science at GCSE, the British Computer Society (BCS, The Chartered institute for IT) said all youngsters need to learn to work with tools like ChatGPT.

The professional body for computing wants a digital literary qualification to be introduced, with a strong focus on artificial intelligence and its practical applications.

An understanding of AI should also become a key part of teacher training and headteacher qualifications, it added.


Improving Your Teaching With an AI Coach — from edutopia.org by Stephen Noonoo
New tools are leveraging artificial intelligence to help teachers glean insights into how they interact with students.


COMMENTARY
Embracing artificial intelligence in the workforce starts with higher education — from nebraskaexaminer.com by Jaci Lindburg and Cassie Mallette

When students can understand the benefit of using it effectively, and learn how to use AI to brainstorm, problem solve, and think through decision making scenarios, they can work more efficiently, make difficult decisions faster and improve a company’s production output.

It is through embracing the power and potential of AI that we can equip our students with future-ready skills. Through intentional teaching strategies that guide students to think creatively about how to use AI in their work, higher education can ensure that students are on the cutting edge in terms of using advancing technologies and being workforce ready upon graduation.

Also see:

The ChatGPT/AI Prompt Book is a resource for the UNO community that demonstrates how students can use AI in their studies and how faculty can incorporate it into their courses and daily work. The goal: to teach individuals how to be better prompt engineers and develop the skills needed to utilize this emerging technology as one of the many tools available to them in the workforce.


Two Ideas for Teaching with AI: Course-Level GPTs and AI-Enhanced Polling — from derekbruff.org by Derek Bruff

Excerpt (emphasis DSC):

Might we see course-level GPTs, where the chatbot is familiar with the content in a particular course and can help students navigate and maybe even learn that material? The answer is, yes and they’re already here. Top Hat recently launched Ace, an AI-powered learning assistant embedded in its courseware platform. An instructor can activate Ace, which then trains itself on all the learning materials in the course. Students can then use Ace as a personal tutor of sorts, asking it questions about course material.

Ace from Top Hat -- empowering educators and students with a human-centered application of AI


Reflections On AI Policies in Higher Education — from jeppestricker.substack.com by Jeppe Klitgaard Stricker
And Why First-Hand Generative AI Experience is Crucial for Leadership

AI is already showing far-reaching consequences for societies and educational institutions around the world. It is my contention that it is impossible to set strategic direction for AI in higher education if you haven’t yet tried working with the technology yourself. The first wave of overwhelming, profound surprise simply cannot be outsourced to other parts of the organization.

I mention this because the need for both strategic and operational guidance for generative AI is growing rapidly in higher education institutions. Without the necessary – and quite basic – personal generative AI experience, however, it becomes difficult for leadership to meaningfully direct and anchor AI in the organization.

And without clear guidance in place, uncertainty arises for all internal stakeholders about expectations and appropriate uses of AI. This makes developing an institutional AI policy not just sensible, but necessary.




A free report for educational leaders and policymakers who want to understand the AI World — from stefanbauschard.substack.com by Stefan Bauschard
And the immediate need for AI literacy

Beyond synthesizing many ideas from educational theory and AI deep learning, the report provides a comprehensive overview of developments in the field of AI, including current “exponential advances.” It’s updated through the release of Gemini and Meta’s new “Seamless” translation technology that arguably eliminates the need for most translators, and probably even the need to learn to speak another language for most purposes.

We were a mere 18 hours too late from covering an entire newscast (and news channel) that is produced with AI in a way that creates representations that are indistinguishable from what is “real” (see below) though it super-charges our comprehensive case and immediate AI literacy.

We also provide several suggestions and a potential roadmap for schools to help students prepare for an AI World where computers are substantialy smarter than them in many ways.

 

Can new AI help to level up the scales of justice?


From DSC:
As you can see from the above items, Mr. David Goodrich, a great human being and a fellow Instructional Designer, had a great comment and question regarding the source of my hope that AI — and other forms of legaltech — could significantly provide more access to justice here in America. Our civil justice system has some serious problems — involving such areas as housing, employment, healthcare, education, families, and more.

I’d like to respond to that question here.

First of all, I completely get what David is saying. I, too, have serious doubts that our horrible access to justice (#A2J) situation will get better. Why? Because:

  • Many people working within the legal field like it this way, as they are all but assured victory in most of the civil lawsuits out there.
  • The Bar Associations of most of the states do not support changes that would threaten their incomes/livelihoods. This is especially true in California and Florida.
  • The legal field in general is not composed, for the most part, of highly innovative people who make things happen for the benefit of others. For example, the American Bar Association is 20+ years behind in terms of providing the level of online-based learning opportunities that they should be offering. They very tightly control how legal education is delivered in the U.S.

