Learning Ecosystems

“Our education sector urgently needs scalable solutions to help students navigate a disappearing career ladder — and quickly.” [Salisbury]

On 05/31/2025, in Artificial Intelligence/Agents/LLMs/and Related, business, career development, colleges, community colleges, corporate / business world, credentialing, curriculum, education, education reform, education technology, emerging technologies, expectations, experimentation, faculty/staff, future, future of higher education, game-changing environment, generational differences, higher education, online learning, skills, society, student-related, teaching & learning, teaching online, United States, universities, vendors, Virtual Reality (VR) / worlds / learning, workplace, XR - extended reality, youth, by Daniel Christian

Also relevant/see:

Report: 93% of Students Believe Gen AI Training Belongs in Degree Programs — from campustechnology.com by Rhea Kelly

The vast majority of today’s college students — 93% — believe generative AI training should be included in degree programs, according to a recent Coursera report. What’s more, 86% of students consider gen AI the most crucial technical skill for career preparation, prioritizing it above in-demand skills such as data strategy and software development. And 94% agree that microcredentials help build the essential skills they need to achieve career success.

For its Microcredentials Impact Report 2025, Coursera surveyed more than 1,200 learners and 1,000 employers around the globe to better understand the demand for microcredentials and their impact on workforce readiness and hiring trends.

1 in 4 employers say they’ll eliminate degree requirements by year’s end — from hrdive.com by Carolyn Crist
Companies that recently removed degree requirements reported a surge in applications, a more diverse applicant pool and the ability to offer lower salaries.

A quarter of employers surveyed said they will remove bachelor’s degree requirements for some roles by the end of 2025, according to a May 20 report from Resume Templates.

In addition, 7 in 10 hiring managers said their company looks at relevant experience over a bachelor’s degree while making hiring decisions.
…
In the survey of 1,000 hiring managers, 84% of companies that recently removed degree requirements said it has been a successful move. Companies without degree requirements also reported a surge in applications, a more diverse applicant pool and the ability to offer lower salaries.

Why AI literacy is now a core competency in education — from weforum.org by Tanya Milberg

Education systems must go beyond digital literacy and embrace AI literacy as a core educational priority.
A new AI Literacy Framework (AILit) aims to empower learners to navigate an AI-integrated world with confidence and purpose.
Here’s what you need to know about the AILit Framework – and how to get involved in making it a success.

Also from Allison Salisbury, see:

American Microschools: A Sector Analysis 2025 — from microschoolingcenter.org by Don Soifer and Ashley Soifer

Among the report’s findings:

74 percent of microschools have annual tuition and fees at or below $10,000, with 65 percent offering sliding scale tuition and discounts;
Among microschools that track academic growth data of students over time, 81 percent reported between 1 and 2 years of academic gains during one school year;
Children receive letter grades in just 29 percent of microschools, while observation-based reporting, portfolios, and tracking mastery are the most prevalent methods of tracking their impact;
The most important student outcomes for currently-operating microschools are growth in nonacademic learning, children’s happiness in their microschool, skills perceived as needed for future, and academic growth.

How would you like the front of your house/apt looking like this?!

On 05/28/2025, in architecture, art, creativity, UK, by Daniel Christian

A Rippling Townhouse Facade by Alex Chinneck Takes a Seat in a London Square — from thisiscolossal.com by Alex Chinneck and Kate Mothes

Cultivating a responsible innovation mindset among future tech leaders — from timeshighereducation.com by Andreas Alexiou
The classroom is a perfect place to discuss the messy, real-world consequences of technological discoveries, writes Andreas Alexiou. Beyond ‘How?’, students should be asking ‘Should we…?’ and ‘What if…?’ questions around ethics and responsibility

University educators play a crucial role in guiding students to think about the next big invention and its implications for privacy, the environment and social equity. To truly make a difference, we need to bring ethics and responsibility into the classroom in a way that resonates with students. Here’s how.
…
Debating with industry pioneers on incorporating ethical frameworks in innovation, product development or technology adoption is eye-opening because it can lead to students confronting assumptions they hadn’t questioned before. For example, students could discuss the roll-out of emotion-recognition software. Many assume it’s neutral, but guest speakers from industry can highlight how cultural and racial biases are baked into design decisions.

Leveraging alumni networks and starting with short virtual Q&A sessions instead of full lectures can work well.

Are we overlooking the power of autonomy when it comes to motivating students? — from timeshighereducation.com by Danny Oppenheimer
Educators fear giving students too much choice in their learning will see them making the wrong decisions. But structuring choice without dictating the answers could be the way forward

So, how can we get students to make good decisions while still allowing them agency to make their own choices, maintaining the associated motivational advantages that agency provides? One possibility is to use choice architecture, more commonly called “nudges”: structuring choices in ways that scaffold better decisions without dictating them.
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Higher education rightly emphasises the importance of belonging and mastery, but when it ignores autonomy – the third leg of the motivational tripod – the system wobbles. When we allow students to decide for themselves how they’ll engage with their coursework, they consistently rise to the occasion. They choose to challenge themselves, perform better academically and enjoy their education more.

“Behind the Curtain: A white-collar bloodbath” + “How To Get Hired During the AI Apocalypse” + “We Are the Most Rejected Generation”

On 05/28/2025, in 21st century, Artificial Intelligence/Agents/LLMs/and Related, business, career development, change, corporate / business world, Emotion, engagement / engaging students, ideas, motivation, organizational change, pace of change, parents/guardians, productivity / tips and tricks, psychology, skills, student-related, workplace, by Daniel Christian

How To Get Hired During the AI Apocalypse — from kathleendelaski.substack.com by Kathleen deLaski
And other discussions to have with your kids on the way to college graduation

A less temporary, more existential threat to the four year degree: AI could hollow out the entry level job market for knowledge workers (i.e. new college grads). And if 56% of families were saying college “wasn’t worth it” in 2023,(WSJ), what will that number look like in 2026 or beyond? The one of my kids who went to college ended up working in a bike shop for a year-ish after graduation. No regrets, but it came as a shock to them that they weren’t more employable with their neuroscience degree.

A colleague provided a great example: Her son, newly graduated, went for a job interview as an entry level writer last month and he was asked, as a test, to produce a story with AI and then use that story to write a better one by himself. He would presumably be judged on his ability to prompt AI and then improve upon its product. Is that learning how to DO? I think so. It’s using AI tools to accomplish a workplace task.

Also relevant in terms of the job search, see the following gifted article:

‘We Are the Most Rejected Generation’ — from nytimes.com by David Brooks; gifted article
David talks admissions rates for selective colleges, ultra-hard to get summer internships, a tough entry into student clubs, and the job market.

Things get even worse when students leave school and enter the job market. They enter what I’ve come to think of as the seventh circle of Indeed hell. Applying for jobs online is easy, so you have millions of people sending hundreds of applications each into the great miasma of the internet, and God knows which impersonal algorithm is reading them. I keep hearing and reading stories about young people who applied to 400 jobs and got rejected by all of them.

It seems we’ve created a vast multilayered system that evaluates the worth of millions of young adults and, most of the time, tells them they are not up to snuff.

Many administrators and faculty members I’ve spoken to are mystified that students would create such an unforgiving set of status competitions. But the world of competitive exclusion is the world they know, so of course they are going to replicate it.

And in this column I’m not even trying to cover the rejections experienced by the 94 percent of American students who don’t go to elite schools and don’t apply for internships at Goldman Sachs. By middle school, the system has told them that because they don’t do well on academic tests, they are not smart, not winners. That’s among the most brutal rejections our society has to offer.

Fiverr CEO explains alarming message to workers about AI — from iblnews.org
Fiverr CEO Micha Kaufman recently warned his employees about the impact of artificial intelligence on their jobs.

The Great Career Reinvention, and How Workers Can Keep Up — from workshift.org by Michael Rosenbaum

A wide range of roles can or will quickly be replaced with AI, including inside sales representatives, customer service representatives, junior lawyers, junior accountants, and physicians whose focus is diagnosis.