Here are several areas that provide me with hope for our future


There are innovative individuals out there fighting for change.
And though some of these individuals don’t reside in the United States, their work still impacts many here in America. For examples, see:

There are innovative new companies, firms, and other types of organizations out there fighting for change. For examples:

There are innovative new tools and technologies out there such as:

  • Artificial Intelligence (AI) and Machine Learning (ML) 
    • AI and machine learning remain pivotal in legaltech, especially for in-house lawyers who deal with vast quantities of contracts and complex legal matters. In 2024, these technologies will be integral for legal research, contract review, and the drafting of legal documents. Statistics from the Tech & the Law 2023 Report state more than three in five corporate legal departments (61%) have adopted generative AI in some capacity, with 7% actively using generative AI in their day-to-day work. With constant improvements to LLM (Large Language Models) by the big players, i.e. OpenAI, Google, and Microsoft (via OpenAI), 2024 will see more opportunities open and efficiencies gained for legal teams. (Source)
    • From drafting contracts to answering legal questions and summarising legal issues, AI is revolutionising the legal profession and although viewed with a sceptical eye by some law firms, is generally perceived to be capable of bringing huge benefits. (Source)
    • Legal bots like Harvey will assist lawyers with discovery.
  • Technology-assisted review (TAR) in e-discovery
  • Due to COVID 19, there were virtual courtrooms set up and just like with virtual/online-based learning within higher education, many judges, litigants, lawyers, and staff appreciated the time savings and productivity gains. Along these lines, see Richard Susskind’s work. [Richard] predicts a world of online courts, AI-based global legal businesses, disruptive legal technologies, liberalized markets, commoditization, alternative sourcing, simulated practice on the metaverse, and many new legal jobs. (Source)

There are innovative states out there fighting for change. For examples:

  • Utah in 2020 launched a pilot program that suspended ethics rules to allow for non-lawyer ownership of legal services providers and let non-lawyers apply for a waiver to offer certain legal services. (Source)
  • Arizona in 2021 changed its regulatory rules to allow for non-lawyer ownership. (Source)
  • Alaska with their Alaska Legal Services Corporation
  • …and others

And the last one — but certainly not the least one — is where my faith comes into play. I believe that the Triune God exists — The Father, The Son, and The Holy Spirit — and that the LORD is very active in our lives and throughout the globe. And one of the things the LORD values highly is JUSTICE. For examples:

  • Many seek an audience with a ruler, but it is from the Lord that one gets justice. Proverbs 29:26 NIV
  • These are the things you are to do: Speak the truth to each other, and render true and sound judgment in your courts; Zechariah 8:16 NIV
  • …and many others as can be seen below

The LORD values JUSTICE greatly!


So I believe that the LORD will actively help us provide greater access to justice in America.


Well…there you have it David. Thanks for your question/comment! I appreciate it!

 

Psalm 136:1 New International Version

Give thanks to the Lord, for he is good.
His love endures forever.

John 1:1-5 New International Version
The Word Became Flesh

1 In the beginning was the Word, and the Word was with God, and the Word was God. He was with God in the beginning. Through him all things were made; without him nothing was made that has been made. In him was life, and that life was the light of all mankind. The light shines in the darkness, and the darkness has not overcome it.

1 Chronicles 16:8 New International Version

8 Give praise to the Lord, proclaim his name;
make known among the nations what he has done.

Daniel 4:37 New International Version

37 Now I, Nebuchadnezzar, praise and exalt and glorify the King of heaven, because everything he does is right and all his ways are just. And those who walk in pride he is able to humble.

 

Educational practices to identify and support students experiencing homelessness — from edresearchforaction.org by Alexandra Pavlakis, J. Kessa Roberts, Meredith Richards, Kathryn Hill, and Zitsi Mirakhur

The EdResearch for Action Overview Series summarizes the research on key topics to provide K-12 education decision makers and advocates with an evidence base to ground discussions about how to best serve students. Authors – leading experts from across the field of education research – are charged with highlighting key findings from research that provide concrete, strategic insight on persistent challenges sourced from district and state leaders.

Central Question
What evidence-based practices can schools and districts implement to identify and support students experiencing homelessness?

 

Learning and employment record use cases -- from the National Governors Association

LERs Are Hot. What Are States Going To Do With Them?

Governors and state leaders are concerned about the current labor shortage, occurring during a time when many skilled workers are underemployed or even unemployed. Skills-based approaches to hiring and recruiting can shift that dynamic—making pathways to good careers accessible to a wider segment of the workforce and opening up new pools of talent for employers. They do so by focusing on what workers know and can do, not on the degrees or credentials they’ve earned.

That’s the theory. But a lot hinges on how things actually play out on the ground.

Technology will play a key role, and many states have zeroed in on learning and employment records—essentially digital resumes with verified records of people’s skills, educational experiences, and work histories—as an essential tool. A lot of important work is going into the technical design and specifications.