Behind the Curtain: A white-collar bloodbath — from axios.com by Jim VandeHei and Mike Allen

Dario Amodei — CEO of Anthropic, one of the world’s most powerful creators of artificial intelligence — has a blunt, scary warning for the U.S. government and all of us:

AI could wipe out half of all entry-level white-collar jobs — and spike unemployment to 10-20% in the next one to five years, Amodei told us in an interview from his San Francisco office.
Amodei said AI companies and government need to stop “sugar-coating” what’s coming: the possible mass elimination of jobs across technology, finance, law, consulting and other white-collar professions, especially entry-level gigs.

Why it matters: Amodei, 42, who’s building the very technology he predicts could reorder society overnight, said he’s speaking out in hopes of jarring government and fellow AI companies into preparing — and protecting — the nation.

“Faculty AI Guides” + “Teachers using AI tools more regularly” + other items re: AI in our learning ecosystems

On 05/27/2025, in Artificial Intelligence/Agents/LLMs/and Related, assessment, Australia, colleges, community colleges, content development, aggregation, repositories, digital learning, digital textbooks, education, education reform, education technology, educational games / serious games, emerging technologies, engagement / engaging students, experimentation, faculty/staff, future, future of higher education, game-changing environment, generational differences, higher education, homeschooling/homeschoolers, human-computer interaction (HCI), ideas, informal learning, innovation, instructional design, intelligent systems, intelligent tutoring, IT in HE, K-12 related, learning, learning agents, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning preferences, liberal arts, personalized/customized learning, skills, student-related, teachers, teaching & learning, tools, trends, United States, universities, user experience (UX), vendors, vision/possibilities, by Daniel Christian

AI & Schools: 4 Ways Artificial Intelligence Can Help Students — from the74million.org by W. Ian O’Byrne
AI creates potential for more personalized learning

I am a literacy educator and researcher, and here are four ways I believe these kinds of systems can be used to help students learn.

Differentiated instruction
Intelligent textbooks
Improved assessment
Personalized learning

5 Skills Kids (and Adults) Need in an AI World — from oreilly.com by Raffi Krikorian
Hint: Coding Isn’t One of Them

Five Essential Skills Kids Need (More than Coding)
I’m not saying we shouldn’t teach kids to code. It’s a useful skill. But these are the five true foundations that will serve them regardless of how technology evolves.

Loving the journey, not just the destination
Being a question-asker, not just an answer-getter
Trying, failing, and trying differently
Seeing the whole picture
Walking in others’ shoes

The AI moment is now: Are teachers and students ready? — from iblnews.org

Day of AI Australia hosted a panel discussion on 20 May, 2025. Hosted by Dr Sebastian Sequoiah-Grayson (Senior Lecturer in the School of Computer Science and Engineering, UNSW Sydney) with panel members Katie Ford (Industry Executive – Higher Education at Microsoft), Tamara Templeton (Primary School Teacher, Townsville), Sarina Wilson (Teaching and Learning Coordinator – Emerging Technology at NSW Department of Education) and Professor Didar Zowghi (Senior Principal Research Scientist at CSIRO’s Data61).

Teachers using AI tools more regularly, survey finds — from iblnews.org

As many students face criticism and punishment for using artificial intelligence tools like ChatGPT for assignments, new reporting shows that many instructors are increasingly using those same programs.

Addendum on 5/28/25:

A Museum of Real Use: The Field Guide to Effective AI Use — from mikekentz.substack.com by Mike Kentz
Six Educators Annotate Their Real AI Use—and a Method Emerges for Benchmarking the Chats

Our next challenge is to self-analyze and develop meaningful benchmarks for AI use across contexts. This research exhibit aims to take the first major step in that direction.

With the right approach, a transcript becomes something else:

A window into student decision-making
A record of how understanding evolves
A conversation that can be interpreted and assessed
An opportunity to evaluate content understanding

This week, I’m excited to share something that brings that idea into practice.

Over time, I imagine a future where annotated transcripts are collected and curated. Schools and universities could draw from a shared library of real examples—not polished templates, but genuine conversations that show process, reflection, and revision. These transcripts would live not as static samples but as evolving benchmarks.

This Field Guide is the first move in that direction.

In ‘The Quilters,’ Men in a Missouri Prison Sew Gifts for Children [Ebert]

On 05/27/2025, in art, communities of practice, creativity, Emotion, ideas, youth, by Daniel Christian

In ‘The Quilters,’ Men in a Missouri Prison Sew Gifts for Children — from thisiscolossal.com by Grace Ebert

In a room bigger than most at South Central Correctional Center in Licking, Missouri, a group of men has volunteered for a creative project that stretches beyond prison walls. For about 40 hours each week, they cut and stitch quilts for children in foster care or with disabilities, sewing vibrant, patterned patchworks and finding joy and camaraderie while doing so.

Two items for the L&D/corporate world

On 05/27/2025, in active learning, adult learning, Artificial Intelligence/Agents/LLMs/and Related, business, content development, aggregation, repositories, corporate / business world, corporate universities / corporate training, productivity / tips and tricks, professional development, skills, tools, training / L&D, United States, workplace, by Daniel Christian

Skilling Up for AI Transformation — from learningguild.com by Lauren Milstid and Megan Torrance

Lately, I’ve been in a lot of conversations—some casual, some strategy-deep—about what it takes to skill up teams for AI. One pattern keeps emerging: The organizations getting the most out of generative AI are the ones doing the most to support their people. They’re not just training on a single tool. They’re building the capacity to work with AI as a class of technology.

So let’s talk about that. Not the hype, but the real work of helping humans thrive in an AI-enabled workplace.

If Leadership Training Isn’t Applied, It Hasn’t Happened — from learningguild.com by Tim Samuels

L&D leadership training sessions often “feel” successful. A program is designed, a workshop is delivered, and employees leave feeling informed and engaged. But if that training isn’t applied in the workplace, did it actually happen? If we focus entirely on the “learning” but not the “development,” we’re wasting huge amounts of time and money. So let’s take a look at the current situation first.

The reality is stark; according to Harvard Business Review:

Only 12% of employees apply new skills learned in L&D programs
Just 25% believe their training measurably improved performance
We forget 75% of what we learn within six days unless we use it

A deeply troubling item from the NY Times (gifted article)

On 05/27/2025, in Daniel S. Christian, ethics, leadership, legislatures / government / legal, morals/values, policy, political science, society, United States, by Daniel Christian

Republican Bill Would Limit Judges’ Contempt Power — from nytimes.com by Michael Gold (this is a gifted article)
Democrats have argued that House Republicans’ measure would rob courts of their power by stripping away any consequences for officials who ignore judges’ rulings.

The sprawling domestic policy bill Republicans pushed through the House [last] Thursday would limit the power of federal judges to hold people in contempt, potentially shielding President Trump and members of his administration from the consequences of violating court orders.

Republicans tucked the provision into the tax and spending cut bill at a time when they have moved aggressively to curb the power of federal courts to issue injunctions blocking Mr. Trump’s executive actions. It comes as federal judges have opened inquiries about whether to hold the Trump administration in contempt for violating their orders in cases related to its aggressive deportation efforts.

From DSC:
This is deeply disappointing to see that this sneaky little provision was tucked away in a 1,000+ page bill. It’s highly likely that it’s from Donald Trump himself — as he stands in contempt of court from a Supreme Court ruling from several weeks ago. But what is equally troubling is that the Republican “leadership” is good with it too, evidently. Shame on them. This isn’t leadership. This is tyranny and a blatant disregard for the rule of law.

What’s even more troubling about the whole Trump situation is that just over half of America put him there. For those who put him in office, I’m not sure how they can tell their children not to lie. Because if a person voted for Donald Trump, they no longer care about someone telling the truth.

Character matters. Ethics and morals matter. The Constitution matters. People matter. America matters. The rule of law matters. Justice matters. We need to take a serious look in the mirror.

Opinions | This Baltimore program shows how to fight generational poverty – from washingtonpost.com by Leana S. Wen; this is a gifted article
How one grassroots organization is teaching young people leadership skills and giving them hope.

She recognized their desperation and felt called to return and use what she had learned to help them realize a different future. So she set up an organization, HeartSmiles, to do just that — one young person at a time.

Holifield’s experience is one that city officials and public health workers can learn from. If they want to disrupt the generational cycle of poverty, trauma and hopelessness that afflicts so many communities, a good place to focus their efforts is children.
…
How can communities overcome inertia and resignation? Holifield’s organization starts with two core interventions. The first is career and leadership development. Children as young as 8 go to the HeartSmiles center to participate in facilitated sessions on youth entrepreneurship, budgeting and conflict resolution. Those who want to explore certain career paths are matched with professionals in these fields.
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The second part of her vision is youth-led mentorship, which involves pairing young people with those not much older than they are.