This project, on the other hand, aims to take a step back and look at the current state of play when it comes to the use cases for LERs. Just a few of the key questions:

  • How might employers, education providers, government agencies, and workers themselves actually use them? Will they?
  • In what areas do state policymakers have the most influence over key stakeholders and the most responsibility to invest?
  • What actions are needed now to ensure that LERs, and skills-based hiring more broadly, actually widen access to good jobs—rather than setting up a parallel system that perpetuates many of today’s inequities?
 

34 Big Ideas that will change our world in 2024 — from linkedin.com

34 Big Ideas that will change our world in 2024 -- from linkedin.com 

Excerpts:

6. ChatGPT’s hype will fade, as a new generation of tailor-made bots rises up
11. We’ll finally turn the corner on teacher pay in 2024
21. Employers will combat job applicants’ use of AI with…more AI
31. Universities will view the creator economy as a viable career path

 

Q* MAY have made a breakthrough in two more intelligence domains (reasoning and planning). — from stefanbauschard.substack.com by Stefan Bauschard.
That shouldn’t surprise you; it will eventually happen.

DSC: I’m a bit confused this am as I’m seeing multiple — but different – references to “Q” and what it is. It seems to be at least two different things: 1) OpenAI’s secret project Q* and 2) Amazon Q, a new type of generative artificial intelligence-powered assistant

We need to start aligning the educational system with a world where humans live with machines that have intelligence capabilities that approximate their own.

  • Today’s freshmen *may* graduate into a world where AIs have at least similar intelligence abilities to humans. Today’s 1st graders *probably* will.
  • Efforts need to be made to align the educational system with a world where machines will have intelligence capabilities similar to those of humans.


Uncovering the AI Industry: 50 Most Visited AI Tools and Their 24B+ Traffic Behavior — from writerbuddy.ai; via AI Valley – Barsee



AWS Announces Amazon Q to Reimagine the Future of Work — from press.aboutamazon.com
New type of generative AI-powered assistant, built with security and privacy in mind, empowers employees to get answers to questions, solve problems, generate content, and take actions using the data and expertise found at their company

LAS VEGAS–(BUSINESS WIRE)–At AWS re:Invent, Amazon Web Services, Inc. (AWS), an Amazon.com, Inc. company (NASDAQ: AMZN), today announced Amazon Q, a new type of generative artificial intelligence-(AI) powered assistant that is specifically for work and can be tailored to a customer’s business. Customers can get fast, relevant answers to pressing questions, generate content, and take actions—all informed by a customer’s information repositories, code, and enterprise systems. Amazon Q provides information and advice to employees to streamline tasks, accelerate decision making and problem solving, and help spark creativity and innovation at work.



 

Can new AI help to level up the scales of justice? — from gtlaw.com.au by Peter Waters, Jason Oliver, and David Baddeley

So asks a recent study by two academics from Stanford Law School, David Freeman Engstrom and Nora Freeman Engstrom, on the potential impact of AI on the civil litigation landscape in the US.

It is against this landscape, the study observes, that champions of legal tech have suggested that there is an opportunity for legal tech to “democratise” litigation and put litigation’s “haves” and “have nots” on a more equal footing, by arming smaller firms and sole practitioners with the tools necessary to do battle against their better resourced opponents, and cutting the cost of legal services, putting lawyers within reach of a wider swathe of people.

But is this a real opportunity, and will AI be key to its realisation?

However, while AI may reduce the justice gap between the “haves” and “have-nots” of litigation, it could also exacerbate existing inequalities.

From DSC:
While this article approaches things from the lawyer’s viewpoint, I’d like to see this question and the use of AI from the common man’s/woman’s viewpoint. Why? In order to provide FAR GREATER access to justice (#A2J) for those who can’t afford a lawyer as they head into the civil law courtrooms.

  • Should I take my case to court? Do I have a chance to win this case? If so, how?
  • What forms do I need to complete if I’m going to go to court?
  • When and how do I address the judge?
  • What does my landlord have to do?
  • How do I prevent myself from falling into a debt-collection mess and/or what options do I have to get out of this mess?
  • Are there any lawyers in my area who would take my case on a pro bono basis?
  • …and judges and lawyers — as well as former litigants — could add many more questions (and answers) to this list

Bottom line:
It is my hope that technology can help increase access to justice.


Also relevant/see:

Virtual Justice? Exploring AI’s impact on legal accessibility — from nortonrosefulbright.com by Chris Owen and Mary-Frances Murphy

Excerpt (emphasis DSC):

A number of products are already under development, or have been launched. One example is a project that Norton Rose Fulbright is working on, together with not-for-profit legal service Justice Connect. The scope is to develop an automated natural language processing AI model that seeks to interpret the ‘everyday’ language used by clients in order to identify the client’s legal issues and correctly diagnose their legal problem. This tool is aimed at addressing the struggles that individuals often face in deciphering legal jargon and understanding the nature of their legal issue and the type of lawyer, or legal support, they need to resolve that problem.

 
© 2025 | Daniel Christian