Also relevant/see:

Lost boys, trapped men, and the role of lifers in prison education — from college-inside.beehiiv.com by Charlotte West

This week, we’re publishing Part 2 of a Q&A with Erik Maloney, a lifer in Arizona, and Kevin Wright, a criminal justice professor at Arizona State University. They co-authored Imprisoned Minds, a book about trauma and healing published in December 2024, over the course of seven years. Check out Part 1 of the Q&A.

West: The fact that you created your own curriculum to accompany the book makes me think about the role of lifers in creating educational opportunities in prisons. What do you see as the role of lifers in filling some of these gaps?

Maloney: I’ve said for years that lifers are so underutilized in prison. It’s all about punishment for what you’re in for, and [the prison system] overlooks us as a resource. We are people who, if allowed to be educated properly, can teach courses indefinitely while also being a role model for those with shorter sentences. This gives the lifer meaning and purpose to do good again. He serves as a mentor, whether he likes it or not, to [those] people coming into the prisons. When they see him doing well, it inspires others to want to do well.

But if it’s all about punishment, and a person has no meaning and no purpose in life, then all they have is hopelessness. With hopelessness comes despair, and with despair, you have rampant drug and alcohol abuse in prison, and violence stems from that.

Summers Says Harvard Student Ban ‘The Stuff of Tyranny’ [bloomberg.com]

On 05/23/2025, in culture, ethics, game-changing environment, higher education, legislatures / government / legal, morals/values, political science, United States, universities, by Daniel Christian

Summers Says Harvard Student Ban ‘The Stuff of Tyranny’ — from bloomberg.com

Former US Treasury Secretary Lawrence Summers blasted the Trump administration’s decision to block Harvard University from enrolling international students, calling on the institution to fight back. “This is vicious, it is illegal, it is unwise, and it is very damaging,” Summers, who is president emeritus of Harvard University, told Bloomberg TV. “Why does it make any sense at all to stop 6,000 enormously talented young people who want to come to the United States to study from having that opportunity?” “Harvard must start by resisting,” he said. “This is the stuff of tyranny.” Summers spoke to Bloomberg’s David Ingles on “The China Show.” (Source: Bloomberg)

GIFTED ARTICLE

Trump Administration Says It Is Halting Harvard’s Ability to Enroll International Students
The move was a major escalation in the administration’s efforts to pressure the college to fall in line with President Trump’s demands.

The Trump administration on Thursday said it would halt Harvard University’s ability to enroll international students, taking aim at a crucial funding source for the nation’s oldest and wealthiest college in a major escalation of the administration’s efforts to pressure the elite school to fall in line with the president’s agenda.

The administration notified Harvard about the decision — which could affect about a quarter of the school’s student body — after a back-and-forth in recent weeks over the legality of a sprawling records request as part of the Department of Homeland Security’s investigation, according to three people with knowledge of the negotiations. The people spoke on the condition of anonymity because they were not authorized to discuss the matter publicly.

The heavens declare the glory of God.

On 05/22/2025, in art, Asia, Australia, creativity, digital photography, Emotion, Europe, global, photography, United States, by Daniel Christian

The heavens declare the glory of God.https://t.co/Zy5ZYkMiAL

— Daniel S. Christian (@dchristian5) May 20, 2025

Excerpt:

“A radically new and different approach to corporate training & professional development.” [Bersin]+ other items re: AI in our LE’s

On 05/22/2025, in 21st century, 24x7x365 access, adult learning, Artificial Intelligence/Agents/LLMs/and Related, career development, changing business models, colleges, community colleges, content development, aggregation, repositories, corporate / business world, corporate universities / corporate training, experimentation, future, game-changing environment, higher education, human-computer interaction (HCI), personalized/customized learning, platforms, productivity / tips and tricks, professional development, skills, tools, traditional / tradition, training / L&D, trends, United States, universities, workplace, by Daniel Christian

Making AI Work: Leadership, Lab, and Crowd — from oneusefulthing.org by Ethan Mollick
A formula for AI in companies

How do we reconcile the first three points with the final one? The answer is that AI use that boosts individual performance does not naturally translate to improving organizational performance. To get organizational gains requires organizational innovation, rethinking incentives, processes, and even the nature of work. But the muscles for organizational innovation inside companies have atrophied. For decades, companies have outsourced this to consultants or enterprise software vendors who develop generalized approaches that address the issues of many companies at once. That won’t work here, at least for a while. Nobody has special information about how to best use AI at your company, or a playbook for how to integrate it into your organization.
.

Galileo Learn™ – A Revolutionary Approach To Corporate Learning — from joshbersin.com

Today we are excited to launch Galileo Learn™, a revolutionary new platform for corporate learning and professional development.
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How do we leverage AI to revolutionize this model, doing away with the dated “publishing” model of training?

The answer is Galileo Learn, a radically new and different approach to corporate training and professional development.
…
What Exactly is Galileo Learn™?
Galileo Learn is an AI-native learning platform which is tightly integrated into the Galileo agent. It takes content in any form (PDF, word, audio, video, SCORM courses, and more) and automatically (with your guidance) builds courses, assessments, learning programs, polls, exercises, simulations, and a variety of other instructional formats.

Designing an Ecosystem of Resources to Foster AI Literacy With Duri Long — from aialoe.org

Centering Public Understanding in AI Education
In a recent talk titled “Designing an Ecosystem of Resources to Foster AI Literacy,” Duri Long, Assistant Professor at Northwestern University, highlighted the growing need for accessible, engaging learning experiences that empower the public to make informed decisions about artificial intelligence. Long emphasized that as AI technologies increasingly influence everyday life, fostering public understanding is not just beneficial—it’s essential. Her work seeks to develop a framework for AI literacy across varying audiences, from middle school students to adult learners and journalists.

A Design-Driven, Multi-Context Approach
Drawing from design research, cognitive science, and the learning sciences, Long presented a range of educational tools aimed at demystifying AI. Her team has created hands-on museum exhibits, such as Data Bites, where learners build physical datasets to explore how computers learn. These interactive experiences, along with web-based tools and support resources, are part of a broader initiative to bridge AI knowledge gaps using the 4As framework: Ask, Adapt, Author, and Analyze. Central to her approach is the belief that familiar, tangible interactions and interfaces reduce intimidation and promote deeper engagement with complex AI concepts.

AI-Powered Lawyering: AI Reasoning Models, Retrieval Augmented Generation, and the Future of Legal Practice
Minnesota Legal Studies Research Paper No. 25-16; March 02, 2025; from papers.ssrn.com by:

Daniel Schwarcz
University of Minnesota Law School

Sam Manning
Centre for the Governance of AI

Patrick Barry
University of Michigan Law School

David R. Cleveland
University of Minnesota Law School

J.J. Prescott
University of Michigan Law School

Beverly Rich
Ogletree Deakins

Abstract

Generative AI is set to transform the legal profession, but its full impact remains uncertain. While AI models like GPT-4 improve the efficiency with which legal work can be completed, they can at times make up cases and “hallucinate” facts, thereby undermining legal judgment, particularly in complex tasks handled by skilled lawyers. This article examines two emerging AI innovations that may mitigate these lingering issues: Retrieval Augmented Generation (RAG), which grounds AI-powered analysis in legal sources, and AI reasoning models, which structure complex reasoning before generating output. We conducted the first randomized controlled trial assessing these technologies, assigning upper-level law students to complete six legal tasks using a RAG-powered legal AI tool (Vincent AI), an AI reasoning model (OpenAI’s o1-preview), or no AI. We find that both AI tools significantly enhanced legal work quality, a marked contrast with previous research examining older large language models like GPT-4. Moreover, we find that these models maintain the efficiency benefits associated with use of older AI technologies. Our findings show that AI assistance significantly boosts productivity in five out of six tested legal tasks, with Vincent yielding statistically significant gains of approximately 38% to 115% and o1-preview increasing productivity by 34% to 140%, with particularly strong effects in complex tasks like drafting persuasive letters and analyzing complaints. Notably, o1-preview improved the analytical depth of participants’ work product but resulted in some hallucinations, whereas Vincent AI-aided participants produced roughly the same amount of hallucinations as participants who did not use AI at all. These findings suggest that integrating domain-specific RAG capabilities with reasoning models could yield synergistic improvements, shaping the next generation of AI-powered legal tools and the future of lawyering more generally.

Guest post: How technological innovation can boost growth — from legaltechnology.com by Caroline Hill

One key change is the growing adoption of technology within legal service providers, and this is transforming the way firms operate and deliver value to clients.

The legal services sector’s digital transformation is gaining momentum, driven both by client expectations as well as the potential for operational efficiency. With the right support, legal firms can innovate through tech adoption and remain competitive to deliver strong client outcomes and long-term growth.

AI Can Do Many Tasks for Lawyers – But Be Careful — from nysba.org by Rebecca Melnitsky

Artificial intelligence can perform several tasks to aid lawyers and save time. But lawyers must be cautious when using this new technology, lest they break confidentiality or violate ethical standards.

The New York State Bar Association hosted a hybrid program discussing AI’s potential and its pitfalls for the legal profession. More than 300 people watched the livestream.

For that reason, Unger suggests using legal AI tools, like LexisNexis AI, Westlaw Edge, and vLex Fastcase, for legal research instead of general generative AI tools. While legal-specific tools still hallucinate, they hallucinate much less. A legal tool will hallucinate 10% to 20% of the time, while a tool like ChatGPT will hallucinate 50% to 80%.

Fresh Voices on Legal Tech with Nikki Shaver — from legaltalknetwork.com by Dennis Kennedy, Tom Mighell, and Nikki Shaver

Determining which legal technology is best for your law firm can seem like a daunting task, so Legaltech Hub does the hard work for you! In another edition of Fresh Voices, Dennis and Tom talk with Nikki Shaver, CEO at Legaltech Hub, about her in-depth knowledge of technology and AI trends. Nikki shares what effective tech strategies should look like for attorneys and recommends innovative tools for maintaining best practices in modern law firms. Learn more at legaltechnologyhub.com.

AI for in-house legal: 2025 predictions — from deloitte.com
Our expectations for AI engagement and adoption in the legal Market over the coming year.

AI will continue to transform in-house legal departments in 2025
As we enter 2025, over two-thirds of organisations plan to increase their Generative AI (GenAI) investments, providing legal teams with significant executive support and resources to further develop this Capabilities. This presents a substantial opportunity for legal departments, particularly as GenAI technology continues to advance at an impressive pace. We make five predictions for AI engagement and adoption in the legal Market over the coming year and beyond.

Navigating The Fine Line: Redefining Legal Advice In The Age Of Tech With Erin Levine And Quinten Steenhuis — from abovethelaw.com by Olga V. Mack
The definition of ‘practicing law’ is outdated and increasingly irrelevant in a tech-driven world. Should the line between legal advice and legal information even exist?

Practical Takeaways for Legal Leaders

Use Aggregated Data: Providing consumers with benchmarks (e.g., “90% of users in your position accepted similar settlements”) empowers them without giving direct legal advice.
Train and Supervise AI Tools: AI works best when it’s trained on reliable, localized data and supervised by legal professionals.
Partner with Courts: As Quinten pointed out, tools built in collaboration with courts often avoid UPL pitfalls. They’re also more likely to gain the trust of both regulators and consumers.
Embrace Transparency: Clear disclaimers like “This is not legal advice” go a long way in building consumer trust and meeting ethical standards.

Google I/O 2025: From research to reality — from blog.google
Here’s how we’re making AI more helpful with Gemini.

Google I/O 2025 LIVE — all the details about Android XR smart glasses, AI Mode, Veo 3, Gemini, Google Beam and more — from tomsguide.com by Philip Michaels
Google’s annual conference goes all in on AI

With a running time of 2 hours, Google I/O 2025 leaned heavily into Gemini and new models that make the assistant work in more places than ever before. Despite focusing the majority of the keynote around Gemini, Google saved its most ambitious and anticipated announcement towards the end with its big Android XR smart glasses reveal.

Shockingly, very little was spent around Android 16. Most of its Android 16 related news, like the redesigned Material 3 Expressive interface, was announced during the Android Show live stream last week — which explains why Google I/O 2025 was such an AI heavy showcase.

That’s because Google carved out most of the keynote to dive deeper into Gemini, its new models, and integrations with other Google services. There’s clearly a lot to unpack, so here’s all the biggest Google I/O 2025 announcements.

Our vision for building a universal AI assistant— from blog.google
We’re extending Gemini to become a world model that can make plans and imagine new experiences by simulating aspects of the world.

Making Gemini a world model is a critical step in developing a new, more general and more useful kind of AI — a universal AI assistant. This is an AI that’s intelligent, understands the context you are in, and that can plan and take action on your behalf, across any device.

By applying LearnLM capabilities, and directly incorporating feedback from experts across the industry, Gemini adheres to the principles of learning science to go beyond just giving you the answer. Instead, Gemini can explain how you get there, helping you untangle even the most complex questions and topics so you can learn more effectively. Our new prompting guide provides sample instructions to see this in action.

Learn in newer, deeper ways with Gemini — from blog.google.com by Ben Gomes
We’re infusing LearnLM directly into Gemini 2.5 — plus more learning news from I/O.

At I/O 2025, we announced that we’re infusing LearnLM directly into Gemini 2.5, which is now the world’s leading model for learning. As detailed in our latest report, Gemini 2.5 Pro outperformed competitors on every category of learning science principles. Educators and pedagogy experts preferred Gemini 2.5 Pro over other offerings across a range of learning scenarios, both for supporting a user’s learning goals and on key principles of good pedagogy.

Gemini gets more personal, proactive and powerful — from blog.google.com by Josh Woodward
It’s your turn to create, learn and explore with an AI assistant that’s starting to understand your world and anticipate your needs.

Here’s what we announced at Google IO:

Gemini Live with camera and screen sharing, is now free on Android and iOS for everyone, so you can point your phone at anything and talk it through.
Imagen 4, our new image generation model, comes built in and is known for its image quality, better text rendering and speed.
Veo 3, our new, state-of-the-art video generation model, comes built in and is the first in the world to have native support for sound effects, background noises and dialogue between characters.
Deep Research and Canvas are getting their biggest updates yet, unlocking new ways to analyze information, create podcasts and vibe code websites and apps.
Gemini is coming to Chrome, so you can ask questions while browsing the web.
Students around the world can easily make interactive quizzes, and college students in the U.S., Brazil, Indonesia, Japan and the UK are eligible for a free school year of the Google AI Pro plan.
Google AI Ultra, a new premium plan, is for the pioneers who want the highest rate limits and early access to new features in the Gemini app.
2.5 Flash has become our new default model, and it blends incredible quality with lightning fast response times.

Fuel your creativity with new generative media models and tools — from by Eli Collins
Introducing Veo 3 and Imagen 4, and a new tool for filmmaking called Flow.

AI in Search: Going beyond information to intelligence
We’re introducing new AI features to make it easier to ask any question in Search.

AI in Search is making it easier to ask Google anything and get a helpful response, with links to the web. That’s why AI Overviews is one of the most successful launches in Search in the past decade. As people use AI Overviews, we see they’re happier with their results, and they search more often. In our biggest markets like the U.S. and India, AI Overviews is driving over 10% increase in usage of Google for the types of queries that show AI Overviews.

This means that once people use AI Overviews, they’re coming to do more of these types of queries, and what’s particularly exciting is how this growth increases over time. And we’re delivering this at the speed people expect of Google Search — AI Overviews delivers the fastest AI responses in the industry.

In this story:

AI Mode in Search
Deep Search
Live capabilities
Agentic capabilities
Shopping
Personal context
Custom charts

Learning Ecosystems

How would you like the front of your house/apt looking like this?!

In ‘The Quilters,’ Men in a Missouri Prison Sew Gifts for Children [Ebert]

A deeply troubling item from the NY Times (gifted article)

This Baltimore program shows how to fight generational poverty [Wen] + Lost boys, trapped men, and the role of lifers in prison education [West]

Summers Says Harvard Student Ban ‘The Stuff of Tyranny’ [bloomberg.com]

The heavens declare the glory of God.

Greetings!

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